chore(changelog): update ofr universal compliance

feat(reporting): bound PDF compliance report memory and CPU on large scans
fix(ui): render inline code without literal backticks in finding drawer (#11142 )
2026-05-13 15:50:55 +00:00 · 2026-05-13 17:35:21 +02:00 · 2026-05-13 17:31:15 +02:00 · 2026-05-13 10:31:48 +01:00 · 2026-05-13 10:16:28 +01:00 · 2026-05-13 09:52:46 +01:00
1268 changed files with 87592 additions and 14151 deletions
@@ -0,0 +1,23 @@
+# Prowler worktree automation for worktrunk (wt CLI).
+# Runs automatically on `wt switch --create`.
+
+# Block 1: setup + copy gitignored env files (.envrc, ui/.env.local)
+# from the primary worktree — patterns selected via .worktreeinclude.
+[[pre-start]]
+skills = "./skills/setup.sh --claude"
+python = "poetry env use python3.12"
+envs = "wt step copy-ignored"
+
+# Block 2: install Python deps (requires `poetry env use` from block 1).
+[[pre-start]]
+deps = "poetry install --with dev"
+
+# Block 3: reminder — last visible output before `wt switch` returns.
+# Hooks can't mutate the parent shell, so venv activation is manual.
+[[pre-start]]
+reminder = "echo '>> Reminder: activate the venv in this shell with: eval $(poetry env activate)'"
+
+# Background: pnpm install runs while you start working.
+# Tail logs via `wt config state logs`.
+[post-start]
+ui = "cd ui && pnpm install"
@@ -145,7 +145,7 @@ SENTRY_RELEASE=local
 NEXT_PUBLIC_SENTRY_ENVIRONMENT=${SENTRY_ENVIRONMENT}

 #### Prowler release version ####
-NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.25.0
+NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.27.0

 # Social login credentials
 SOCIAL_GOOGLE_OAUTH_CALLBACK_URL="${AUTH_URL}/api/auth/callback/google"
@@ -1,14 +1,15 @@
 # SDK
-/* @prowler-cloud/sdk
-/prowler/ @prowler-cloud/sdk @prowler-cloud/detection-and-remediation
-/tests/ @prowler-cloud/sdk @prowler-cloud/detection-and-remediation
-/dashboard/ @prowler-cloud/sdk
-/docs/ @prowler-cloud/sdk
-/examples/ @prowler-cloud/sdk
-/util/ @prowler-cloud/sdk
-/contrib/ @prowler-cloud/sdk
-/permissions/ @prowler-cloud/sdk
-/codecov.yml @prowler-cloud/sdk @prowler-cloud/api
+/* @prowler-cloud/detection-remediation
+/prowler/ @prowler-cloud/detection-remediation
+/prowler/compliance/ @prowler-cloud/compliance
+/tests/ @prowler-cloud/detection-remediation
+/dashboard/ @prowler-cloud/detection-remediation
+/docs/ @prowler-cloud/detection-remediation
+/examples/ @prowler-cloud/detection-remediation
+/util/ @prowler-cloud/detection-remediation
+/contrib/ @prowler-cloud/detection-remediation
+/permissions/ @prowler-cloud/detection-remediation
+/codecov.yml @prowler-cloud/detection-remediation @prowler-cloud/api

 # API
 /api/ @prowler-cloud/api
@@ -17,7 +18,7 @@
 /ui/ @prowler-cloud/ui

 # AI
-/mcp_server/ @prowler-cloud/ai
+/mcp_server/ @prowler-cloud/detection-remediation

 # Platform
 /.github/ @prowler-cloud/platform
@@ -0,0 +1,15 @@
+# These are supported funding model platforms
+
+github: [prowler-cloud]
+# patreon: # Replace with a single Patreon username
+# open_collective: # Replace with a single Open Collective username
+# ko_fi: # Replace with a single Ko-fi username
+# tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel
+# community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry
+# liberapay: # Replace with a single Liberapay username
+# issuehunt: # Replace with a single IssueHunt username
+# lfx_crowdfunding: # Replace with a single LFX Crowdfunding project-name e.g., cloud-foundry
+# polar: # Replace with a single Polar username
+# buy_me_a_coffee: # Replace with a single Buy Me a Coffee username
+# thanks_dev: # Replace with a single thanks.dev username
+# custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']
@@ -0,0 +1,143 @@
+name: "🔎 New Check Request"
+description: Request a new Prowler security check
+title: "[New Check]: "
+labels: ["feature-request", "status/needs-triage"]
+
+body:
+  - type: checkboxes
+    id: search
+    attributes:
+      label: Existing check search
+      description: Confirm this check does not already exist before opening a new request.
+      options:
+        - label: I have searched existing issues, Prowler Hub, and the public roadmap, and this check does not already exist.
+          required: true
+
+  - type: markdown
+    attributes:
+      value: |
+        Use this form to describe the security condition that Prowler should evaluate.
+
+        The most useful inputs for [Prowler Studio](https://github.com/prowler-cloud/prowler-studio) are:
+        - What should be detected
+        - What PASS and FAIL mean
+        - Vendor docs, API references, SDK methods, CLI commands, or reference code
+
+  - type: dropdown
+    id: provider
+    attributes:
+      label: Provider
+      description: Cloud or platform this check targets.
+      options:
+        - AWS
+        - Azure
+        - GCP
+        - Kubernetes
+        - GitHub
+        - Microsoft 365
+        - OCI
+        - Alibaba Cloud
+        - Cloudflare
+        - MongoDB Atlas
+        - Google Workspace
+        - OpenStack
+        - Vercel
+        - NHN
+        - Other / New provider
+    validations:
+      required: true
+
+  - type: input
+    id: other_provider_name
+    attributes:
+      label: New provider name
+      description: Only fill this if you selected "Other / New provider" above.
+      placeholder: "NewProviderName"
+    validations:
+      required: false
+
+  - type: input
+    id: service_name
+    attributes:
+      label: Service or product area
+      description: Optional. Main service, product, or feature to audit.
+      placeholder: "s3, bedrock, entra, repository, apiserver"
+    validations:
+      required: false
+
+  - type: input
+    id: suggested_check_name
+    attributes:
+      label: Suggested check name
+      description: Optional. Use `snake_case` following `<service>_<resource>_<best_practice>`, with lowercase letters and underscores only.
+      placeholder: "bedrock_guardrail_sensitive_information_filter_enabled"
+    validations:
+      required: false
+
+  - type: textarea
+    id: context
+    attributes:
+      label: Context and goal
+      description: Describe the security problem, why it matters, and what this new check should help detect.
+      placeholder: |-
+        - Security condition to validate:
+        - Why it matters:
+        - Resource, feature, or configuration involved:
+    validations:
+      required: true
+
+  - type: textarea
+    id: expected_behavior
+    attributes:
+      label: Expected behavior
+      description: Explain what the check should evaluate and what PASS, FAIL, or MANUAL should mean.
+      placeholder: |-
+        - Resource or scope to evaluate:
+        - PASS when:
+        - FAIL when:
+        - MANUAL when (if applicable):
+        - Exclusions, thresholds, or edge cases:
+    validations:
+      required: true
+
+  - type: textarea
+    id: references
+    attributes:
+      label: References
+      description: Add vendor docs, API references, SDK methods, CLI commands, endpoint docs, sample payloads, or similar reference material.
+      placeholder: |-
+        - Product or service documentation:
+        - API or SDK reference:
+        - CLI command or endpoint documentation:
+        - Sample payload or response:
+        - Security advisory or benchmark:
+    validations:
+      required: true
+
+  - type: dropdown
+    id: severity
+    attributes:
+      label: Suggested severity
+      description: Your best estimate. Reviewers will confirm during triage.
+      options:
+        - Critical
+        - High
+        - Medium
+        - Low
+        - Informational
+        - Not sure
+    validations:
+      required: true
+
+  - type: textarea
+    id: implementation_notes
+    attributes:
+      label: Additional implementation notes
+      description: Optional. Add permissions, unsupported regions, config knobs, product limitations, or anything else that may affect implementation.
+      placeholder: |-
+        - Required permissions or scopes:
+        - Region, tenant, or subscription limitations:
+        - Configurable behavior or thresholds:
+        - Other constraints:
+    validations:
+      required: false
@@ -22,6 +22,10 @@ inputs:
    description: 'Run `poetry lock` during setup. Only enable when a prior step mutates pyproject.toml (e.g. API `@master` VCS rewrite). Default: false.'
    required: false
    default: 'false'
+  enable-cache:
+    description: 'Whether to enable Poetry dependency caching via actions/setup-python'
+    required: false
+    default: 'true'

 runs:
  using: 'composite'
@@ -64,19 +68,6 @@ runs:
        echo "Updated resolved_reference:"
        grep -A2 -B2 "resolved_reference" poetry.lock

-    - name: Update SDK resolved_reference to latest commit (prowler repo on push)
-      if: github.event_name == 'push' && github.ref == 'refs/heads/master' && github.repository == 'prowler-cloud/prowler'
-      shell: bash
-      working-directory: ${{ inputs.working-directory }}
-      run: |
-        LATEST_COMMIT=$(curl -s "https://api.github.com/repos/prowler-cloud/prowler/commits/master" | jq -r '.sha')
-        echo "Latest commit hash: $LATEST_COMMIT"
-        sed -i '/url = "https:\/\/github\.com\/prowler-cloud\/prowler\.git"/,/resolved_reference = / {
-          s/resolved_reference = "[a-f0-9]\{40\}"/resolved_reference = "'"$LATEST_COMMIT"'"/
-        }' poetry.lock
-        echo "Updated resolved_reference:"
-        grep -A2 -B2 "resolved_reference" poetry.lock
-
    - name: Update poetry.lock (prowler repo only)
      if: github.repository == 'prowler-cloud/prowler' && inputs.update-lock == 'true'
      shell: bash
@@ -87,8 +78,10 @@ runs:
      uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
      with:
        python-version: ${{ inputs.python-version }}
-        cache: 'poetry'
-        cache-dependency-path: ${{ inputs.working-directory }}/poetry.lock
+        # Disable cache when callers skip dependency install: Poetry 2.3.4 creates
+        # the venv in a path setup-python can't hash, breaking the post-step save-cache.
+        cache: ${{ inputs.enable-cache == 'true' && 'poetry' || '' }}
+        cache-dependency-path: ${{ inputs.enable-cache == 'true' && format('{0}/poetry.lock', inputs.working-directory) || '' }}

    - name: Install Python dependencies
      if: inputs.install-dependencies == 'true'
@@ -158,7 +158,7 @@ jobs:
          tags: |
            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}

  # Create and push multi-architecture manifest
  create-manifest:
@@ -5,10 +5,16 @@ on:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'api/**'
+      - '.github/workflows/api-container-checks.yml'
  pull_request:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'api/**'
+      - '.github/workflows/api-container-checks.yml'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -57,16 +63,7 @@ jobs:

  api-container-build-and-scan:
    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ${{ matrix.runner }}
-    strategy:
-      matrix:
-        include:
-          - platform: linux/amd64
-            runner: ubuntu-latest
-            arch: amd64
-          - platform: linux/arm64
-            runner: ubuntu-24.04-arm
-            arch: arm64
+    runs-on: ubuntu-latest
    timeout-minutes: 30
    permissions:
      contents: read
@@ -119,23 +116,22 @@ jobs:
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

-      - name: Build container for ${{ matrix.arch }}
+      - name: Build container
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.API_WORKING_DIR }}
          push: false
          load: true
-          platforms: ${{ matrix.platform }}
-          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}-${{ matrix.arch }}
-          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }}

-      - name: Scan container with Trivy for ${{ matrix.arch }}
+      - name: Scan container with Trivy
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: ./.github/actions/trivy-scan
        with:
          image-name: ${{ env.IMAGE_NAME }}
-          image-tag: ${{ github.sha }}-${{ matrix.arch }}
+          image-tag: ${{ github.sha }}
          fail-on-critical: 'false'
          severity: 'CRITICAL'
@@ -5,10 +5,20 @@ on:
    branches:
      - "master"
      - "v5.*"
+    paths:
+      - 'api/**'
+      - '.github/workflows/api-tests.yml'
+      - '.github/workflows/api-security.yml'
+      - '.github/actions/setup-python-poetry/**'
  pull_request:
    branches:
      - "master"
      - "v5.*"
+    paths:
+      - 'api/**'
+      - '.github/workflows/api-tests.yml'
+      - '.github/workflows/api-security.yml'
+      - '.github/actions/setup-python-poetry/**'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -60,6 +70,7 @@ jobs:
          files: |
            api/**
            .github/workflows/api-security.yml
+            .safety-policy.yml
          files_ignore: |
            api/docs/**
            api/README.md
@@ -80,10 +91,8 @@ jobs:

      - name: Safety
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run safety check --ignore 79023,79027,86217,71600
-        # TODO: 79023 & 79027 knack ReDoS until `azure-cli-core` (via `cartography`) allows `knack` >=0.13.0
-        # TODO: 86217 because `alibabacloud-tea-openapi == 0.4.3` don't let us upgrade `cryptography >= 46.0.0`
-        # TODO: 71600 CVE-2024-1135 false positive - fixed in gunicorn 22.0.0, project uses 23.0.0
+        # Accepted CVEs, severity threshold, and ignore expirations live in ../.safety-policy.yml
+        run: poetry run safety check --policy-file ../.safety-policy.yml

      - name: Vulture
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -35,6 +35,7 @@ jobs:
          egress-policy: block
          allowed-endpoints: >
            api.github.com:443
+            github.com:443

      - name: Check labels
        id: label_check
@@ -4,8 +4,6 @@ on:
  pull_request:
    branches:
      - 'master'
-      - 'v3'
-      - 'v4.*'
      - 'v5.*'
    types:
      - 'opened'
@@ -43,14 +43,11 @@ jobs:

          echo "Processing release tag: $RELEASE_TAG"

-          # Remove 'v' prefix if present (e.g., v3.2.0 -> 3.2.0)
          VERSION_ONLY="${RELEASE_TAG#v}"

-          # Check if it's a minor version (X.Y.0)
          if [[ "$VERSION_ONLY" =~ ^([0-9]+)\.([0-9]+)\.0$ ]]; then
            echo "Release $RELEASE_TAG (version $VERSION_ONLY) is a minor version. Proceeding to create backport label."

-            # Extract X.Y from X.Y.0 (e.g., 5.6 from 5.6.0)
            MAJOR="${BASH_REMATCH[1]}"
            MINOR="${BASH_REMATCH[2]}"
            TWO_DIGIT_VERSION="${MAJOR}.${MINOR}"
@@ -62,7 +59,6 @@ jobs:
            echo "Label name: $LABEL_NAME"
            echo "Label description: $LABEL_DESC"

-            # Check if label already exists
            if gh label list --repo ${{ github.repository }} --limit 1000 | grep -q "^${LABEL_NAME}[[:space:]]"; then
              echo "Label '$LABEL_NAME' already exists."
            else
@@ -12,74 +12,12 @@ concurrency:
 env:
  PROWLER_VERSION: ${{ github.event.release.tag_name }}
  BASE_BRANCH: master
+  DOCS_FILE: docs/getting-started/installation/prowler-app.mdx

 permissions: {}

 jobs:
-  detect-release-type:
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    permissions:
-      contents: read
-    outputs:
-      is_minor: ${{ steps.detect.outputs.is_minor }}
-      is_patch: ${{ steps.detect.outputs.is_patch }}
-      major_version: ${{ steps.detect.outputs.major_version }}
-      minor_version: ${{ steps.detect.outputs.minor_version }}
-      patch_version: ${{ steps.detect.outputs.patch_version }}
-      current_docs_version: ${{ steps.get_docs_version.outputs.current_docs_version }}
-    steps:
-      - name: Harden the runner (Audit all outbound calls)
-        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
-        with:
-          egress-policy: audit
-
-      - name: Checkout repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          persist-credentials: false
-
-      - name: Get current documentation version
-        id: get_docs_version
-        run: |
-          CURRENT_DOCS_VERSION=$(grep -oP 'PROWLER_UI_VERSION="\K[^"]+' docs/getting-started/installation/prowler-app.mdx)
-          echo "current_docs_version=${CURRENT_DOCS_VERSION}" >> "${GITHUB_OUTPUT}"
-          echo "Current documentation version: $CURRENT_DOCS_VERSION"
-
-      - name: Detect release type and parse version
-        id: detect
-        run: |
-          if [[ $PROWLER_VERSION =~ ^([0-9]+)\.([0-9]+)\.([0-9]+)$ ]]; then
-            MAJOR_VERSION=${BASH_REMATCH[1]}
-            MINOR_VERSION=${BASH_REMATCH[2]}
-            PATCH_VERSION=${BASH_REMATCH[3]}
-
-            echo "major_version=${MAJOR_VERSION}" >> "${GITHUB_OUTPUT}"
-            echo "minor_version=${MINOR_VERSION}" >> "${GITHUB_OUTPUT}"
-            echo "patch_version=${PATCH_VERSION}" >> "${GITHUB_OUTPUT}"
-
-            if (( MAJOR_VERSION != 5 )); then
-              echo "::error::Releasing another Prowler major version, aborting..."
-              exit 1
-            fi
-
-            if (( PATCH_VERSION == 0 )); then
-              echo "is_minor=true" >> "${GITHUB_OUTPUT}"
-              echo "is_patch=false" >> "${GITHUB_OUTPUT}"
-              echo "✓ Minor release detected: $PROWLER_VERSION"
-            else
-              echo "is_minor=false" >> "${GITHUB_OUTPUT}"
-              echo "is_patch=true" >> "${GITHUB_OUTPUT}"
-              echo "✓ Patch release detected: $PROWLER_VERSION"
-            fi
-          else
-            echo "::error::Invalid version syntax: '$PROWLER_VERSION' (must be X.Y.Z)"
-            exit 1
-          fi
-
-  bump-minor-version:
-    needs: detect-release-type
-    if: needs.detect-release-type.outputs.is_minor == 'true'
+  bump-version:
    runs-on: ubuntu-latest
    timeout-minutes: 15
    permissions:
@@ -91,185 +29,60 @@ jobs:
        with:
          egress-policy: audit

-      - name: Checkout repository
+      - name: Validate release version
+        run: |
+          if [[ ! $PROWLER_VERSION =~ ^([0-9]+)\.([0-9]+)\.([0-9]+)$ ]]; then
+            echo "::error::Invalid version syntax: '$PROWLER_VERSION' (must be X.Y.Z)"
+            exit 1
+          fi
+          if (( ${BASH_REMATCH[1]} != 5 )); then
+            echo "::error::Releasing another Prowler major version, aborting..."
+            exit 1
+          fi
+
+      - name: Checkout master branch
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
+          ref: ${{ env.BASE_BRANCH }}
          persist-credentials: false

-      - name: Calculate next minor version
+      - name: Read current docs version on master
+        id: docs_version
        run: |
-          MAJOR_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MAJOR_VERSION}
-          MINOR_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MINOR_VERSION}
-          CURRENT_DOCS_VERSION="${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_CURRENT_DOCS_VERSION}"
-
-          NEXT_MINOR_VERSION=${MAJOR_VERSION}.$((MINOR_VERSION + 1)).0
+          CURRENT_DOCS_VERSION=$(grep -oP 'PROWLER_UI_VERSION="\K[^"]+' "${DOCS_FILE}")
          echo "CURRENT_DOCS_VERSION=${CURRENT_DOCS_VERSION}" >> "${GITHUB_ENV}"
-          echo "NEXT_MINOR_VERSION=${NEXT_MINOR_VERSION}" >> "${GITHUB_ENV}"
+          echo "Current docs version on master: $CURRENT_DOCS_VERSION"
+          echo "Target release version: $PROWLER_VERSION"

-          echo "Current documentation version: $CURRENT_DOCS_VERSION"
-          echo "Current release version: $PROWLER_VERSION"
-          echo "Next minor version: $NEXT_MINOR_VERSION"
-        env:
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MAJOR_VERSION: ${{ needs.detect-release-type.outputs.major_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MINOR_VERSION: ${{ needs.detect-release-type.outputs.minor_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_CURRENT_DOCS_VERSION: ${{ needs.detect-release-type.outputs.current_docs_version }}
+          # Skip if master is already at or ahead of the release version
+          # (re-run, or patch shipped against an older minor line)
+          HIGHEST=$(printf '%s\n%s\n' "${CURRENT_DOCS_VERSION}" "${PROWLER_VERSION}" | sort -V | tail -n1)
+          if [[ "${CURRENT_DOCS_VERSION}" == "${PROWLER_VERSION}" || "${HIGHEST}" != "${PROWLER_VERSION}" ]]; then
+            echo "skip=true" >> "${GITHUB_OUTPUT}"
+            echo "Skipping bump: current ($CURRENT_DOCS_VERSION) >= release ($PROWLER_VERSION)"
+          else
+            echo "skip=false" >> "${GITHUB_OUTPUT}"
+          fi

-      - name: Bump versions in documentation for master
+      - name: Bump versions in documentation
+        if: steps.docs_version.outputs.skip == 'false'
        run: |
          set -e
-
-          # Update prowler-app.mdx with current release version
-          sed -i "s|PROWLER_UI_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_UI_VERSION=\"${PROWLER_VERSION}\"|" docs/getting-started/installation/prowler-app.mdx
-          sed -i "s|PROWLER_API_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_API_VERSION=\"${PROWLER_VERSION}\"|" docs/getting-started/installation/prowler-app.mdx
-
+          sed -i "s|PROWLER_UI_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_UI_VERSION=\"${PROWLER_VERSION}\"|" "${DOCS_FILE}"
+          sed -i "s|PROWLER_API_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_API_VERSION=\"${PROWLER_VERSION}\"|" "${DOCS_FILE}"
          echo "Files modified:"
          git --no-pager diff

      - name: Create PR for documentation update to master
+        if: steps.docs_version.outputs.skip == 'false'
        uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0 # v8.1.0
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          base: master
-          commit-message: 'docs: Update version to v${{ env.PROWLER_VERSION }}'
-          branch: docs-version-update-to-v${{ env.PROWLER_VERSION }}
-          title: 'docs: Update version to v${{ env.PROWLER_VERSION }}'
-          labels: no-changelog,skip-sync
-          body: |
-            ### Description
-
-            Update Prowler documentation version references to v${{ env.PROWLER_VERSION }} after releasing Prowler v${{ env.PROWLER_VERSION }}.
-
-            ### Files Updated
-            - `docs/getting-started/installation/prowler-app.mdx`: `PROWLER_UI_VERSION` and `PROWLER_API_VERSION`
-            - All `*.mdx` files with `<VersionBadge>` components
-
-            ### License
-
-            By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
-
-      - name: Checkout version branch
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          ref: v${{ needs.detect-release-type.outputs.major_version }}.${{ needs.detect-release-type.outputs.minor_version }}
-          persist-credentials: false
-
-      - name: Calculate first patch version
-        run: |
-          MAJOR_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MAJOR_VERSION}
-          MINOR_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MINOR_VERSION}
-          CURRENT_DOCS_VERSION="${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_CURRENT_DOCS_VERSION}"
-
-          FIRST_PATCH_VERSION=${MAJOR_VERSION}.${MINOR_VERSION}.1
-          VERSION_BRANCH=v${MAJOR_VERSION}.${MINOR_VERSION}
-
-          echo "CURRENT_DOCS_VERSION=${CURRENT_DOCS_VERSION}" >> "${GITHUB_ENV}"
-          echo "FIRST_PATCH_VERSION=${FIRST_PATCH_VERSION}" >> "${GITHUB_ENV}"
-          echo "VERSION_BRANCH=${VERSION_BRANCH}" >> "${GITHUB_ENV}"
-
-          echo "First patch version: $FIRST_PATCH_VERSION"
-          echo "Version branch: $VERSION_BRANCH"
-        env:
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MAJOR_VERSION: ${{ needs.detect-release-type.outputs.major_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MINOR_VERSION: ${{ needs.detect-release-type.outputs.minor_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_CURRENT_DOCS_VERSION: ${{ needs.detect-release-type.outputs.current_docs_version }}
-
-      - name: Bump versions in documentation for version branch
-        run: |
-          set -e
-
-          # Update prowler-app.mdx with current release version
-          sed -i "s|PROWLER_UI_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_UI_VERSION=\"${PROWLER_VERSION}\"|" docs/getting-started/installation/prowler-app.mdx
-          sed -i "s|PROWLER_API_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_API_VERSION=\"${PROWLER_VERSION}\"|" docs/getting-started/installation/prowler-app.mdx
-
-          echo "Files modified:"
-          git --no-pager diff
-
-      - name: Create PR for documentation update to version branch
-        uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0 # v8.1.0
-        with:
-          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          base: ${{ env.VERSION_BRANCH }}
-          commit-message: 'docs: Update version to v${{ env.PROWLER_VERSION }}'
-          branch: docs-version-update-to-v${{ env.PROWLER_VERSION }}-branch
-          title: 'docs: Update version to v${{ env.PROWLER_VERSION }}'
-          labels: no-changelog,skip-sync
-          body: |
-            ### Description
-
-            Update Prowler documentation version references to v${{ env.PROWLER_VERSION }} in version branch after releasing Prowler v${{ env.PROWLER_VERSION }}.
-
-            ### Files Updated
-            - `docs/getting-started/installation/prowler-app.mdx`: `PROWLER_UI_VERSION` and `PROWLER_API_VERSION`
-
-            ### License
-
-            By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
-
-  bump-patch-version:
-    needs: detect-release-type
-    if: needs.detect-release-type.outputs.is_patch == 'true'
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-      pull-requests: write
-    steps:
-      - name: Harden the runner (Audit all outbound calls)
-        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
-        with:
-          egress-policy: audit
-
-      - name: Checkout repository
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          persist-credentials: false
-
-      - name: Calculate next patch version
-        run: |
-          MAJOR_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MAJOR_VERSION}
-          MINOR_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MINOR_VERSION}
-          PATCH_VERSION=${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_PATCH_VERSION}
-          CURRENT_DOCS_VERSION="${NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_CURRENT_DOCS_VERSION}"
-
-          NEXT_PATCH_VERSION=${MAJOR_VERSION}.${MINOR_VERSION}.$((PATCH_VERSION + 1))
-          VERSION_BRANCH=v${MAJOR_VERSION}.${MINOR_VERSION}
-
-          echo "CURRENT_DOCS_VERSION=${CURRENT_DOCS_VERSION}" >> "${GITHUB_ENV}"
-          echo "NEXT_PATCH_VERSION=${NEXT_PATCH_VERSION}" >> "${GITHUB_ENV}"
-          echo "VERSION_BRANCH=${VERSION_BRANCH}" >> "${GITHUB_ENV}"
-
-          echo "Current documentation version: $CURRENT_DOCS_VERSION"
-          echo "Current release version: $PROWLER_VERSION"
-          echo "Next patch version: $NEXT_PATCH_VERSION"
-          echo "Target branch: $VERSION_BRANCH"
-        env:
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MAJOR_VERSION: ${{ needs.detect-release-type.outputs.major_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_MINOR_VERSION: ${{ needs.detect-release-type.outputs.minor_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_PATCH_VERSION: ${{ needs.detect-release-type.outputs.patch_version }}
-          NEEDS_DETECT_RELEASE_TYPE_OUTPUTS_CURRENT_DOCS_VERSION: ${{ needs.detect-release-type.outputs.current_docs_version }}
-
-      - name: Bump versions in documentation for patch version
-        run: |
-          set -e
-
-          # Update prowler-app.mdx with current release version
-          sed -i "s|PROWLER_UI_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_UI_VERSION=\"${PROWLER_VERSION}\"|" docs/getting-started/installation/prowler-app.mdx
-          sed -i "s|PROWLER_API_VERSION=\"${CURRENT_DOCS_VERSION}\"|PROWLER_API_VERSION=\"${PROWLER_VERSION}\"|" docs/getting-started/installation/prowler-app.mdx
-
-          echo "Files modified:"
-          git --no-pager diff
-
-      - name: Create PR for documentation update to version branch
-        uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0 # v8.1.0
-        with:
-          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          base: ${{ env.VERSION_BRANCH }}
-          commit-message: 'docs: Update version to v${{ env.PROWLER_VERSION }}'
-          branch: docs-version-update-to-v${{ env.PROWLER_VERSION }}
-          title: 'docs: Update version to v${{ env.PROWLER_VERSION }}'
+          base: ${{ env.BASE_BRANCH }}
+          commit-message: 'chore(docs): Bump version to v${{ env.PROWLER_VERSION }}'
+          branch: docs-version-bump-to-v${{ env.PROWLER_VERSION }}
+          title: 'chore(docs): Bump version to v${{ env.PROWLER_VERSION }}'
          labels: no-changelog,skip-sync
          body: |
            ### Description
@@ -27,19 +27,23 @@ jobs:
      - name: Harden Runner
        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
        with:
-          egress-policy: block
-          allowed-endpoints: >
-            github.com:443
-            ghcr.io:443
-            pkg-containers.githubusercontent.com:443
+          # We can't block as Trufflehog needs to verify secrets against vendors
+          egress-policy: audit
+          # allowed-endpoints: >
+          #   github.com:443
+          #   ghcr.io:443
+          #   pkg-containers.githubusercontent.com:443

      - name: Checkout repository
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
-          fetch-depth: 0
+          # PRs only need the diff range; push to master/release walks the new range from event.before.
+          # 50 is enough headroom for the longest realistic PR/push chain without paying for a full clone.
+          fetch-depth: 50
          persist-credentials: false

-      - name: Scan for secrets with TruffleHog
+      - name: Scan diff for secrets with TruffleHog
+        # Action auto-injects --since-commit/--branch from event payload; passing them in extra_args produces duplicate flags.
        uses: trufflesecurity/trufflehog@ef6e76c3c4023279497fab4721ffa071a722fd05 # v3.92.4
        with:
-          extra_args: '--results=verified,unknown'
+          extra_args: --results=verified,unknown
@@ -62,7 +62,7 @@ jobs:
            "Alan-TheGentleman"
            "alejandrobailo"
            "amitsharm"
-            "andoniaf"
+            # "andoniaf"
            "cesararroba"
            "danibarranqueroo"
            "HugoPBrito"
@@ -152,7 +152,7 @@ jobs:
            org.opencontainers.image.created=${{ github.event_name == 'release' && github.event.release.published_at || github.event.head_commit.timestamp }}
            ${{ github.event_name == 'release' && format('org.opencontainers.image.version={0}', env.RELEASE_TAG) || '' }}
          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}

  # Create and push multi-architecture manifest
  create-manifest:
@@ -5,10 +5,16 @@ on:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'mcp_server/**'
+      - '.github/workflows/mcp-container-checks.yml'
  pull_request:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'mcp_server/**'
+      - '.github/workflows/mcp-container-checks.yml'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -56,16 +62,7 @@ jobs:

  mcp-container-build-and-scan:
    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ${{ matrix.runner }}
-    strategy:
-      matrix:
-        include:
-          - platform: linux/amd64
-            runner: ubuntu-latest
-            arch: amd64
-          - platform: linux/arm64
-            runner: ubuntu-24.04-arm
-            arch: arm64
+    runs-on: ubuntu-latest
    timeout-minutes: 30
    permissions:
      contents: read
@@ -112,23 +109,22 @@ jobs:
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

-      - name: Build MCP container for ${{ matrix.arch }}
+      - name: Build MCP container
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.MCP_WORKING_DIR }}
          push: false
          load: true
-          platforms: ${{ matrix.platform }}
-          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}-${{ matrix.arch }}
-          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }}

-      - name: Scan MCP container with Trivy for ${{ matrix.arch }}
+      - name: Scan MCP container with Trivy
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: ./.github/actions/trivy-scan
        with:
          image-name: ${{ env.IMAGE_NAME }}
-          image-tag: ${{ github.sha }}-${{ matrix.arch }}
+          image-tag: ${{ github.sha }}
          fail-on-critical: 'false'
          severity: 'CRITICAL'
@@ -86,11 +86,32 @@ jobs:
        with:
          python-version: ${{ env.PYTHON_VERSION }}

+      # The MCP server version (mcp_server/pyproject.toml) is decoupled from the Prowler release
+      # version: it only changes when MCP code changes. mcp-bump-version.yml normally keeps it in
+      # sync with mcp_server/CHANGELOG.md, but this publish workflow still runs on every release.
+      # Pre-flight PyPI check covers the legitimate "no MCP changes for this release" case (and any
+      # workflow_dispatch re-runs) without failing with HTTP 400 (version exists).
+      - name: Check if prowler-mcp version already exists on PyPI
+        id: pypi-check
+        working-directory: ${{ env.WORKING_DIRECTORY }}
+        run: |
+          MCP_VERSION=$(grep '^version' pyproject.toml | head -1 | sed -E 's/^version[[:space:]]*=[[:space:]]*"([^"]+)".*/\1/')
+          echo "mcp_version=${MCP_VERSION}" >> "$GITHUB_OUTPUT"
+          if curl -fsS "https://pypi.org/pypi/prowler-mcp/${MCP_VERSION}/json" >/dev/null 2>&1; then
+            echo "skip=true" >> "$GITHUB_OUTPUT"
+            echo "::notice title=Skipping prowler-mcp publish::Version ${MCP_VERSION} already exists on PyPI; bump mcp_server/pyproject.toml to publish a new release."
+          else
+            echo "skip=false" >> "$GITHUB_OUTPUT"
+            echo "::notice title=Publishing prowler-mcp::Version ${MCP_VERSION} not on PyPI yet; proceeding."
+          fi
+
      - name: Build prowler-mcp package
+        if: steps.pypi-check.outputs.skip != 'true'
        working-directory: ${{ env.WORKING_DIRECTORY }}
        run: uv build

      - name: Publish prowler-mcp package to PyPI
+        if: steps.pypi-check.outputs.skip != 'true'
        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
        with:
          packages-dir: ${{ env.WORKING_DIRECTORY }}/dist/
@@ -0,0 +1,98 @@
+name: 'Nightly: ARM64 Container Builds'
+
+# Mitigation for amd64-only PR container-checks: build amd64+arm64 nightly against
+# master to keep arm-specific Dockerfile regressions caught quickly. Build only —
+# no push, no Trivy (weekly checks already cover that).
+
+on:
+  schedule:
+    - cron: '0 4 * * *'
+  workflow_dispatch: {}
+
+concurrency:
+  group: ${{ github.workflow }}
+  cancel-in-progress: false
+
+permissions: {}
+
+jobs:
+  build-arm64:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-24.04-arm
+    timeout-minutes: 60
+    permissions:
+      contents: read
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - component: sdk
+            context: .
+            dockerfile: ./Dockerfile
+            image_name: prowler
+          - component: api
+            context: ./api
+            dockerfile: ./api/Dockerfile
+            image_name: prowler-api
+          - component: ui
+            context: ./ui
+            dockerfile: ./ui/Dockerfile
+            image_name: prowler-ui
+            target: prod
+            build_args: |
+              NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_test_51LwpXXXX
+          - component: mcp
+            context: ./mcp_server
+            dockerfile: ./mcp_server/Dockerfile
+            image_name: prowler-mcp
+
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
+        with:
+          egress-policy: audit
+
+      - name: Checkout repository
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0
+
+      - name: Build ${{ matrix.component }} container (linux/arm64)
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
+        with:
+          context: ${{ matrix.context }}
+          file: ${{ matrix.dockerfile }}
+          target: ${{ matrix.target }}
+          push: false
+          load: false
+          platforms: linux/arm64
+          tags: ${{ matrix.image_name }}:nightly-arm64
+          build-args: ${{ matrix.build_args }}
+          cache-from: type=gha,scope=arm64
+          cache-to: type=gha,mode=min,scope=arm64
+
+  notify-failure:
+    needs: build-arm64
+    if: failure() && github.event_name == 'schedule'
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+    steps:
+      - name: Harden the runner (Audit all outbound calls)
+        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
+        with:
+          egress-policy: audit
+
+      - name: Notify Slack on failure
+        uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+        with:
+          method: chat.postMessage
+          token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload: |
+            channel: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+            text: ":rotating_light: Nightly arm64 container build failed for prowler — <${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}|view run>"
+          errors: true
@@ -41,10 +41,15 @@ jobs:
      - name: Checkout repository
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
-          fetch-depth: 0
+          fetch-depth: 1
          # zizmor: ignore[artipacked]
          persist-credentials: true # Required by tj-actions/changed-files to fetch PR branch

+      - name: Fetch PR base ref for tj-actions/changed-files
+        env:
+          BASE_REF: ${{ github.event.pull_request.base.ref }}
+        run: git fetch --depth=1 origin "${BASE_REF}"
+
      - name: Get changed files
        id: changed-files
        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
@@ -20,7 +20,13 @@ permissions: {}

 jobs:
  check-compliance-mapping:
-    if: contains(github.event.pull_request.labels.*.name, 'no-compliance-check') == false
+    if: >-
+      github.event.pull_request.state == 'open' &&
+      contains(github.event.pull_request.labels.*.name, 'no-compliance-check') == false &&
+      (
+        (github.event.action != 'labeled' && github.event.action != 'unlabeled')
+        || github.event.label.name == 'no-compliance-check'
+      )
    runs-on: ubuntu-latest
    timeout-minutes: 15
    permissions:
@@ -39,10 +45,15 @@ jobs:
      - name: Checkout repository
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
-          fetch-depth: 0
+          fetch-depth: 1
          # zizmor: ignore[artipacked]
          persist-credentials: true # Required by tj-actions/changed-files to fetch PR branch

+      - name: Fetch PR base ref for tj-actions/changed-files
+        env:
+          BASE_REF: ${{ github.event.pull_request.base.ref }}
+        run: git fetch --depth=1 origin "${BASE_REF}"
+
      - name: Get changed files
        id: changed-files
        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
@@ -36,8 +36,14 @@ jobs:
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
          ref: ${{ github.event.pull_request.head.sha }}
-          fetch-depth: 0
-          persist-credentials: false
+          fetch-depth: 1
+          # zizmor: ignore[artipacked]
+          persist-credentials: true # Required by tj-actions/changed-files to fetch PR branch
+
+      - name: Fetch PR base ref for tj-actions/changed-files
+        env:
+          BASE_REF: ${{ github.event.pull_request.base.ref }}
+        run: git fetch --depth=1 origin "${BASE_REF}"

      - name: Get changed files
        id: changed-files
@@ -45,6 +45,7 @@ jobs:
      with:
        python-version: '3.12'
        install-dependencies: 'false'
+        enable-cache: 'false'

    - name: Configure Git
      run: |
@@ -113,9 +113,9 @@ jobs:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          base: master
-          commit-message: 'chore(release): Bump version to v${{ env.NEXT_MINOR_VERSION }}'
-          branch: version-bump-to-v${{ env.NEXT_MINOR_VERSION }}
-          title: 'chore(release): Bump version to v${{ env.NEXT_MINOR_VERSION }}'
+          commit-message: 'chore(sdk): Bump version to v${{ env.NEXT_MINOR_VERSION }}'
+          branch: sdk-version-bump-to-v${{ env.NEXT_MINOR_VERSION }}
+          title: 'chore(sdk): Bump version to v${{ env.NEXT_MINOR_VERSION }}'
          labels: no-changelog,skip-sync
          body: |
            ### Description
@@ -165,9 +165,9 @@ jobs:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          base: ${{ env.VERSION_BRANCH }}
-          commit-message: 'chore(release): Bump version to v${{ env.FIRST_PATCH_VERSION }}'
-          branch: version-bump-to-v${{ env.FIRST_PATCH_VERSION }}
-          title: 'chore(release): Bump version to v${{ env.FIRST_PATCH_VERSION }}'
+          commit-message: 'chore(sdk): Bump version to v${{ env.FIRST_PATCH_VERSION }}'
+          branch: sdk-version-bump-to-v${{ env.FIRST_PATCH_VERSION }}
+          title: 'chore(sdk): Bump version to v${{ env.FIRST_PATCH_VERSION }}'
          labels: no-changelog,skip-sync
          body: |
            ### Description
@@ -233,9 +233,9 @@ jobs:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          base: ${{ env.VERSION_BRANCH }}
-          commit-message: 'chore(release): Bump version to v${{ env.NEXT_PATCH_VERSION }}'
-          branch: version-bump-to-v${{ env.NEXT_PATCH_VERSION }}
-          title: 'chore(release): Bump version to v${{ env.NEXT_PATCH_VERSION }}'
+          commit-message: 'chore(sdk): Bump version to v${{ env.NEXT_PATCH_VERSION }}'
+          branch: sdk-version-bump-to-v${{ env.NEXT_PATCH_VERSION }}
+          title: 'chore(sdk): Bump version to v${{ env.NEXT_PATCH_VERSION }}'
          labels: no-changelog,skip-sync
          body: |
            ### Description
@@ -5,6 +5,9 @@ on:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'tests/providers/**/*_test.py'
+      - '.github/workflows/sdk-check-duplicate-test-names.yml'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -3,9 +3,7 @@ name: 'SDK: Container Build and Push'
 on:
  push:
    branches:
-      - 'v3'      # For v3-latest
-      - 'v4.6'    # For v4-latest
-      - 'master'  # For latest
+      - 'master'
    paths-ignore:
      - '.github/**'
      - '!.github/workflows/sdk-container-build-push.yml'
@@ -56,7 +54,6 @@ jobs:
    timeout-minutes: 5
    outputs:
      prowler_version: ${{ steps.get-prowler-version.outputs.prowler_version }}
-      prowler_version_major: ${{ steps.get-prowler-version.outputs.prowler_version_major }}
      latest_tag: ${{ steps.get-prowler-version.outputs.latest_tag }}
      stable_tag: ${{ steps.get-prowler-version.outputs.stable_tag }}
    permissions:
@@ -81,6 +78,7 @@ jobs:
        with:
          python-version: ${{ env.PYTHON_VERSION }}
          install-dependencies: 'false'
+          enable-cache: 'false'

      - name: Inject poetry-bumpversion plugin
        run: pipx inject poetry poetry-bumpversion
@@ -91,32 +89,13 @@ jobs:
          PROWLER_VERSION="$(poetry version -s 2>/dev/null)"
          echo "prowler_version=${PROWLER_VERSION}" >> "${GITHUB_OUTPUT}"

-          # Extract major version
          PROWLER_VERSION_MAJOR="${PROWLER_VERSION%%.*}"
-          echo "prowler_version_major=${PROWLER_VERSION_MAJOR}" >> "${GITHUB_OUTPUT}"
-
-          # Set version-specific tags
-          case ${PROWLER_VERSION_MAJOR} in
-            3)
-              echo "latest_tag=v3-latest" >> "${GITHUB_OUTPUT}"
-              echo "stable_tag=v3-stable" >> "${GITHUB_OUTPUT}"
-              echo "✓ Prowler v3 detected - tags: v3-latest, v3-stable"
-              ;;
-            4)
-              echo "latest_tag=v4-latest" >> "${GITHUB_OUTPUT}"
-              echo "stable_tag=v4-stable" >> "${GITHUB_OUTPUT}"
-              echo "✓ Prowler v4 detected - tags: v4-latest, v4-stable"
-              ;;
-            5)
-              echo "latest_tag=latest" >> "${GITHUB_OUTPUT}"
-              echo "stable_tag=stable" >> "${GITHUB_OUTPUT}"
-              echo "✓ Prowler v5 detected - tags: latest, stable"
-              ;;
-            *)
-              echo "::error::Unsupported Prowler major version: ${PROWLER_VERSION_MAJOR}"
-              exit 1
-              ;;
-          esac
+          if [[ "${PROWLER_VERSION_MAJOR}" != "5" ]]; then
+            echo "::error::Unsupported Prowler major version: ${PROWLER_VERSION_MAJOR}"
+            exit 1
+          fi
+          echo "latest_tag=latest" >> "${GITHUB_OUTPUT}"
+          echo "stable_tag=stable" >> "${GITHUB_OUTPUT}"

  notify-release-started:
    if: github.repository == 'prowler-cloud/prowler' && (github.event_name == 'release' || github.event_name == 'workflow_dispatch')
@@ -227,7 +206,7 @@ jobs:
          tags: |
            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.latest_tag }}-${{ matrix.arch }}
          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}

  # Create and push multi-architecture manifest
  create-manifest:
@@ -385,39 +364,3 @@ jobs:
          payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
          step-outcome: ${{ steps.outcome.outputs.outcome }}
          update-ts: ${{ needs.notify-release-started.outputs.message-ts }}
-
-  dispatch-v3-deployment:
-    needs: [setup, container-build-push]
-    if: always() && needs.setup.outputs.prowler_version_major == '3' && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    permissions:
-      contents: read
-
-    steps:
-      - name: Harden the runner (Audit all outbound calls)
-        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
-        with:
-          egress-policy: audit
-
-      - name: Calculate short SHA
-        id: short-sha
-        run: echo "short_sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
-
-      - name: Dispatch v3 deployment (latest)
-        if: github.event_name == 'push'
-        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
-        with:
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          repository: ${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}
-          event-type: dispatch
-          client-payload: '{"version":"v3-latest","tag":"${{ steps.short-sha.outputs.short_sha }}"}'
-
-      - name: Dispatch v3 deployment (release)
-        if: github.event_name == 'release'
-        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
-        with:
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          repository: ${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}
-          event-type: dispatch
-          client-payload: '{"version":"release","tag":"${{ needs.setup.outputs.prowler_version }}"}'
@@ -5,10 +5,22 @@ on:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'prowler/**'
+      - 'Dockerfile*'
+      - 'pyproject.toml'
+      - 'poetry.lock'
+      - '.github/workflows/sdk-container-checks.yml'
  pull_request:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'prowler/**'
+      - 'Dockerfile*'
+      - 'pyproject.toml'
+      - 'poetry.lock'
+      - '.github/workflows/sdk-container-checks.yml'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -56,16 +68,7 @@ jobs:

  sdk-container-build-and-scan:
    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ${{ matrix.runner }}
-    strategy:
-      matrix:
-        include:
-          - platform: linux/amd64
-            runner: ubuntu-latest
-            arch: amd64
-          - platform: linux/arm64
-            runner: ubuntu-24.04-arm
-            arch: arm64
+    runs-on: ubuntu-latest
    timeout-minutes: 30
    permissions:
      contents: read
@@ -132,23 +135,22 @@ jobs:
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

-      - name: Build SDK container for ${{ matrix.arch }}
+      - name: Build SDK container
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: .
          push: false
          load: true
-          platforms: ${{ matrix.platform }}
-          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}-${{ matrix.arch }}
-          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }}

-      - name: Scan SDK container with Trivy for ${{ matrix.arch }}
+      - name: Scan SDK container with Trivy
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: ./.github/actions/trivy-scan
        with:
          image-name: ${{ env.IMAGE_NAME }}
-          image-tag: ${{ github.sha }}-${{ matrix.arch }}
+          image-tag: ${{ github.sha }}
          fail-on-critical: 'false'
          severity: 'CRITICAL'
@@ -80,6 +80,7 @@ jobs:
        with:
          python-version: ${{ env.PYTHON_VERSION }}
          install-dependencies: 'false'
+          enable-cache: 'false'

      - name: Build Prowler package
        run: poetry build
@@ -116,6 +117,7 @@ jobs:
        with:
          python-version: ${{ env.PYTHON_VERSION }}
          install-dependencies: 'false'
+          enable-cache: 'false'

      - name: Install toml package
        run: pip install toml
@@ -5,10 +5,26 @@ on:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'prowler/**'
+      - 'tests/**'
+      - 'pyproject.toml'
+      - 'poetry.lock'
+      - '.github/workflows/sdk-tests.yml'
+      - '.github/workflows/sdk-security.yml'
+      - '.github/actions/setup-python-poetry/**'
  pull_request:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'prowler/**'
+      - 'tests/**'
+      - 'pyproject.toml'
+      - 'poetry.lock'
+      - '.github/workflows/sdk-tests.yml'
+      - '.github/workflows/sdk-security.yml'
+      - '.github/actions/setup-python-poetry/**'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -83,7 +99,8 @@ jobs:

      - name: Security scan with Safety
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run safety check -r pyproject.toml
+        # Accepted CVEs, severity threshold, and ignore expirations live in .safety-policy.yml
+        run: poetry run safety check -r pyproject.toml --policy-file .safety-policy.yml

      - name: Dead code detection with Vulture
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -209,11 +209,11 @@ jobs:
          echo "AWS service_paths='${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}'"

          if [ "${STEPS_AWS_SERVICES_OUTPUTS_RUN_ALL}" = "true" ]; then
-            poetry run pytest -p no:randomly -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml tests/providers/aws
+            poetry run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml tests/providers/aws
          elif [ -z "${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}" ]; then
            echo "No AWS service paths detected; skipping AWS tests."
          else
-            poetry run pytest -p no:randomly -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml ${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}
+            poetry run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml ${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}
          fi
        env:
          STEPS_AWS_SERVICES_OUTPUTS_RUN_ALL: ${{ steps.aws-services.outputs.run_all }}
@@ -151,7 +151,7 @@ jobs:
          tags: |
            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }},scope=${{ matrix.arch }}

  # Create and push multi-architecture manifest
  create-manifest:
@@ -5,10 +5,16 @@ on:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'ui/**'
+      - '.github/workflows/ui-container-checks.yml'
  pull_request:
    branches:
      - 'master'
      - 'v5.*'
+    paths:
+      - 'ui/**'
+      - '.github/workflows/ui-container-checks.yml'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -57,16 +63,7 @@ jobs:

  ui-container-build-and-scan:
    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ${{ matrix.runner }}
-    strategy:
-      matrix:
-        include:
-          - platform: linux/amd64
-            runner: ubuntu-latest
-            arch: amd64
-          - platform: linux/arm64
-            runner: ubuntu-24.04-arm
-            arch: arm64
+    runs-on: ubuntu-latest
    timeout-minutes: 30
    permissions:
      contents: read
@@ -114,7 +111,7 @@ jobs:
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

-      - name: Build UI container for ${{ matrix.arch }}
+      - name: Build UI container
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
@@ -122,18 +119,17 @@ jobs:
          target: prod
          push: false
          load: true
-          platforms: ${{ matrix.platform }}
-          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}-${{ matrix.arch }}
-          cache-from: type=gha,scope=${{ matrix.arch }}
-          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=${{ github.event_name == 'pull_request' && 'min' || 'max' }}
          build-args: |
            NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_test_51LwpXXXX

-      - name: Scan UI container with Trivy for ${{ matrix.arch }}
+      - name: Scan UI container with Trivy
        if: steps.check-changes.outputs.any_changed == 'true'
        uses: ./.github/actions/trivy-scan
        with:
          image-name: ${{ env.IMAGE_NAME }}
-          image-tag: ${{ github.sha }}-${{ matrix.arch }}
+          image-tag: ${{ github.sha }}
          fail-on-critical: 'false'
          severity: 'CRITICAL'
@@ -15,6 +15,10 @@ on:
      - 'ui/**'
      - 'api/**'  # API changes can affect UI E2E

+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 permissions: {}

 jobs:
@@ -266,7 +270,7 @@ jobs:
        with:
          name: playwright-report
          path: ui/playwright-report/
-          retention-days: 30
+          retention-days: 7

      - name: Cleanup services
        if: always()
@@ -1,14 +1,14 @@
-name: 'UI: Tests'
+name: "UI: Tests"

 on:
  push:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"
  pull_request:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -16,7 +16,7 @@ concurrency:

 env:
  UI_WORKING_DIR: ./ui
-  NODE_VERSION: '24.13.0'
+  NODE_VERSION: "24.13.0"

 permissions: {}

@@ -42,6 +42,9 @@ jobs:
            fonts.gstatic.com:443
            api.github.com:443
            release-assets.githubusercontent.com:443
+            cdn.playwright.dev:443
+            objects.githubusercontent.com:443
+            playwright.download.prss.microsoft.com:443

      - name: Checkout repository
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -133,7 +136,7 @@ jobs:
        if: steps.check-changes.outputs.any_changed == 'true' && steps.critical-changes.outputs.any_changed == 'true'
        run: |
          echo "Critical paths changed - running ALL unit tests"
-          pnpm run test:run
+          pnpm run test:unit

      - name: Run unit tests (related to changes only)
        if: steps.check-changes.outputs.any_changed == 'true' && steps.critical-changes.outputs.any_changed != 'true' && steps.changed-source.outputs.all_changed_files != ''
@@ -142,7 +145,7 @@ jobs:
          echo "${STEPS_CHANGED_SOURCE_OUTPUTS_ALL_CHANGED_FILES}"
          # Convert space-separated to vitest related format (remove ui/ prefix for relative paths)
          CHANGED_FILES=$(echo "${STEPS_CHANGED_SOURCE_OUTPUTS_ALL_CHANGED_FILES}" | tr ' ' '\n' | sed 's|^ui/||' | tr '\n' ' ')
-          pnpm exec vitest related $CHANGED_FILES --run
+          pnpm exec vitest related $CHANGED_FILES --run --project unit
        env:
          STEPS_CHANGED_SOURCE_OUTPUTS_ALL_CHANGED_FILES: ${{ steps.changed-source.outputs.all_changed_files }}

@@ -150,7 +153,25 @@ jobs:
        if: steps.check-changes.outputs.any_changed == 'true' && steps.critical-changes.outputs.any_changed != 'true' && steps.changed-source.outputs.all_changed_files == ''
        run: |
          echo "Only test files changed - running ALL unit tests"
-          pnpm run test:run
+          pnpm run test:unit
+
+      - name: Cache Playwright browsers
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: playwright-cache
+        uses: actions/cache@668228422ae6a00e4ad889ee87cd7109ec5666a7 # v5.0.4
+        with:
+          path: ~/.cache/ms-playwright
+          key: ${{ runner.os }}-playwright-chromium-${{ hashFiles('ui/pnpm-lock.yaml') }}
+          restore-keys: |
+            ${{ runner.os }}-playwright-chromium-
+
+      - name: Install Playwright Chromium browser
+        if: steps.check-changes.outputs.any_changed == 'true' && steps.playwright-cache.outputs.cache-hit != 'true'
+        run: pnpm exec playwright install chromium
+
+      - name: Run browser tests
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: pnpm run test:browser

      - name: Build application
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -8,6 +8,7 @@ rules:
      - docs-bump-version.yml
      - issue-triage.lock.yml
      - mcp-container-build-push.yml
+      - nightly-arm64-container-builds.yml
      - pr-merged.yml
      - prepare-release.yml
      - sdk-bump-version.yml
@@ -151,6 +151,8 @@ node_modules

 # Persistent data
 _data/
+/openspec/
+/.gitmodules

 # AI Instructions (generated by skills/setup.sh from AGENTS.md)
 CLAUDE.md
@@ -1,18 +1,34 @@
+# Priority tiers (lower = runs first, same priority = concurrent):
+#   P0  — fast file fixers
+#   P10 — validators and guards
+#   P20 — auto-formatters
+#   P30 — linters
+#   P40 — security scanners
+#   P50 — dependency validation
+
+default_install_hook_types: [pre-commit]
+
 repos:
-  ## GENERAL
-  - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v6.0.0
+  ## GENERAL (prek built-in — no external repo needed)
+  - repo: builtin
    hooks:
      - id: check-merge-conflict
+        priority: 10
      - id: check-yaml
-        args: ["--unsafe"]
-        exclude: prowler/config/llm_config.yaml
+        args: ["--allow-multiple-documents"]
+        exclude: (prowler/config/llm_config.yaml|contrib/)
+        priority: 10
      - id: check-json
+        priority: 10
      - id: end-of-file-fixer
+        priority: 0
      - id: trailing-whitespace
+        priority: 0
      - id: no-commit-to-branch
+        priority: 10
      - id: pretty-format-json
        args: ["--autofix", --no-sort-keys, --no-ensure-ascii]
+        priority: 10

  ## TOML
  - repo: https://github.com/macisamuele/language-formatters-pre-commit-hooks
@@ -21,13 +37,17 @@ repos:
      - id: pretty-format-toml
        args: [--autofix]
        files: pyproject.toml
+        priority: 20

  ## GITHUB ACTIONS
  - repo: https://github.com/zizmorcore/zizmor-pre-commit
    rev: v1.24.1
    hooks:
      - id: zizmor
-        files: ^\.github/
+        # zizmor only audits workflows, composite actions and dependabot
+        # config; broader paths trip exit 3 ("no audit was performed").
+        files: ^\.github/(workflows|actions)/.+\.ya?ml$|^\.github/dependabot\.ya?ml$
+        priority: 30

  ## BASH
  - repo: https://github.com/koalaman/shellcheck-precommit
@@ -35,115 +55,145 @@ repos:
    hooks:
      - id: shellcheck
        exclude: contrib
+        priority: 30

-  ## PYTHON
+  ## PYTHON — SDK (prowler/, tests/, dashboard/, util/, scripts/)
  - repo: https://github.com/myint/autoflake
    rev: v2.3.3
    hooks:
      - id: autoflake
-        exclude: ^skills/
-        args:
-          [
-            "--in-place",
-            "--remove-all-unused-imports",
-            "--remove-unused-variable",
-          ]
+        name: "SDK - autoflake"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
+        args: ["--in-place", "--remove-all-unused-imports", "--remove-unused-variable"]
+        priority: 20

  - repo: https://github.com/pycqa/isort
    rev: 8.0.1
    hooks:
      - id: isort
-        exclude: ^skills/
+        name: "SDK - isort"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
        args: ["--profile", "black"]
+        priority: 20

  - repo: https://github.com/psf/black
    rev: 26.3.1
    hooks:
      - id: black
-        exclude: ^skills/
+        name: "SDK - black"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
+        priority: 20

  - repo: https://github.com/pycqa/flake8
    rev: 7.3.0
    hooks:
      - id: flake8
-        exclude: (contrib|^skills/)
+        name: "SDK - flake8"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
        args: ["--ignore=E266,W503,E203,E501,W605"]
+        priority: 30

+  ## PYTHON — API + MCP Server (ruff)
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.15.11
+    hooks:
+      - id: ruff
+        name: "API + MCP - ruff check"
+        files: { glob: ["{api,mcp_server}/**/*.py"] }
+        args: ["--fix"]
+        priority: 30
+      - id: ruff-format
+        name: "API + MCP - ruff format"
+        files: { glob: ["{api,mcp_server}/**/*.py"] }
+        priority: 20
+
+  ## PYTHON — Poetry
  - repo: https://github.com/python-poetry/poetry
    rev: 2.3.4
    hooks:
      - id: poetry-check
        name: API - poetry-check
        args: ["--directory=./api"]
+        files: { glob: ["api/{pyproject.toml,poetry.lock}"] }
        pass_filenames: false
+        priority: 50

      - id: poetry-lock
        name: API - poetry-lock
        args: ["--directory=./api"]
+        files: { glob: ["api/{pyproject.toml,poetry.lock}"] }
        pass_filenames: false
+        priority: 50

      - id: poetry-check
        name: SDK - poetry-check
        args: ["--directory=./"]
+        files: { glob: ["{pyproject.toml,poetry.lock}"] }
        pass_filenames: false
+        priority: 50

      - id: poetry-lock
        name: SDK - poetry-lock
        args: ["--directory=./"]
+        files: { glob: ["{pyproject.toml,poetry.lock}"] }
        pass_filenames: false
+        priority: 50

+  ## CONTAINERS
  - repo: https://github.com/hadolint/hadolint
    rev: v2.14.0
    hooks:
      - id: hadolint
        args: ["--ignore=DL3013"]
+        priority: 30

+  ## LOCAL HOOKS
  - repo: local
    hooks:
      - id: pylint
-        name: pylint
-        entry: bash -c 'pylint --disable=W,C,R,E -j 0 -rn -sn prowler/'
+        name: "SDK - pylint"
+        entry: pylint --disable=W,C,R,E -j 0 -rn -sn
        language: system
-        files: '.*\.py'
+        types: [python]
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
+        priority: 30

      - id: trufflehog
        name: TruffleHog
        description: Detect secrets in your data.
-        entry: bash -c 'trufflehog --no-update git file://. --only-verified --fail'
+        entry: bash -c 'trufflehog --no-update git file://. --since-commit HEAD --only-verified --fail'
        # For running trufflehog in docker, use the following entry instead:
        # entry: bash -c 'docker run -v "$(pwd):/workdir" -i --rm trufflesecurity/trufflehog:latest git file:///workdir --only-verified --fail'
        language: system
+        pass_filenames: false
        stages: ["pre-commit", "pre-push"]
+        priority: 40

      - id: bandit
        name: bandit
        description: "Bandit is a tool for finding common security issues in Python code"
-        entry: bash -c 'bandit -q -lll -x '*_test.py,./contrib/,./.venv/,./skills/' -r .'
+        entry: bandit -q -lll
        language: system
+        types: [python]
        files: '.*\.py'
+        exclude: { glob: ["{contrib,skills}/**", "**/.venv/**", "**/*_test.py"] }
+        priority: 40

      - id: safety
        name: safety
        description: "Safety is a tool that checks your installed dependencies for known security vulnerabilities"
-        # TODO: Botocore needs urllib3 1.X so we need to ignore these vulnerabilities 77744,77745. Remove this once we upgrade to urllib3 2.X
-        # TODO: 79023 & 79027 knack ReDoS until `azure-cli-core` (via `cartography`) allows `knack` >=0.13.0
-        # TODO: 86217 because `alibabacloud-tea-openapi == 0.4.3` don't let us upgrade `cryptography >= 46.0.0`
-        # TODO: 71600 CVE-2024-1135 false positive - fixed in gunicorn 22.0.0, project uses 23.0.0
-        entry: bash -c 'safety check --ignore 70612,66963,74429,76352,76353,77744,77745,79023,79027,86217,71600'
+        # Accepted CVEs, severity threshold, and ignore expirations live in .safety-policy.yml
+        entry: safety check --policy-file .safety-policy.yml
        language: system
+        pass_filenames: false
+        files: { glob: ["**/pyproject.toml", "**/poetry.lock", "**/requirements*.txt", ".safety-policy.yml"] }
+        priority: 40

      - id: vulture
        name: vulture
        description: "Vulture finds unused code in Python programs."
-        entry: bash -c 'vulture --exclude "contrib,.venv,api/src/backend/api/tests/,api/src/backend/conftest.py,api/src/backend/tasks/tests/,skills/" --min-confidence 100 .'
+        entry: vulture --min-confidence 100
        language: system
+        types: [python]
        files: '.*\.py'
-
-      - id: ui-checks
-        name: UI - Husky Pre-commit
-        description: "Run UI pre-commit checks (Claude Code validation + healthcheck)"
-        entry: bash -c 'cd ui && .husky/pre-commit'
-        language: system
-        files: '^ui/.*\.(ts|tsx|js|jsx|json|css)$'
-        pass_filenames: false
-        verbose: true
+        priority: 40
@@ -0,0 +1,58 @@
+# Safety policy for `safety check` (Safety CLI 3.x, v2 schema).
+# Applied in: .pre-commit-config.yaml, .github/workflows/api-security.yml,
+# .github/workflows/sdk-security.yml via `--policy-file`.
+#
+# Validate: poetry run safety validate policy_file --path .safety-policy.yml
+
+security:
+  # Scan unpinned requirements too. Prowler pins via poetry.lock, so this is
+  # defensive against accidental unpinned entries.
+  ignore-unpinned-requirements: False
+
+  # CVSS severity filter. 7 = report only HIGH (7.0–8.9) and CRITICAL (9.0–10.0).
+  # Reference: 9=CRITICAL only, 7=CRITICAL+HIGH, 4=CRITICAL+HIGH+MEDIUM.
+  ignore-cvss-severity-below: 7
+
+  # Unknown severity is unrated, not safe. Keep False so unrated CVEs still fail
+  # the build and get a human eye. Flip to True only if noise is unmanageable.
+  ignore-cvss-unknown-severity: False
+
+  # Fail the build when a non-ignored vulnerability is found.
+  continue-on-vulnerability-error: False
+
+  # Explicit accepted vulnerabilities. Each entry MUST have a reason and an
+  # expiry. Expired entries fail the scan, forcing re-audit.
+  ignore-vulnerabilities:
+    77744:
+      reason: "Botocore requires urllib3 1.X. Remove once upgraded to urllib3 2.X."
+      expires: '2026-10-22'
+    77745:
+      reason: "Botocore requires urllib3 1.X. Remove once upgraded to urllib3 2.X."
+      expires: '2026-10-22'
+    79023:
+      reason: "knack ReDoS; blocked until azure-cli-core (via cartography) allows knack >=0.13.0."
+      expires: '2026-10-22'
+    79027:
+      reason: "knack ReDoS; blocked until azure-cli-core (via cartography) allows knack >=0.13.0."
+      expires: '2026-10-22'
+    86217:
+      reason: "alibabacloud-tea-openapi==0.4.3 blocks upgrade to cryptography >=46.0.0."
+      expires: '2026-10-22'
+    71600:
+      reason: "CVE-2024-1135 false positive. Fixed in gunicorn 22.0.0; project uses 23.0.0."
+      expires: '2026-10-22'
+    70612:
+      reason: "TBD - audit required. Reason not documented in prior --ignore list."
+      expires: '2026-07-22'
+    66963:
+      reason: "TBD - audit required. Reason not documented in prior --ignore list."
+      expires: '2026-07-22'
+    74429:
+      reason: "TBD - audit required. Reason not documented in prior --ignore list."
+      expires: '2026-07-22'
+    76352:
+      reason: "TBD - audit required. Reason not documented in prior --ignore list."
+      expires: '2026-07-22'
+    76353:
+      reason: "TBD - audit required. Reason not documented in prior --ignore list."
+      expires: '2026-07-22'
@@ -0,0 +1,2 @@
+.envrc
+ui/.env.local
@@ -15,7 +15,7 @@ Use these skills for detailed patterns on-demand:
 |-------|-------------|-----|
 | `typescript` | Const types, flat interfaces, utility types | [SKILL.md](skills/typescript/SKILL.md) |
 | `react-19` | No useMemo/useCallback, React Compiler | [SKILL.md](skills/react-19/SKILL.md) |
-| `nextjs-15` | App Router, Server Actions, streaming | [SKILL.md](skills/nextjs-15/SKILL.md) |
+| `nextjs-16` | App Router, Server Actions, proxy.ts, streaming | [SKILL.md](skills/nextjs-16/SKILL.md) |
 | `tailwind-4` | cn() utility, no var() in className | [SKILL.md](skills/tailwind-4/SKILL.md) |
 | `playwright` | Page Object Model, MCP workflow, selectors | [SKILL.md](skills/playwright/SKILL.md) |
 | `pytest` | Fixtures, mocking, markers, parametrize | [SKILL.md](skills/pytest/SKILL.md) |
@@ -60,11 +60,14 @@ When performing these actions, ALWAYS invoke the corresponding skill FIRST:
 |--------|-------|
 | Add changelog entry for a PR or feature | `prowler-changelog` |
 | Adding DRF pagination or permissions | `django-drf` |
+| Adding a compliance output formatter (per-provider class + table dispatcher) | `prowler-compliance` |
+| Adding indexes or constraints to database tables | `django-migration-psql` |
 | Adding new providers | `prowler-provider` |
 | Adding privilege escalation detection queries | `prowler-attack-paths-query` |
 | Adding services to existing providers | `prowler-provider` |
 | After creating/modifying a skill | `skill-sync` |
-| App Router / Server Actions | `nextjs-15` |
+| App Router / Server Actions | `nextjs-16` |
+| Auditing check-to-requirement mappings as a cloud auditor | `prowler-compliance` |
 | Building AI chat features | `ai-sdk-5` |
 | Committing changes | `prowler-commit` |
 | Configuring MCP servers in agentic workflows | `gh-aw` |
@@ -78,6 +81,7 @@ When performing these actions, ALWAYS invoke the corresponding skill FIRST:
 | Creating a git commit | `prowler-commit` |
 | Creating new checks | `prowler-sdk-check` |
 | Creating new skills | `skill-creator` |
+| Creating or reviewing Django migrations | `django-migration-psql` |
 | Creating/modifying Prowler UI components | `prowler-ui` |
 | Creating/modifying models, views, serializers | `prowler-api` |
 | Creating/updating compliance frameworks | `prowler-compliance` |
@@ -85,6 +89,7 @@ When performing these actions, ALWAYS invoke the corresponding skill FIRST:
 | Debugging gh-aw compilation errors | `gh-aw` |
 | Fill .github/pull_request_template.md (Context/Description/Steps to review/Checklist) | `prowler-pr` |
 | Fixing bug | `tdd` |
+| Fixing compliance JSON bugs (duplicate IDs, empty Section, stale refs) | `prowler-compliance` |
 | General Prowler development questions | `prowler` |
 | Implementing JSON:API endpoints | `django-drf` |
 | Implementing feature | `tdd` |
@@ -102,6 +107,8 @@ When performing these actions, ALWAYS invoke the corresponding skill FIRST:
 | Review changelog format and conventions | `prowler-changelog` |
 | Reviewing JSON:API compliance | `jsonapi` |
 | Reviewing compliance framework PRs | `prowler-compliance-review` |
+| Running makemigrations or pgmakemigrations | `django-migration-psql` |
+| Syncing compliance framework with upstream catalog | `prowler-compliance` |
 | Testing RLS tenant isolation | `prowler-test-api` |
 | Testing hooks or utilities | `vitest` |
 | Troubleshoot why a skill is missing from AGENTS.md auto-invoke | `skill-sync` |
@@ -129,6 +136,7 @@ When performing these actions, ALWAYS invoke the corresponding skill FIRST:
 | Writing React components | `react-19` |
 | Writing TypeScript types/interfaces | `typescript` |
 | Writing Vitest tests | `vitest` |
+| Writing data backfill or data migration | `django-migration-psql` |
 | Writing documentation | `prowler-docs` |
 | Writing unit tests for UI | `vitest` |

@@ -142,7 +150,7 @@ Prowler is an open-source cloud security assessment tool supporting AWS, Azure,
 |-----------|----------|------------|
 | SDK | `prowler/` | Python 3.10+, Poetry 2.3+ |
 | API | `api/` | Django 5.1, DRF, Celery |
-| UI | `ui/` | Next.js 15, React 19, Tailwind 4 |
+| UI | `ui/` | Next.js 16, React 19, Tailwind 4 |
 | MCP Server | `mcp_server/` | FastMCP, Python 3.12+ |
 | Dashboard | `dashboard/` | Dash, Plotly |

@@ -1,11 +1,34 @@
 # Do you want to learn on how to...

- Contribute with your code or fixes to Prowler
- Create a new check for a provider
- Create a new security compliance framework
- Add a custom output format
- Add a new integration
- Contribute with documentation
+- [Contribute with your code or fixes to Prowler](https://docs.prowler.com/developer-guide/introduction)
+- [Create a new provider](https://docs.prowler.com/developer-guide/provider)
+- [Create a new service](https://docs.prowler.com/developer-guide/services)
+- [Create a new check for a provider](https://docs.prowler.com/developer-guide/checks)
+- [Create a new security compliance framework](https://docs.prowler.com/developer-guide/security-compliance-framework)
+- [Add a custom output format](https://docs.prowler.com/developer-guide/outputs)
+- [Add a new integration](https://docs.prowler.com/developer-guide/integrations)
+- [Contribute with documentation](https://docs.prowler.com/developer-guide/documentation)
+- [Write unit tests](https://docs.prowler.com/developer-guide/unit-testing)
+- [Write integration tests](https://docs.prowler.com/developer-guide/integration-testing)
+- [Write end-to-end tests](https://docs.prowler.com/developer-guide/end2end-testing)
+- [Debug Prowler](https://docs.prowler.com/developer-guide/debugging)
+- [Configure checks](https://docs.prowler.com/developer-guide/configurable-checks)
+- [Rename checks](https://docs.prowler.com/developer-guide/renaming-checks)
+- [Follow the check metadata guidelines](https://docs.prowler.com/developer-guide/check-metadata-guidelines)
+- [Extend the MCP server](https://docs.prowler.com/developer-guide/mcp-server)
+- [Extend Lighthouse AI](https://docs.prowler.com/developer-guide/lighthouse-architecture)
+- [Add AI skills](https://docs.prowler.com/developer-guide/ai-skills)
+
+Provider-specific developer notes:
+
+- [AWS](https://docs.prowler.com/developer-guide/aws-details)
+- [Azure](https://docs.prowler.com/developer-guide/azure-details)
+- [Google Cloud](https://docs.prowler.com/developer-guide/gcp-details)
+- [Alibaba Cloud](https://docs.prowler.com/developer-guide/alibabacloud-details)
+- [Kubernetes](https://docs.prowler.com/developer-guide/kubernetes-details)
+- [Microsoft 365](https://docs.prowler.com/developer-guide/m365-details)
+- [GitHub](https://docs.prowler.com/developer-guide/github-details)
+- [LLM](https://docs.prowler.com/developer-guide/llm-details)

 Want some swag as appreciation for your contribution?

@@ -6,9 +6,12 @@ LABEL org.opencontainers.image.source="https://github.com/prowler-cloud/prowler"
 ARG POWERSHELL_VERSION=7.5.0
 ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}

-ARG TRIVY_VERSION=0.69.2
+ARG TRIVY_VERSION=0.70.0
 ENV TRIVY_VERSION=${TRIVY_VERSION}

+ARG ZIZMOR_VERSION=1.24.1
+ENV ZIZMOR_VERSION=${ZIZMOR_VERSION}
+
 # hadolint ignore=DL3008
 RUN apt-get update && apt-get install -y --no-install-recommends \
    wget libicu72 libunwind8 libssl3 libcurl4 ca-certificates apt-transport-https gnupg \
@@ -48,6 +51,22 @@ RUN ARCH=$(uname -m) && \
    mkdir -p /tmp/.cache/trivy && \
    chmod 777 /tmp/.cache/trivy

+# Install zizmor for GitHub Actions workflow scanning
+RUN ARCH=$(uname -m) && \
+    if [ "$ARCH" = "x86_64" ]; then \
+        ZIZMOR_ARCH="x86_64-unknown-linux-gnu" ; \
+    elif [ "$ARCH" = "aarch64" ]; then \
+        ZIZMOR_ARCH="aarch64-unknown-linux-gnu" ; \
+    else \
+        echo "Unsupported architecture for zizmor: $ARCH" && exit 1 ; \
+    fi && \
+    wget --progress=dot:giga "https://github.com/zizmorcore/zizmor/releases/download/v${ZIZMOR_VERSION}/zizmor-${ZIZMOR_ARCH}.tar.gz" -O /tmp/zizmor.tar.gz && \
+    mkdir -p /tmp/zizmor-extract && \
+    tar zxf /tmp/zizmor.tar.gz -C /tmp/zizmor-extract && \
+    mv /tmp/zizmor-extract/zizmor /usr/local/bin/zizmor && \
+    chmod +x /usr/local/bin/zizmor && \
+    rm -rf /tmp/zizmor.tar.gz /tmp/zizmor-extract
+
 # Add prowler user
 RUN addgroup --gid 1000 prowler && \
    adduser --uid 1000 --gid 1000 --disabled-password --gecos "" prowler
@@ -104,22 +104,22 @@ Every AWS provider scan will enqueue an Attack Paths ingestion job automatically

 | Provider | Checks | Services | [Compliance Frameworks](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/compliance/) | [Categories](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/misc/#categories) | Support | Interface |
 |---|---|---|---|---|---|---|
-| AWS | 572 | 83 | 41 | 17 | Official | UI, API, CLI |
-| Azure | 165 | 20 | 18 | 13 | Official | UI, API, CLI |
-| GCP | 100 | 13 | 15 | 11 | Official | UI, API, CLI |
-| Kubernetes | 83 | 7 | 7 | 9 | Official | UI, API, CLI |
-| GitHub | 21 | 2 | 1 | 2 | Official | UI, API, CLI |
-| M365 | 89 | 9 | 4 | 5 | Official | UI, API, CLI |
-| OCI | 48 | 13 | 3 | 10 | Official | UI, API, CLI |
-| Alibaba Cloud | 61 | 9 | 3 | 9 | Official | UI, API, CLI |
-| Cloudflare | 29 | 2 | 0 | 5 | Official | UI, API, CLI |
+| AWS | 595 | 84 | 43 | 17 | Official | UI, API, CLI |
+| Azure | 167 | 22 | 19 | 16 | Official | UI, API, CLI |
+| GCP | 102 | 18 | 17 | 12 | Official | UI, API, CLI |
+| Kubernetes | 83 | 7 | 7 | 11 | Official | UI, API, CLI |
+| GitHub | 24 | 3 | 1 | 5 | Official | UI, API, CLI |
+| M365 | 101 | 10 | 4 | 10 | Official | UI, API, CLI |
+| OCI | 51 | 14 | 4 | 10 | Official | UI, API, CLI |
+| Alibaba Cloud | 61 | 9 | 4 | 9 | Official | UI, API, CLI |
+| Cloudflare | 29 | 3 | 0 | 5 | Official | UI, API, CLI |
 | IaC | [See `trivy` docs.](https://trivy.dev/latest/docs/coverage/iac/) | N/A | N/A | N/A | Official | UI, API, CLI |
 | MongoDB Atlas | 10 | 3 | 0 | 8 | Official | UI, API, CLI |
 | LLM | [See `promptfoo` docs.](https://www.promptfoo.dev/docs/red-team/plugins/) | N/A | N/A | N/A | Official | CLI |
 | Image | N/A | N/A | N/A | N/A | Official | CLI, API |
-| Google Workspace | 1 | 1 | 0 | 1 | Official | CLI |
-| OpenStack | 27 | 4 | 0 | 8 | Official | UI, API, CLI |
-| Vercel | 30 | 6 | 0 | 5 | Official | CLI |
+| Google Workspace | 25 | 4 | 2 | 4 | Official | CLI |
+| OpenStack | 34 | 5 | 0 | 9 | Official | UI, API, CLI |
+| Vercel | 26 | 6 | 0 | 5 | Official | CLI |
 | NHN | 6 | 2 | 1 | 0 | Unofficial | CLI |

 > [!Note]
@@ -300,6 +300,36 @@ python prowler-cli.py -v
 > If your Poetry version is below v2.0.0, continue using `poetry shell` to activate your environment.
 > For further guidance, refer to the Poetry Environment Activation Guide https://python-poetry.org/docs/managing-environments/#activating-the-environment.

+# 🛡️ GitHub Action
+
+The official **Prowler GitHub Action** runs Prowler scans in your GitHub workflows using the official [`prowlercloud/prowler`](https://hub.docker.com/r/prowlercloud/prowler) Docker image. Scans run on any [supported provider](https://docs.prowler.com/user-guide/providers/), with optional [`--push-to-cloud`](https://docs.prowler.com/user-guide/tutorials/prowler-app-import-findings) to send findings to Prowler Cloud and optional SARIF upload so findings show up in the repo's **Security → Code scanning** tab and as inline PR annotations.
+
+```yaml
+name: Prowler IaC Scan
+on:
+  pull_request:
+
+permissions:
+  contents: read
+  security-events: write
+  actions: read
+
+jobs:
+  prowler:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: prowler-cloud/prowler@5.25
+        with:
+          provider: iac
+          output-formats: sarif json-ocsf
+          upload-sarif: true
+          flags: --severity critical high
+```
+
+Full configuration, per-provider authentication, and SARIF examples: [Prowler GitHub Action tutorial](docs/user-guide/tutorials/prowler-app-github-action.mdx). Marketplace listing: [Prowler Security Scan](https://github.com/marketplace/actions/prowler-security-scan).
+
 # ✏️ High level architecture

 ## Prowler App
@@ -0,0 +1,307 @@
+name: Prowler Security Scan
+description: Run Prowler cloud security scanner using the official Docker image
+branding:
+  icon: cloud
+  color: green
+
+inputs:
+  provider:
+    description: Cloud provider to scan (e.g. aws, azure, gcp, github, kubernetes, iac). See https://docs.prowler.com for supported providers.
+    required: true
+  image-tag:
+    description: >
+      Docker image tag for prowlercloud/prowler.
+      Default is "stable" (latest release). Available tags:
+      "stable" (latest release), "latest" (master branch, not stable),
+      "<x.y.z>" (pinned release version).
+      See all tags at https://hub.docker.com/r/prowlercloud/prowler/tags
+    required: false
+    default: stable
+  output-formats:
+    description: Output format(s) for scan results (e.g. "json-ocsf", "sarif json-ocsf")
+    required: false
+    default: json-ocsf
+  push-to-cloud:
+    description: Push scan findings to Prowler Cloud. Requires the PROWLER_CLOUD_API_KEY environment variable. See https://docs.prowler.com/user-guide/tutorials/prowler-app-import-findings#using-the-cli
+    required: false
+    default: "false"
+  flags:
+    description: 'Additional CLI flags passed to the Prowler scan (e.g. "--severity critical high --compliance cis_aws"). Values containing spaces can be quoted, e.g. "--resource-tag ''Environment=My Server''".'
+    required: false
+    default: ""
+  extra-env:
+    description: >
+      Space-, newline-, or comma-separated list of host environment variable NAMES to forward to the Prowler container
+      (e.g. "AWS_ACCESS_KEY_ID AWS_SECRET_ACCESS_KEY AWS_SESSION_TOKEN" for AWS,
+      "GITHUB_PERSONAL_ACCESS_TOKEN" for GitHub, "CLOUDFLARE_API_TOKEN" for Cloudflare).
+      List names only; set the values via `env:` at the workflow or job level (typically from `secrets.*`).
+      See the README for per-provider examples.
+    required: false
+    default: ""
+  upload-sarif:
+    description: 'Upload SARIF results to GitHub Code Scanning (requires "sarif" in output-formats and both `security-events: write` and `actions: read` permissions)'
+    required: false
+    default: "false"
+  sarif-file:
+    description: Path to the SARIF file to upload (auto-detected from output/ if not set)
+    required: false
+    default: ""
+  sarif-category:
+    description: Category for the SARIF upload (used to distinguish multiple analyses)
+    required: false
+    default: prowler
+  fail-on-findings:
+    description: Fail the workflow step when Prowler detects findings (exit code 3). By default the action tolerates findings and succeeds.
+    required: false
+    default: "false"
+
+runs:
+  using: composite
+  steps:
+    - name: Validate inputs
+      shell: bash
+      env:
+        INPUT_IMAGE_TAG: ${{ inputs.image-tag }}
+        INPUT_UPLOAD_SARIF: ${{ inputs.upload-sarif }}
+        INPUT_OUTPUT_FORMATS: ${{ inputs.output-formats }}
+      run: |
+        # Validate image tag format (alphanumeric, dots, hyphens, underscores only)
+        if [[ ! "$INPUT_IMAGE_TAG" =~ ^[a-zA-Z0-9._-]+$ ]]; then
+          echo "::error::Invalid image-tag '${INPUT_IMAGE_TAG}'. Must contain only alphanumeric characters, dots, hyphens, and underscores."
+          exit 1
+        fi
+
+        # Warn if upload-sarif is enabled but sarif not in output-formats
+        if [ "$INPUT_UPLOAD_SARIF" = "true" ]; then
+          if [[ ! "$INPUT_OUTPUT_FORMATS" =~ (^|[[:space:]])sarif($|[[:space:]]) ]]; then
+            echo "::warning::upload-sarif is enabled but 'sarif' is not included in output-formats ('${INPUT_OUTPUT_FORMATS}'). SARIF upload will fail unless you add 'sarif' to output-formats."
+          fi
+        fi
+
+    - name: Run Prowler scan
+      shell: bash
+      env:
+        INPUT_PROVIDER: ${{ inputs.provider }}
+        INPUT_IMAGE_TAG: ${{ inputs.image-tag }}
+        INPUT_OUTPUT_FORMATS: ${{ inputs.output-formats }}
+        INPUT_PUSH_TO_CLOUD: ${{ inputs.push-to-cloud }}
+        INPUT_FLAGS: ${{ inputs.flags }}
+        INPUT_EXTRA_ENV: ${{ inputs.extra-env }}
+        INPUT_FAIL_ON_FINDINGS: ${{ inputs.fail-on-findings }}
+      run: |
+        set -e
+
+        # Parse space-separated inputs with shlex so values with spaces can be quoted
+        # (e.g. `--resource-tag 'Environment=My Server'`).
+        mapfile -t OUTPUT_FORMATS < <(python3 -c 'import shlex, os; [print(t) for t in shlex.split(os.environ.get("INPUT_OUTPUT_FORMATS", ""))]')
+        mapfile -t EXTRA_FLAGS < <(python3 -c 'import shlex, os; [print(t) for t in shlex.split(os.environ.get("INPUT_FLAGS", ""))]')
+        mapfile -t EXTRA_ENV_NAMES < <(python3 -c 'import shlex, os; [print(t) for t in shlex.split(os.environ.get("INPUT_EXTRA_ENV", "").replace(",", " "))]')
+
+        env_args=()
+        for var in "${EXTRA_ENV_NAMES[@]}"; do
+          [ -z "$var" ] && continue
+          if [[ ! "$var" =~ ^[A-Za-z_][A-Za-z0-9_]*$ ]]; then
+            echo "::error::Invalid env var name '${var}' in extra-env. Names must match ^[A-Za-z_][A-Za-z0-9_]*$."
+            exit 1
+          fi
+          env_args+=("-e" "$var")
+        done
+
+        push_args=()
+        if [ "$INPUT_PUSH_TO_CLOUD" = "true" ]; then
+          push_args=("--push-to-cloud")
+          env_args+=("-e" "PROWLER_CLOUD_API_KEY")
+        fi
+
+        mkdir -p "$GITHUB_WORKSPACE/output"
+        chmod 777 "$GITHUB_WORKSPACE/output"
+
+        set +e
+        docker run --rm \
+          "${env_args[@]}" \
+          -v "$GITHUB_WORKSPACE:/home/prowler/workspace" \
+          -v "$GITHUB_WORKSPACE/output:/home/prowler/workspace/output" \
+          -w /home/prowler/workspace \
+          "prowlercloud/prowler:${INPUT_IMAGE_TAG}" \
+          "$INPUT_PROVIDER" \
+          --output-formats "${OUTPUT_FORMATS[@]}" \
+          "${push_args[@]}" \
+          "${EXTRA_FLAGS[@]}"
+        exit_code=$?
+        set -e
+
+        # Exit code 3 = findings detected
+        if [ "$exit_code" -eq 3 ] && [ "$INPUT_FAIL_ON_FINDINGS" != "true" ]; then
+          echo "::notice::Prowler detected findings (exit code 3). Set fail-on-findings to 'true' to fail the workflow on findings."
+          exit 0
+        fi
+        exit $exit_code
+
+    - name: Upload scan results
+      if: always()
+      uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+      with:
+        name: prowler-${{ inputs.provider }}
+        path: output/
+        retention-days: 30
+        if-no-files-found: warn
+
+    - name: Find SARIF file
+      if: always() && inputs.upload-sarif == 'true'
+      id: find-sarif
+      shell: bash
+      env:
+        INPUT_SARIF_FILE: ${{ inputs.sarif-file }}
+      run: |
+        if [ -n "$INPUT_SARIF_FILE" ]; then
+          echo "sarif_path=$INPUT_SARIF_FILE" >> "$GITHUB_OUTPUT"
+        else
+          sarif_file=$(find output/ -name '*.sarif' -type f | head -1)
+          if [ -z "$sarif_file" ]; then
+            echo "::warning::No .sarif file found in output/. Ensure 'sarif' is included in output-formats."
+            echo "sarif_path=" >> "$GITHUB_OUTPUT"
+          else
+            echo "sarif_path=$sarif_file" >> "$GITHUB_OUTPUT"
+          fi
+        fi
+
+    - name: Upload SARIF to GitHub Code Scanning
+      if: always() && inputs.upload-sarif == 'true' && steps.find-sarif.outputs.sarif_path != ''
+      uses: github/codeql-action/upload-sarif@d4b3ca9fa7f69d38bfcd667bdc45bc373d16277e # v4
+      with:
+        sarif_file: ${{ steps.find-sarif.outputs.sarif_path }}
+        category: ${{ inputs.sarif-category }}
+
+    - name: Write scan summary
+      if: always()
+      shell: bash
+      env:
+        INPUT_PROVIDER: ${{ inputs.provider }}
+        INPUT_UPLOAD_SARIF: ${{ inputs.upload-sarif }}
+        INPUT_PUSH_TO_CLOUD: ${{ inputs.push-to-cloud }}
+        RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+        REPO_URL: ${{ github.server_url }}/${{ github.repository }}
+        BRANCH: ${{ github.head_ref || github.ref_name }}
+        GH_TOKEN: ${{ github.token }}
+      run: |
+        set +e
+
+        # Build a link to the scan step in the workflow logs. Requires `actions: read`
+        # on the caller's GITHUB_TOKEN; silently skips the link if unavailable.
+        scan_step_url=""
+        if [ -n "${GH_TOKEN:-}" ] && command -v gh >/dev/null 2>&1; then
+          job_info=$(gh api \
+            "repos/${GITHUB_REPOSITORY}/actions/runs/${GITHUB_RUN_ID}/attempts/${GITHUB_RUN_ATTEMPT:-1}/jobs" \
+            --jq ".jobs[] | select(.runner_name == \"${RUNNER_NAME:-}\")" 2>/dev/null)
+          if [ -n "$job_info" ]; then
+            job_id=$(jq -r '.id // empty' <<<"$job_info")
+            step_number=$(jq -r '[.steps[]? | select((.name // "") | test("Run Prowler scan"; "i")) | .number] | first // empty' <<<"$job_info")
+            if [ -z "$step_number" ]; then
+              step_number=$(jq -r '[.steps[]? | select(.status == "in_progress") | .number] | first // empty' <<<"$job_info")
+            fi
+            if [ -n "$job_id" ] && [ -n "$step_number" ]; then
+              scan_step_url="${REPO_URL}/actions/runs/${GITHUB_RUN_ID}/job/${job_id}#step:${step_number}:1"
+            elif [ -n "$job_id" ]; then
+              scan_step_url="${REPO_URL}/actions/runs/${GITHUB_RUN_ID}/job/${job_id}"
+            fi
+          fi
+        fi
+
+        # Map provider code to a properly-cased display name.
+        case "$INPUT_PROVIDER" in
+          alibabacloud)    provider_name="Alibaba Cloud" ;;
+          aws)             provider_name="AWS" ;;
+          azure)           provider_name="Azure" ;;
+          cloudflare)      provider_name="Cloudflare" ;;
+          gcp)             provider_name="GCP" ;;
+          github)          provider_name="GitHub" ;;
+          googleworkspace) provider_name="Google Workspace" ;;
+          iac)             provider_name="IaC" ;;
+          image)           provider_name="Container Image" ;;
+          kubernetes)      provider_name="Kubernetes" ;;
+          llm)             provider_name="LLM" ;;
+          m365)            provider_name="Microsoft 365" ;;
+          mongodbatlas)    provider_name="MongoDB Atlas" ;;
+          nhn)             provider_name="NHN" ;;
+          openstack)       provider_name="OpenStack" ;;
+          oraclecloud)     provider_name="Oracle Cloud" ;;
+          vercel)          provider_name="Vercel" ;;
+          *)               provider_name="${INPUT_PROVIDER^}" ;;
+        esac
+
+        ocsf_file=$(find output/ -name '*.ocsf.json' -type f 2>/dev/null | head -1)
+
+        {
+          echo "## Prowler ${provider_name} Scan Summary"
+          echo ""
+
+          counts=""
+          if [ -n "$ocsf_file" ] && [ -s "$ocsf_file" ]; then
+            counts=$(jq -r '[
+                length,
+                ([.[] | select(.status_code == "FAIL")] | length),
+                ([.[] | select(.status_code == "PASS")] | length),
+                ([.[] | select(.status_code == "MUTED")] | length),
+                ([.[] | select(.status_code == "FAIL" and .severity == "Critical")] | length),
+                ([.[] | select(.status_code == "FAIL" and .severity == "High")] | length),
+                ([.[] | select(.status_code == "FAIL" and .severity == "Medium")] | length),
+                ([.[] | select(.status_code == "FAIL" and .severity == "Low")] | length),
+                ([.[] | select(.status_code == "FAIL" and .severity == "Informational")] | length)
+              ] | @tsv' "$ocsf_file" 2>/dev/null)
+          fi
+
+          if [ -n "$counts" ]; then
+            read -r total fail pass muted critical high medium low info <<<"$counts"
+
+            line="**${fail:-0} failing** · ${pass:-0} passing"
+            [ "${muted:-0}" -gt 0 ] && line="${line} · ${muted} muted"
+            echo "${line} — ${total:-0} checks total"
+            echo ""
+            echo "| Severity | Failing |"
+            echo "|----------|---------|"
+            echo "| ‼️ Critical | ${critical:-0} |"
+            echo "| 🔴 High | ${high:-0} |"
+            echo "| 🟠 Medium | ${medium:-0} |"
+            echo "| 🔵 Low | ${low:-0} |"
+            echo "| ⚪ Informational | ${info:-0} |"
+            echo ""
+          else
+            echo "_No findings report was produced. Check the scan logs above._"
+            echo ""
+          fi
+
+          if [ -n "$scan_step_url" ]; then
+            echo "**Scan logs:** [view in workflow run](${scan_step_url})"
+            echo ""
+          fi
+
+          echo "**Get the full report:** [\`prowler-${INPUT_PROVIDER}\` artifact](${RUN_URL}#artifacts)"
+
+          if [ "$INPUT_UPLOAD_SARIF" = "true" ] && [ -n "$BRANCH" ]; then
+            encoded_branch=$(jq -nr --arg b "$BRANCH" '$b|@uri')
+            echo ""
+            echo "**See results in GitHub Code Security:** [open alerts on \`${BRANCH}\`](${REPO_URL}/security/code-scanning?query=is%3Aopen+branch%3A${encoded_branch})"
+          fi
+
+          if [ "$INPUT_PUSH_TO_CLOUD" != "true" ]; then
+            echo ""
+            echo "---"
+            echo ""
+            echo "### Scale ${provider_name} security with Prowler Cloud ☁️"
+            echo ""
+            echo "Send this scan's findings to **[Prowler Cloud](https://cloud.prowler.com)** and get:"
+            echo ""
+            echo "- **Unified findings** across every cloud, SaaS provider (M365, Google Workspace, GitHub, MongoDB Atlas), IaC repo, Kubernetes cluster, and container image"
+            echo "- **Posture over time** with alerts, and notifications"
+            echo "- **Prowler Lighthouse AI**: agentic assistant that triages findings, explains root cause and helps with remediation"
+            echo "- **50+ Compliance frameworks** mapped automatically"
+            echo "- **Enterprise-ready platform**: SOC 2 Type 2, SSO/SAML, AWS Security Hub, S3 and Jira integrations"
+            echo ""
+            echo "**Get started in 3 steps:**"
+            echo "1. Create an account at [cloud.prowler.com](https://cloud.prowler.com)"
+            echo "2. Generate a Prowler Cloud API key ([docs](https://docs.prowler.com/user-guide/tutorials/prowler-app-import-findings#using-the-cli))"
+            echo "3. Add \`PROWLER_CLOUD_API_KEY\` to your GitHub secrets and set \`push-to-cloud: true\` on this action"
+            echo ""
+            echo "See [prowler.com/pricing](https://prowler.com/pricing) for plan details."
+          fi
+        } >> "$GITHUB_STEP_SUMMARY"
@@ -2,11 +2,134 @@

 All notable changes to the **Prowler API** are documented in this file.

-## [1.25.1] (Prowler v5.24.1)
+## [1.28.0] (Prowler UNRELEASED)
+
+### 🚀 Added
+
+- GIN index on `findings(categories, resource_services, resource_regions, resource_types)` to speed up `/api/v1/finding-groups` array filters [(#11001)](https://github.com/prowler-cloud/prowler/pull/11001)
+
+### 🔄 Changed
+
+- Remove orphaned `gin_resources_search_idx` declaration from `Resource.Meta.indexes` (DB index dropped in `0072_drop_unused_indexes`) [(#11001)](https://github.com/prowler-cloud/prowler/pull/11001)
+- PDF compliance reports cap detail tables at 100 failed findings per check (configurable via `DJANGO_PDF_MAX_FINDINGS_PER_CHECK`) to bound worker memory on large scans [(#11160)](https://github.com/prowler-cloud/prowler/pull/11160)
+
+---
+
+## [1.27.2] (Prowler UNRELEASED)

 ### 🐞 Fixed

+- Attack Paths: BEDROCK-001 and BEDROCK-002 now target roles trusting `bedrock-agentcore.amazonaws.com` instead of `bedrock.amazonaws.com`, eliminating false positives against regular Bedrock service roles (Agents, Knowledge Bases, model invocation) [(#11141)](https://github.com/prowler-cloud/prowler/pull/11141)
+
+---
+
+## [1.27.1] (Prowler v5.26.1)
+
+### 🐞 Fixed
+
+- `POST /api/v1/scans` was intermittently failing with `Scan matching query does not exist` in the `scan-perform` worker; the Celery task is now published via `transaction.on_commit` so the worker cannot read the Scan before the dispatch-wide transaction commits [(#11122)](https://github.com/prowler-cloud/prowler/pull/11122)
+
+---
+
+## [1.27.0] (Prowler v5.26.0)
+
+### 🚀 Added
+
+- `scan-reset-ephemeral-resources` post-scan task zeroes `failed_findings_count` for resources missing from the latest full-scope scan, keeping ephemeral resources from polluting the Resources page sort [(#10929)](https://github.com/prowler-cloud/prowler/pull/10929)
+
+### 🔄 Changed
+
+- ASD Essential Eight (AWS) compliance framework support [(#10982)](https://github.com/prowler-cloud/prowler/pull/10982)
+
+### 🔐 Security
+
+- `trivy` binary from 0.69.2 to 0.70.0 and `cryptography` from 46.0.6 to 46.0.7 (transitive via prowler SDK) in the API image for CVE-2026-33186 and CVE-2026-39892 [(#10978)](https://github.com/prowler-cloud/prowler/pull/10978)
+
+---
+
+## [1.26.1] (Prowler v5.25.1)
+
+### 🐞 Fixed
+
+- Attack Paths: AWS scans no longer fail when enabled regions cannot be retrieved, and scans stuck in `scheduled` state are now cleaned up after the stale threshold [(#10917)](https://github.com/prowler-cloud/prowler/pull/10917)
+- Scan report and compliance downloads now redirect to a presigned S3 URL instead of streaming through the API worker, preventing gunicorn timeouts on large files [(#10927)](https://github.com/prowler-cloud/prowler/pull/10927)
+
+---
+
+## [1.26.0] (Prowler v5.25.0)
+
+### 🚀 Added
+
+- CIS Benchmark PDF report generation for scans, exposing the latest CIS version per provider via `GET /scans/{id}/cis/{name}/` [(#10650)](https://github.com/prowler-cloud/prowler/pull/10650)
+- `/overviews/resource-groups` (resource inventory), `/overviews/categories` and `/overviews/attack-surfaces` now reflect newly-muted findings without waiting for the next scan. The post-mute `reaggregate-all-finding-group-summaries` task now also dispatches `aggregate_scan_resource_group_summaries_task`, `aggregate_scan_category_summaries_task` and `aggregate_attack_surface_task` per latest scan of every `(provider, day)` pair, rebuilding `ScanGroupSummary`, `ScanCategorySummary` and `AttackSurfaceOverview` alongside the tables already covered in #10827 [(#10843)](https://github.com/prowler-cloud/prowler/pull/10843)
+- Install zizmor v1.24.1 in API Docker image for GitHub Actions workflow scanning [(#10607)](https://github.com/prowler-cloud/prowler/pull/10607)
+
+### 🔄 Changed
+
+- Allows tenant owners to expel users from their organizations [(#10787)](https://github.com/prowler-cloud/prowler/pull/10787)
+- `aggregate_findings`, `aggregate_attack_surface`, `aggregate_scan_resource_group_summaries` and `aggregate_scan_category_summaries` now upsert via `bulk_create(update_conflicts=True, ...)` instead of the prior `ignore_conflicts=True` / plain INSERT / `already backfilled` short-circuit. Re-runs triggered by the post-mute reaggregation pipeline no longer trip the `unique_*_per_scan` constraints nor silently drop updates, and are race-safe under concurrent writers (e.g. scan completion overlapping with a fresh mute rule) [(#10843)](https://github.com/prowler-cloud/prowler/pull/10843)
+- Rename the scan-category and scan-resource-group summary aggregators from `backfill_*` to `aggregate_*` [(#10843)](https://github.com/prowler-cloud/prowler/pull/10843)
+
+### 🐞 Fixed
+
+- `generate_outputs_task` crashing with `KeyError` for compliance frameworks listed by `get_compliance_frameworks` but not loadable by `Compliance.get_bulk` [(#10903)](https://github.com/prowler-cloud/prowler/pull/10903)
+
+---
+
+## [1.25.4] (Prowler v5.24.4)
+
+### 🚀 Added
+
+- `DJANGO_SENTRY_TRACES_SAMPLE_RATE` env var (default `0.02`) enables Sentry performance tracing for the API [(#10873)](https://github.com/prowler-cloud/prowler/pull/10873)
+
+### 🔄 Changed
+
+- Attack Paths: Neo4j driver `connection_acquisition_timeout` is now configurable via `NEO4J_CONN_ACQUISITION_TIMEOUT` (default lowered from 120 s to 15 s) [(#10873)](https://github.com/prowler-cloud/prowler/pull/10873)
+
+### 🐞 Fixed
+
+- `/tmp/prowler_api_output` saturation in compliance report workers: the final `rmtree` in `generate_compliance_reports` now only waits on frameworks actually generated for the provider (so unsupported frameworks no longer leave a placeholder `results` entry that blocks cleanup), output directories are created lazily per enabled framework, and both `generate_compliance_reports` and `generate_outputs_task` run an opportunistic stale cleanup at task start with a 48h age threshold, a per-host `fcntl` throttle, a 50-deletions-per-run cap, and guards that protect EXECUTING scans and scans whose `output_location` still points to a local path (metadata lookups routed through the admin DB so RLS does not hide those rows) [(#10874)](https://github.com/prowler-cloud/prowler/pull/10874)
+
+---
+
+## [1.25.3] (Prowler v5.24.3)
+
+### 🚀 Added
+
+- `/overviews/findings`, `/overviews/findings-severity` and `/overviews/services` now reflect newly-muted findings without waiting for the next scan. The post-mute `reaggregate-all-finding-group-summaries` task was extended to re-run the same per-scan pipeline that scan completion runs (`ScanSummary`, `DailySeveritySummary`, `FindingGroupDailySummary`) on the latest scan of every `(provider, day)` pair, keeping the pre-aggregated tables in sync with `Finding.muted` updates [(#10827)](https://github.com/prowler-cloud/prowler/pull/10827)
+
+### 🐞 Fixed
+
+- Finding groups aggregated `status` now treats muted findings as resolved: a group is `FAIL` only while at least one non-muted FAIL remains, otherwise it is `PASS` (including fully-muted groups). The `filter[status]` filter and the `sort=status` ordering share the same semantics, keeping `status` consistent with `fail_count` and the orthogonal `muted` flag [(#10825)](https://github.com/prowler-cloud/prowler/pull/10825)
+- `aggregate_findings` is now idempotent: it deletes the scan's existing `ScanSummary` rows before `bulk_create`, so re-runs (such as the post-mute reaggregation pipeline) no longer violate the `unique_scan_summary` constraint and no longer abort the downstream `DailySeveritySummary` / `FindingGroupDailySummary` recomputation for the affected scan [(#10827)](https://github.com/prowler-cloud/prowler/pull/10827)
+- Attack Paths: Findings on AWS were silently dropped during the Neo4j merge for resources whose Cartography node is keyed by a short identifier (e.g. EC2 instances) rather than the full ARN [(#10839)](https://github.com/prowler-cloud/prowler/pull/10839)
+
+---
+
+## [1.25.2] (Prowler v5.24.2)
+
+### 🔄 Changed
+
+- Finding groups `/resources` endpoints now materialize the filtered finding IDs into a Python list before filtering `ResourceFindingMapping`, so PostgreSQL switches from a Merge Semi Join that read hundreds of thousands of RFM index entries to a Nested Loop Index Scan over `finding_id`. The `has_mappings.exists()` pre-check is removed, and a request-scoped cache deduplicates the finding-id round-trip across the helpers that build different RFM querysets [(#10816)](https://github.com/prowler-cloud/prowler/pull/10816)
+
+### 🐞 Fixed
+
+- `/finding-groups/latest/<check_id>/resources` now selects the latest completed scan per provider by `-completed_at` (then `-inserted_at`) instead of `-inserted_at`, matching the `/finding-groups/latest` summary path and the daily-summary upsert so overlapping scans no longer produce diverging `delta`/`new_count` between the two endpoints [(#10802)](https://github.com/prowler-cloud/prowler/pull/10802)
+
+
+## [1.25.1] (Prowler v5.24.1)
+
+### 🔄 Changed
+
+- Attack Paths: Restore `SYNC_BATCH_SIZE` and `FINDINGS_BATCH_SIZE` defaults to 1000, upgrade Cartography to 0.135.0, enable Celery queue priority for cleanup task, rewrite Finding insertion, remove AWS graph cleanup and add timing logs [(#10729)](https://github.com/prowler-cloud/prowler/pull/10729)
+
+### 🐞 Fixed
+
+- Finding group resources endpoints now include findings without associated resources (orphaned IaC findings) as simulated resource rows, and return one row per finding when multiple findings share a resource [(#10708)](https://github.com/prowler-cloud/prowler/pull/10708)
 - Attack Paths: Missing `tenant_id` filter while getting related findings after scan completes [(#10722)](https://github.com/prowler-cloud/prowler/pull/10722)
+- Finding group counters `pass_count`, `fail_count` and `manual_count` now exclude muted findings [(#10753)](https://github.com/prowler-cloud/prowler/pull/10753)
+- Silent data loss in `ResourceFindingMapping` bulk insert that left findings orphaned when `INSERT ... ON CONFLICT DO NOTHING` dropped rows without raising; added explicit `unique_fields` [(#10724)](https://github.com/prowler-cloud/prowler/pull/10724)
+- `DELETE /tenants/{tenant_pk}/memberships/{id}` now deletes the expelled user's account when the removed membership was their last one, and blacklists every outstanding refresh token for that user so their existing sessions can no longer mint new access tokens [(#10787)](https://github.com/prowler-cloud/prowler/pull/10787)

 ---

@@ -21,7 +144,6 @@ All notable changes to the **Prowler API** are documented in this file.

 - Worker-beat race condition on cold start: replaced `sleep 15` with API service healthcheck dependency (Docker Compose) and init containers (Helm), aligned Gunicorn default port to `8080` [(#10603)](https://github.com/prowler-cloud/prowler/pull/10603)
 - API container startup crash on Linux due to root-owned bind-mount preventing JWT key generation [(#10646)](https://github.com/prowler-cloud/prowler/pull/10646)
- Finding group resources endpoints now include findings without associated resources (orphan IaC findings) as simulated resource rows, and return one row per finding when multiple findings share a resource [(#10708)](https://github.com/prowler-cloud/prowler/pull/10708)

 ### 🔐 Security

@@ -5,9 +5,12 @@ LABEL maintainer="https://github.com/prowler-cloud/api"
 ARG POWERSHELL_VERSION=7.5.0
 ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}

-ARG TRIVY_VERSION=0.69.2
+ARG TRIVY_VERSION=0.70.0
 ENV TRIVY_VERSION=${TRIVY_VERSION}

+ARG ZIZMOR_VERSION=1.24.1
+ENV ZIZMOR_VERSION=${ZIZMOR_VERSION}
+
 # hadolint ignore=DL3008
 RUN apt-get update && apt-get install -y --no-install-recommends \
    wget \
@@ -22,6 +25,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
    libtool \
    libxslt1-dev \
    python3-dev \
+    git \
    && rm -rf /var/lib/apt/lists/*

 # Install PowerShell
@@ -57,6 +61,22 @@ RUN ARCH=$(uname -m) && \
    mkdir -p /tmp/.cache/trivy && \
    chmod 777 /tmp/.cache/trivy

+# Install zizmor for GitHub Actions workflow scanning
+RUN ARCH=$(uname -m) && \
+    if [ "$ARCH" = "x86_64" ]; then \
+        ZIZMOR_ARCH="x86_64-unknown-linux-gnu" ; \
+    elif [ "$ARCH" = "aarch64" ]; then \
+        ZIZMOR_ARCH="aarch64-unknown-linux-gnu" ; \
+    else \
+        echo "Unsupported architecture for zizmor: $ARCH" && exit 1 ; \
+    fi && \
+    wget --progress=dot:giga "https://github.com/zizmorcore/zizmor/releases/download/v${ZIZMOR_VERSION}/zizmor-${ZIZMOR_ARCH}.tar.gz" -O /tmp/zizmor.tar.gz && \
+    mkdir -p /tmp/zizmor-extract && \
+    tar zxf /tmp/zizmor.tar.gz -C /tmp/zizmor-extract && \
+    mv /tmp/zizmor-extract/zizmor /usr/local/bin/zizmor && \
+    chmod +x /usr/local/bin/zizmor && \
+    rm -rf /tmp/zizmor.tar.gz /tmp/zizmor-extract
+
 # Add prowler user
 RUN addgroup --gid 1000 prowler && \
    adduser --uid 1000 --gid 1000 --disabled-password --gecos "" prowler
@@ -682,21 +682,21 @@ requests = ">=2.21.0,<3.0.0"

 [[package]]
 name = "alibabacloud-tea-openapi"
-version = "0.4.1"
+version = "0.4.4"
 description = "Alibaba Cloud openapi SDK Library for Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "alibabacloud_tea_openapi-0.4.1-py3-none-any.whl", hash = "sha256:e46bfa3ca34086d2c357d217a0b7284ecbd4b3bab5c88e075e73aec637b0e4a0"},
-    {file = "alibabacloud_tea_openapi-0.4.1.tar.gz", hash = "sha256:2384b090870fdb089c3c40f3fb8cf0145b8c7d6c14abbac521f86a01abb5edaf"},
+    {file = "alibabacloud_tea_openapi-0.4.4-py3-none-any.whl", hash = "sha256:cea6bc1fe35b0319a8752cb99eb0ecb0dab7ca1a71b99c12970ba0867410995f"},
+    {file = "alibabacloud_tea_openapi-0.4.4.tar.gz", hash = "sha256:1b0917bc03cd49417da64945e92731716d53e2eb8707b235f54e45b7473221ce"},
 ]

 [package.dependencies]
 alibabacloud-credentials = ">=1.0.2,<2.0.0"
 alibabacloud-gateway-spi = ">=0.0.2,<1.0.0"
 alibabacloud-tea-util = ">=0.3.13,<1.0.0"
-cryptography = ">=3.0.0,<45.0.0"
+cryptography = {version = ">=3.0.0,<47.0.0", markers = "python_version >= \"3.8\""}
 darabonba-core = ">=1.0.3,<2.0.0"

 [[package]]
@@ -1526,19 +1526,19 @@ typing-extensions = ">=4.6.0"

 [[package]]
 name = "azure-mgmt-resource"
-version = "23.3.0"
+version = "24.0.0"
 description = "Microsoft Azure Resource Management Client Library for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "azure_mgmt_resource-24.0.0-py3-none-any.whl", hash = "sha256:27b32cd223e2784269f5a0db3c282042886ee4072d79cedc638438ece7cd0df4"},
+    {file = "azure_mgmt_resource-24.0.0.tar.gz", hash = "sha256:cf6b8995fcdd407ac9ff1dd474087129429a1d90dbb1ac77f97c19b96237b265"},
 ]

 [package.dependencies]
 azure-common = ">=1.1"
-azure-mgmt-core = ">=1.3.2"
+azure-mgmt-core = ">=1.5.0"
 isodate = ">=0.6.1"
 typing-extensions = ">=4.6.0"

@@ -1822,19 +1822,19 @@ crt = ["awscrt (==0.27.6)"]

 [[package]]
 name = "cartography"
-version = "0.132.0"
+version = "0.135.0"
 description = "Explore assets and their relationships across your technical infrastructure."
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]

 [package.dependencies]
 adal = ">=1.2.4"
-aioboto3 = ">=13.0.0"
+aioboto3 = ">=15.0.0"
 azure-cli-core = ">=2.26.0"
 azure-identity = ">=1.5.0"
 azure-keyvault-certificates = ">=4.0.0"
@@ -1852,9 +1852,9 @@ azure-mgmt-keyvault = ">=10.0.0"
 azure-mgmt-logic = ">=10.0.0"
 azure-mgmt-monitor = ">=3.0.0"
 azure-mgmt-network = ">=25.0.0"
-azure-mgmt-resource = ">=10.2.0,<25.0.0"
+azure-mgmt-resource = ">=24.0.0,<25"
 azure-mgmt-security = ">=5.0.0"
-azure-mgmt-sql = ">=3.0.1,<4"
+azure-mgmt-sql = ">=3.0.1"
 azure-mgmt-storage = ">=16.0.0"
 azure-mgmt-synapse = ">=2.0.0"
 azure-mgmt-web = ">=7.0.0"
@@ -1862,38 +1862,39 @@ azure-synapse-artifacts = ">=0.17.0"
 backoff = ">=2.1.2"
 boto3 = ">=1.15.1"
 botocore = ">=1.18.1"
-cloudflare = ">=4.1.0,<5.0.0"
+cloudflare = ">=4.1.0"
 crowdstrike-falconpy = ">=0.5.1"
-cryptography = "*"
-dnspython = ">=1.15.0"
-duo-client = "*"
-google-api-python-client = ">=1.7.8"
+cryptography = ">=45.0.0"
+dnspython = ">=2.0.0"
+duo-client = ">=5.5.0"
+google-api-python-client = ">=2.0.0"
 google-auth = ">=2.37.0"
 google-cloud-asset = ">=1.0.0"
 google-cloud-resource-manager = ">=1.14.2"
 httpx = ">=0.24.0"
 kubernetes = ">=22.6.0"
-marshmallow = ">=3.0.0rc7"
-msgraph-sdk = "*"
+marshmallow = ">=4.0.0"
+msgraph-sdk = ">=1.53.0"
 msrestazure = ">=0.6.4"
 neo4j = ">=6.0.0"
 oci = ">=2.71.0"
 okta = "<1.0.0"
-packageurl-python = "*"
-packaging = "*"
+packageurl-python = ">=0.17.0"
+packaging = ">=26.0.0"
 pagerduty = ">=4.0.1"
 policyuniverse = ">=1.1.0.0"
 PyJWT = {version = ">=2.0.0", extras = ["crypto"]}
-python-dateutil = "*"
+python-dateutil = ">=2.9.0"
 python-digitalocean = ">=1.16.0"
 pyyaml = ">=5.3.1"
 requests = ">=2.22.0"
 scaleway = ">=2.10.0"
 slack-sdk = ">=3.37.0"
-statsd = "*"
+statsd = ">=4.0.0"
 typer = ">=0.9.0"
-types-aiobotocore-ecr = "*"
-xmltodict = "*"
+types-aiobotocore-ecr = ">=3.1.0"
+workos = ">=5.44.0"
+xmltodict = ">=1.0.0"

 [[package]]
 name = "celery"
@@ -2503,62 +2504,74 @@ dev = ["bandit", "coverage", "flake8", "pydocstyle", "pylint", "pytest", "pytest

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-version = "44.0.3"
+version = "46.0.7"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
-python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+python-versions = "!=3.9.0,!=3.9.1,>=3.8"
 groups = ["main", "dev"]
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+    {file = "cryptography-46.0.7.tar.gz", hash = "sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5"},
 ]

 [package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+cffi = {version = ">=2.0.0", markers = "python_full_version >= \"3.9.0\" and platform_python_implementation != \"PyPy\""}

 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
-pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox[uv] (>=2024.4.15)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.14)", "ruff (>=0.11.11)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi (>=2024)", "cryptography-vectors (==44.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==46.0.7)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
 test-randomorder = ["pytest-randomly"]

 [[package]]
@@ -3740,19 +3753,19 @@ urllib3 = ["packaging", "urllib3"]

 [[package]]
 name = "google-auth-httplib2"
-version = "0.2.1"
+version = "0.2.0"
 description = "Google Authentication Library: httplib2 transport"
 optional = false
-python-versions = ">=3.7"
+python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "google_auth_httplib2-0.2.1-py3-none-any.whl", hash = "sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b"},
-    {file = "google_auth_httplib2-0.2.1.tar.gz", hash = "sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de"},
+    {file = "google-auth-httplib2-0.2.0.tar.gz", hash = "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05"},
+    {file = "google_auth_httplib2-0.2.0-py2.py3-none-any.whl", hash = "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"},
 ]

 [package.dependencies]
-google-auth = ">=1.32.0,<3.0.0"
-httplib2 = ">=0.19.0,<1.0.0"
+google-auth = "*"
+httplib2 = ">=0.19.0"

 [[package]]
 name = "google-cloud-access-context-manager"
@@ -5181,24 +5194,16 @@ files = [

 [[package]]
 name = "marshmallow"
-version = "3.26.2"
+version = "4.3.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "marshmallow-3.26.2-py3-none-any.whl", hash = "sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73"},
-    {file = "marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57"},
+    {file = "marshmallow-4.3.0-py3-none-any.whl", hash = "sha256:46c4fe6984707e3cbd485dfebbf0a59874f58d695aad05c1668d15e8c6e13b46"},
+    {file = "marshmallow-4.3.0.tar.gz", hash = "sha256:fb43c53b3fe240b8f6af37223d6ef1636f927ad9bea8ab323afad95dff090880"},
 ]

-[package.dependencies]
-packaging = ">=17.0"
-
-[package.extras]
-dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
-docs = ["autodocsumm (==0.2.14)", "furo (==2024.8.6)", "sphinx (==8.1.3)", "sphinx-copybutton (==0.5.2)", "sphinx-issues (==5.0.0)", "sphinxext-opengraph (==0.9.1)"]
-tests = ["pytest", "simplejson"]
-
 [[package]]
 name = "matplotlib"
 version = "3.10.8"
@@ -5492,14 +5497,14 @@ dev = ["bumpver", "isort", "mypy", "pylint", "pytest", "yapf"]

 [[package]]
 name = "msgraph-sdk"
-version = "1.23.0"
+version = "1.55.0"
 description = "The Microsoft Graph Python SDK"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "msgraph_sdk-1.23.0-py3-none-any.whl", hash = "sha256:58e0047b4ca59fd82022c02cd73fec0170a3d84f3b76721e3db2a0314df9a58a"},
-    {file = "msgraph_sdk-1.23.0.tar.gz", hash = "sha256:6dd1ba9a46f5f0ce8599fd9610133adbd9d1493941438b5d3632fce9e55ed607"},
+    {file = "msgraph_sdk-1.55.0-py3-none-any.whl", hash = "sha256:c8e68ebc4b88af5111de312e7fa910a4e76ddf48a4534feadb1fb8a411c48cfc"},
+    {file = "msgraph_sdk-1.55.0.tar.gz", hash = "sha256:6df691a31954a050d26b8a678968017e157d940fb377f2a8a4e17a9741b98756"},
 ]

 [package.dependencies]
@@ -5925,23 +5930,24 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]

 [[package]]
 name = "oci"
-version = "2.160.3"
+version = "2.169.0"
 description = "Oracle Cloud Infrastructure Python SDK"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "oci-2.160.3-py3-none-any.whl", hash = "sha256:858bff3e697098bdda44833d2476bfb4632126f0182178e7dbde4dbd156d71f0"},
-    {file = "oci-2.160.3.tar.gz", hash = "sha256:57514889be3b713a8385d86e3ba8a33cf46e3563c2a7e29a93027fb30b8a2537"},
+    {file = "oci-2.169.0-py3-none-any.whl", hash = "sha256:c71bb5143f307791082b3e33cc1545c2490a518cfed85ab1948ef5107c36d30b"},
+    {file = "oci-2.169.0.tar.gz", hash = "sha256:f3c5fff00b01783b5325ea7b13bf140053ec1e9f41da20bfb9c8a349ee7662fa"},
 ]

 [package.dependencies]
 certifi = "*"
 circuitbreaker = {version = ">=1.3.1,<3.0.0", markers = "python_version >= \"3.7\""}
-cryptography = ">=3.2.1,<46.0.0"
-pyOpenSSL = ">=17.5.0,<25.0.0"
+cryptography = ">=3.2.1,<47.0.0"
+pyOpenSSL = ">=17.5.0,<27.0.0"
 python-dateutil = ">=2.5.3,<3.0.0"
 pytz = ">=2016.10"
+urllib3 = {version = ">=2.6.3", markers = "python_version >= \"3.10.0\""}

 [package.extras]
 adk = ["docstring-parser (>=0.16) ; python_version >= \"3.10\" and python_version < \"4\"", "mcp (>=1.6.0) ; python_version >= \"3.10\" and python_version < \"4\"", "pydantic (>=2.10.6) ; python_version >= \"3.10\" and python_version < \"4\"", "rich (>=13.9.4) ; python_version >= \"3.10\" and python_version < \"4\""]
@@ -6659,7 +6665,7 @@ files = [

 [[package]]
 name = "prowler"
-version = "5.23.0"
+version = "5.26.0"
 description = "Prowler is an Open Source security tool to perform AWS, GCP and Azure security best practices assessments, audits, incident response, continuous monitoring, hardening and forensics readiness. It contains hundreds of controls covering CIS, NIST 800, NIST CSF, CISA, RBI, FedRAMP, PCI-DSS, GDPR, HIPAA, FFIEC, SOC2, GXP, AWS Well-Architected Framework Security Pillar, AWS Foundational Technical Review (FTR), ENS (Spanish National Security Scheme) and your custom security frameworks."
 optional = false
 python-versions = ">=3.10,<3.13"
@@ -6679,7 +6685,7 @@ alibabacloud-rds20140815 = "12.0.0"
 alibabacloud_sas20181203 = "6.1.0"
 alibabacloud-sls20201230 = "5.9.0"
 alibabacloud_sts20150401 = "1.1.6"
-alibabacloud_tea_openapi = "0.4.1"
+alibabacloud_tea_openapi = "0.4.4"
 alibabacloud_vpc20160428 = "6.13.0"
 alive-progress = "3.3.0"
 awsipranges = "0.3.3"
@@ -6701,7 +6707,7 @@ azure-mgmt-postgresqlflexibleservers = "1.1.0"
 azure-mgmt-rdbms = "10.1.0"
 azure-mgmt-recoveryservices = "3.1.0"
 azure-mgmt-recoveryservicesbackup = "9.2.0"
-azure-mgmt-resource = "23.3.0"
+azure-mgmt-resource = "24.0.0"
 azure-mgmt-search = "9.1.0"
 azure-mgmt-security = "7.0.0"
 azure-mgmt-sql = "3.0.1"
@@ -6714,29 +6720,29 @@ boto3 = "1.40.61"
 botocore = "1.40.61"
 cloudflare = "4.3.1"
 colorama = "0.4.6"
-cryptography = "44.0.3"
+cryptography = "46.0.7"
 dash = "3.1.1"
 dash-bootstrap-components = "2.0.3"
-defusedxml = ">=0.7.1"
+defusedxml = "0.7.1"
 detect-secrets = "1.5.0"
 dulwich = "0.23.0"
 google-api-python-client = "2.163.0"
-google-auth-httplib2 = ">=0.1,<0.3"
+google-auth-httplib2 = "0.2.0"
 h2 = "4.3.0"
 jsonschema = "4.23.0"
 kubernetes = "32.0.1"
 markdown = "3.10.2"
 microsoft-kiota-abstractions = "1.9.2"
-msgraph-sdk = "1.23.0"
+msgraph-sdk = "1.55.0"
 numpy = "2.0.2"
-oci = "2.160.3"
+oci = "2.169.0"
 openstacksdk = "4.2.0"
 pandas = "2.2.3"
 py-iam-expand = "0.1.0"
 py-ocsf-models = "0.8.1"
-pydantic = ">=2.0,<3.0"
+pydantic = "2.12.5"
 pygithub = "2.8.0"
-python-dateutil = ">=2.9.0.post0,<3.0.0"
+python-dateutil = "2.9.0.post0"
 pytz = "2025.1"
 schema = "0.7.5"
 shodan = "1.31.0"
@@ -6749,7 +6755,7 @@ uuid6 = "2024.7.10"
 type = "git"
 url = "https://github.com/prowler-cloud/prowler.git"
 reference = "master"
-resolved_reference = "6ac90eb1b58590b6f2f51645dbef17b9231053f4"
+resolved_reference = "16798e293da365965120961e6539e3a9756564f9"

 [[package]]
 name = "psutil"
@@ -6914,14 +6920,14 @@ pydantic = ">=2.12.0,<3.0.0"

 [[package]]
 name = "pyasn1"
-version = "0.6.2"
+version = "0.6.3"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "pyasn1-0.6.2-py3-none-any.whl", hash = "sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf"},
-    {file = "pyasn1-0.6.2.tar.gz", hash = "sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b"},
+    {file = "pyasn1-0.6.3-py3-none-any.whl", hash = "sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde"},
+    {file = "pyasn1-0.6.3.tar.gz", hash = "sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf"},
 ]

 [[package]]
@@ -7141,14 +7147,14 @@ urllib3 = ">=1.26.0"

 [[package]]
 name = "pygments"
-version = "2.19.2"
+version = "2.20.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
-    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
+    {file = "pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176"},
+    {file = "pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f"},
 ]

 [package.extras]
@@ -7210,7 +7216,7 @@ description = "The MSALRuntime Python Interop Package"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "(platform_system == \"Windows\" or platform_system == \"Darwin\" or platform_system == \"Linux\") and sys_platform == \"win32\""
+markers = "sys_platform == \"win32\" and (platform_system == \"Windows\" or platform_system == \"Darwin\" or platform_system == \"Linux\")"
 files = [
    {file = "pymsalruntime-0.18.1-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:0c22e2e83faa10de422bbfaacc1bb2887c9025ee8a53f0fc2e4f7db01c4a7b66"},
    {file = "pymsalruntime-0.18.1-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:8ce2944a0f944833d047bb121396091e00287e2b6373716106da86ea99abf379"},
@@ -7288,18 +7294,19 @@ tests = ["hypothesis (>=3.27.0)", "pytest (>=7.4.0)", "pytest-cov (>=2.10.1)", "

 [[package]]
 name = "pyopenssl"
-version = "24.3.0"
+version = "26.0.0"
 description = "Python wrapper module around the OpenSSL library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "pyOpenSSL-24.3.0-py3-none-any.whl", hash = "sha256:e474f5a473cd7f92221cc04976e48f4d11502804657a08a989fb3be5514c904a"},
-    {file = "pyopenssl-24.3.0.tar.gz", hash = "sha256:49f7a019577d834746bc55c5fce6ecbcec0f2b4ec5ce1cf43a9a173b8138bb36"},
+    {file = "pyopenssl-26.0.0-py3-none-any.whl", hash = "sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81"},
+    {file = "pyopenssl-26.0.0.tar.gz", hash = "sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc"},
 ]

 [package.dependencies]
-cryptography = ">=41.0.5,<45"
+cryptography = ">=46.0.0,<47"
+typing-extensions = {version = ">=4.9", markers = "python_version < \"3.13\" and python_version >= \"3.8\""}

 [package.extras]
 docs = ["sphinx (!=5.2.0,!=5.2.0.post0,!=7.2.5)", "sphinx_rtd_theme"]
@@ -7905,26 +7912,26 @@ shaping = ["uharfbuzz"]

 [[package]]
 name = "requests"
-version = "2.32.5"
+version = "2.33.1"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
-    {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
+    {file = "requests-2.33.1-py3-none-any.whl", hash = "sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a"},
+    {file = "requests-2.33.1.tar.gz", hash = "sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517"},
 ]

 [package.dependencies]
-certifi = ">=2017.4.17"
+certifi = ">=2023.5.7"
 charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 PySocks = {version = ">=1.5.6,<1.5.7 || >1.5.7", optional = true, markers = "extra == \"socks\""}
-urllib3 = ">=1.21.1,<3"
+urllib3 = ">=1.26,<3"

 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<8)"]

 [[package]]
 name = "requests-file"
@@ -8807,6 +8814,23 @@ markupsafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]

+[[package]]
+name = "workos"
+version = "6.0.4"
+description = "WorkOS Python Client"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "workos-6.0.4-py3-none-any.whl", hash = "sha256:548668b3702673536f853ba72a7b5bbbc269e467aaf9ac4f477b6e0177df5e21"},
+    {file = "workos-6.0.4.tar.gz", hash = "sha256:b0bfe8fd212b8567422c4ea3732eb33608794033eb3a69900c6b04db183c32d6"},
+]
+
+[package.dependencies]
+cryptography = ">=46.0,<47.0"
+httpx = ">=0.28,<1.0"
+pyjwt = ">=2.12,<3.0"
+
 [[package]]
 name = "wrapt"
 version = "1.17.3"
@@ -9400,4 +9424,4 @@ files = [
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "077e89853cfe3a6d934841488cfa5a98ff6c92b71f74b817b71387d11559f143"
+content-hash = "a3ab982d11a87d951ff15694d2ca7fd51f1f51a451abb0baa067ccf6966367a8"
@@ -38,7 +38,7 @@ dependencies = [
  "matplotlib (==3.10.8)",
  "reportlab (==4.4.10)",
  "neo4j (==6.1.0)",
-  "cartography (==0.132.0)",
+  "cartography (==0.135.0)",
  "gevent (==25.9.1)",
  "werkzeug (==3.1.7)",
  "sqlparse (==0.5.5)",
@@ -50,7 +50,7 @@ name = "prowler-api"
 package-mode = false
 # Needed for the SDK compatibility
 requires-python = ">=3.11,<3.13"
-version = "1.26.0"
+version = "1.28.0"

 [project.scripts]
 celery = "src.backend.config.settings.celery"
@@ -62,8 +62,8 @@ django-silk = "5.3.2"
 docker = "7.1.0"
 filelock = "3.20.3"
 freezegun = "1.5.1"
-marshmallow = "==3.26.2"
 mypy = "1.10.1"
+prek = "0.3.9"
 pylint = "3.2.5"
 pytest = "9.0.3"
 pytest-cov = "5.0.0"
@@ -75,4 +75,3 @@ ruff = "0.5.0"
 safety = "3.7.0"
 tqdm = "4.67.1"
 vulture = "2.14"
-prek = "0.3.9"
@@ -52,7 +52,7 @@ class ApiConfig(AppConfig):
            "check_and_fix_socialaccount_sites_migration",
        ]

-        # Skip Neo4j initialization during tests, some Django commands, and Celery
+        # Skip eager Neo4j init for tests, some Django commands, and Celery (prefork pool: driver must stay lazy, no post_fork hook)
        if getattr(settings, "TESTING", False) or (
            len(sys.argv) > 1
            and (
@@ -64,7 +64,7 @@ class ApiConfig(AppConfig):
            )
        ):
            logger.info(
-                "Skipping Neo4j initialization because tests, some Django commands or Celery"
+                "Skipping eager Neo4j init: tests, some Django commands, or Celery prefork pool (driver stays lazy)"
            )

        else:
@@ -28,6 +28,7 @@ READ_QUERY_TIMEOUT_SECONDS = env.int(
    "ATTACK_PATHS_READ_QUERY_TIMEOUT_SECONDS", default=30
 )
 MAX_CUSTOM_QUERY_NODES = env.int("ATTACK_PATHS_MAX_CUSTOM_QUERY_NODES", default=250)
+CONN_ACQUISITION_TIMEOUT = env.int("NEO4J_CONN_ACQUISITION_TIMEOUT", default=15)
 READ_EXCEPTION_CODES = [
    "Neo.ClientError.Statement.AccessMode",
    "Neo.ClientError.Procedure.ProcedureNotFound",
@@ -62,7 +63,7 @@ def init_driver() -> neo4j.Driver:
                auth=(config["USER"], config["PASSWORD"]),
                keep_alive=True,
                max_connection_lifetime=7200,
-                connection_acquisition_timeout=120,
+                connection_acquisition_timeout=CONN_ACQUISITION_TIMEOUT,
                max_connection_pool_size=50,
            )
            _driver.verify_connectivity()
@@ -484,8 +484,8 @@ AWS_BEDROCK_PRIVESC_PASSROLE_CODE_INTERPRETER = AttackPathsQueryDefinition(
                OR action = '*'
            )

-        // Find roles that trust Bedrock service (can be passed to Bedrock)
-        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'bedrock.amazonaws.com'}})
+        // Find roles that trust the Bedrock AgentCore service (can be passed to a code interpreter)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'bedrock-agentcore.amazonaws.com'}})
        WHERE any(resource IN stmt_passrole.resource WHERE
            resource = '*'
            OR target_role.arn CONTAINS resource
@@ -536,8 +536,8 @@ AWS_BEDROCK_PRIVESC_INVOKE_CODE_INTERPRETER = AttackPathsQueryDefinition(
                OR action = '*'
            )

-        // Find roles that trust Bedrock service (already attached to existing code interpreters)
-        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'bedrock.amazonaws.com'}})
+        // Find roles that trust the Bedrock AgentCore service (already attached to existing code interpreters)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'bedrock-agentcore.amazonaws.com'}})

        WITH collect(path_principal) + collect(path_target) AS paths
        UNWIND paths AS p
@@ -1,7 +1,6 @@
 from collections.abc import Iterable, Mapping

 from api.models import Provider
-from prowler.config.config import get_available_compliance_frameworks
 from prowler.lib.check.compliance_models import Compliance
 from prowler.lib.check.models import CheckMetadata

@@ -95,12 +94,12 @@ PROWLER_CHECKS = LazyChecksMapping()


 def get_compliance_frameworks(provider_type: Provider.ProviderChoices) -> list[str]:
-    """
-    Retrieve and cache the list of available compliance frameworks for a specific cloud provider.
+    """List compliance frameworks the API can load for `provider_type`.

-    This function lazily loads and caches the available compliance frameworks (e.g., CIS, MITRE, ISO)
-    for each provider type (AWS, Azure, GCP, etc.) on first access. Subsequent calls for the same
-    provider will return the cached result.
+    The list is sourced from `Compliance.get_bulk` so that the names
+    returned here are guaranteed to be loadable by the bulk loader. This
+    prevents downstream key mismatches (e.g. CSV report generation iterating
+    framework names and looking them up in the bulk dict).

    Args:
        provider_type (Provider.ProviderChoices): The cloud provider type for which to retrieve
@@ -112,8 +111,8 @@ def get_compliance_frameworks(provider_type: Provider.ProviderChoices) -> list[s
    """
    global AVAILABLE_COMPLIANCE_FRAMEWORKS
    if provider_type not in AVAILABLE_COMPLIANCE_FRAMEWORKS:
-        AVAILABLE_COMPLIANCE_FRAMEWORKS[provider_type] = (
-            get_available_compliance_frameworks(provider_type)
+        AVAILABLE_COMPLIANCE_FRAMEWORKS[provider_type] = list(
+            Compliance.get_bulk(provider_type).keys()
        )

    return AVAILABLE_COMPLIANCE_FRAMEWORKS[provider_type]
@@ -330,6 +330,7 @@ class MembershipFilter(FilterSet):
        model = Membership
        fields = {
            "tenant": ["exact"],
+            "user": ["exact"],
            "role": ["exact"],
            "date_joined": ["date", "gte", "lte"],
        }
@@ -0,0 +1,23 @@
+from django.db import migrations
+
+TASK_NAME = "attack-paths-cleanup-stale-scans"
+
+
+def set_cleanup_priority(apps, schema_editor):
+    PeriodicTask = apps.get_model("django_celery_beat", "PeriodicTask")
+    PeriodicTask.objects.filter(name=TASK_NAME).update(priority=0)
+
+
+def unset_cleanup_priority(apps, schema_editor):
+    PeriodicTask = apps.get_model("django_celery_beat", "PeriodicTask")
+    PeriodicTask.objects.filter(name=TASK_NAME).update(priority=None)
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0089_backfill_finding_group_status_muted"),
+    ]
+
+    operations = [
+        migrations.RunPython(set_cleanup_priority, unset_cleanup_priority),
+    ]
@@ -0,0 +1,31 @@
+from functools import partial
+
+from django.db import migrations
+
+from api.db_utils import create_index_on_partitions, drop_index_on_partitions
+
+
+class Migration(migrations.Migration):
+    atomic = False
+
+    dependencies = [
+        ("api", "0090_attack_paths_cleanup_priority"),
+    ]
+
+    operations = [
+        migrations.RunPython(
+            partial(
+                create_index_on_partitions,
+                parent_table="findings",
+                index_name="gin_find_arrays_idx",
+                columns="categories, resource_services, resource_regions, resource_types",
+                method="GIN",
+                all_partitions=True,
+            ),
+            reverse_code=partial(
+                drop_index_on_partitions,
+                parent_table="findings",
+                index_name="gin_find_arrays_idx",
+            ),
+        )
+    ]
@@ -0,0 +1,73 @@
+import django.contrib.postgres.indexes
+from django.db import migrations
+
+INDEX_NAME = "gin_find_arrays_idx"
+PARENT_TABLE = "findings"
+
+
+def create_parent_and_attach(apps, schema_editor):
+    with schema_editor.connection.cursor() as cursor:
+        # Idempotent: the parent index may already exist if it was created
+        # manually on an environment before this migration ran.
+        cursor.execute(
+            f"CREATE INDEX IF NOT EXISTS {INDEX_NAME} ON ONLY {PARENT_TABLE} "
+            f"USING gin (categories, resource_services, resource_regions, resource_types)"
+        )
+        cursor.execute(
+            "SELECT inhrelid::regclass::text "
+            "FROM pg_inherits "
+            "WHERE inhparent = %s::regclass",
+            [PARENT_TABLE],
+        )
+        for (partition,) in cursor.fetchall():
+            child_idx = f"{partition.replace('.', '_')}_{INDEX_NAME}"
+            # ALTER INDEX ... ATTACH PARTITION has no IF NOT ATTACHED clause,
+            # so check pg_inherits first to keep the migration re-runnable.
+            cursor.execute(
+                """
+                SELECT 1
+                FROM pg_inherits i
+                JOIN pg_class p ON p.oid = i.inhparent
+                JOIN pg_class c ON c.oid = i.inhrelid
+                WHERE p.relname = %s AND c.relname = %s
+                """,
+                [INDEX_NAME, child_idx],
+            )
+            if cursor.fetchone() is None:
+                cursor.execute(f"ALTER INDEX {INDEX_NAME} ATTACH PARTITION {child_idx}")
+
+
+def drop_parent_index(apps, schema_editor):
+    with schema_editor.connection.cursor() as cursor:
+        cursor.execute(f"DROP INDEX IF EXISTS {INDEX_NAME}")
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0091_findings_arrays_gin_index_partitions"),
+    ]
+
+    operations = [
+        migrations.SeparateDatabaseAndState(
+            state_operations=[
+                migrations.AddIndex(
+                    model_name="finding",
+                    index=django.contrib.postgres.indexes.GinIndex(
+                        fields=[
+                            "categories",
+                            "resource_services",
+                            "resource_regions",
+                            "resource_types",
+                        ],
+                        name=INDEX_NAME,
+                    ),
+                ),
+            ],
+            database_operations=[
+                migrations.RunPython(
+                    create_parent_and_attach,
+                    reverse_code=drop_parent_index,
+                ),
+            ],
+        ),
+    ]
@@ -595,10 +595,40 @@ class Scan(RowLevelSecurityProtectedModel):
    objects = ActiveProviderManager()
    all_objects = models.Manager()

+    _SCOPING_SCANNER_ARG_KEYS_CACHE: tuple[str, ...] | None = None
+
+    @classmethod
+    def get_scoping_scanner_arg_keys(cls) -> tuple[str, ...]:
+        """Return the scanner_args keys that mark a scan as scoped.
+
+        Derived from ``prowler.lib.scan.scan.Scan.__init__`` so the API stays
+        in sync with whatever the SDK actually accepts as filters. Cached at
+        class level — the signature is stable for the process lifetime.
+        """
+        if cls._SCOPING_SCANNER_ARG_KEYS_CACHE is None:
+            import inspect
+
+            from prowler.lib.scan.scan import Scan as ProwlerScan
+
+            params = inspect.signature(ProwlerScan.__init__).parameters
+            cls._SCOPING_SCANNER_ARG_KEYS_CACHE = tuple(
+                name for name in params if name not in ("self", "provider")
+            )
+        return cls._SCOPING_SCANNER_ARG_KEYS_CACHE
+
    class TriggerChoices(models.TextChoices):
        SCHEDULED = "scheduled", _("Scheduled")
        MANUAL = "manual", _("Manual")

+    # Trigger values for scans that ran the SDK end-to-end. Imported scans (or
+    # any future trigger) are intentionally NOT in this set — they may carry
+    # only a partial slice of resources, so post-scan logic that depends on a
+    # full-scope sweep (e.g. resetting ephemeral resource findings) must skip
+    # them by default.
+    LIVE_SCAN_TRIGGERS = frozenset(
+        (TriggerChoices.SCHEDULED.value, TriggerChoices.MANUAL.value)
+    )
+
    id = models.UUIDField(primary_key=True, default=uuid7, editable=False)
    name = models.CharField(
        blank=True, null=True, max_length=100, validators=[MinLengthValidator(3)]
@@ -681,6 +711,24 @@ class Scan(RowLevelSecurityProtectedModel):
    class JSONAPIMeta:
        resource_name = "scans"

+    def is_full_scope(self) -> bool:
+        """Return True if this scan ran with no scoping filters at all.
+
+        Used to gate post-scan operations (such as resetting the
+        failed_findings_count of resources missing from the scan) that are only
+        safe when the scan covered every check, service, and category. Imported
+        scans are NOT full-scope by definition — they may carry only a partial
+        slice of resources, so they're rejected via ``trigger`` even before the
+        scanner_args check.
+        """
+        if self.trigger not in self.LIVE_SCAN_TRIGGERS:
+            return False
+        scanner_args = self.scanner_args or {}
+        for key in self.get_scoping_scanner_arg_keys():
+            if scanner_args.get(key):
+                return False
+        return True
+

 class AttackPathsScan(RowLevelSecurityProtectedModel):
    objects = ActiveProviderManager()
@@ -898,7 +946,6 @@ class Resource(RowLevelSecurityProtectedModel):
                OpClass(Upper("name"), name="gin_trgm_ops"),
                name="res_name_trgm_idx",
            ),
-            GinIndex(fields=["text_search"], name="gin_resources_search_idx"),
            models.Index(fields=["tenant_id", "id"], name="resources_tenant_id_idx"),
            models.Index(
                fields=["tenant_id", "provider_id"],
@@ -1104,6 +1151,15 @@ class Finding(PostgresPartitionedModel, RowLevelSecurityProtectedModel):
                fields=["tenant_id", "scan_id", "check_id"],
                name="find_tenant_scan_check_idx",
            ),
+            GinIndex(
+                fields=[
+                    "categories",
+                    "resource_services",
+                    "resource_regions",
+                    "resource_types",
+                ],
+                name="gin_find_arrays_idx",
+            ),
        ]

    class JSONAPIMeta:
@@ -12,6 +12,8 @@ from unittest.mock import MagicMock, patch
 import neo4j
 import pytest

+import api.attack_paths.database as db_module
+

 class TestLazyInitialization:
    """Test that Neo4j driver is initialized lazily on first use."""
@@ -19,8 +21,6 @@ class TestLazyInitialization:
    @pytest.fixture(autouse=True)
    def reset_module_state(self):
        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
        original_driver = db_module._driver

        db_module._driver = None
@@ -31,8 +31,6 @@ class TestLazyInitialization:

    def test_driver_not_initialized_at_import(self):
        """Driver should be None after module import (no eager connection)."""
-        import api.attack_paths.database as db_module
-
        assert db_module._driver is None

    @patch("api.attack_paths.database.settings")
@@ -41,8 +39,6 @@ class TestLazyInitialization:
        self, mock_driver_factory, mock_settings
    ):
        """init_driver() should create connection only when called."""
-        import api.attack_paths.database as db_module
-
        mock_driver = MagicMock()
        mock_driver_factory.return_value = mock_driver
        mock_settings.DATABASES = {
@@ -69,8 +65,6 @@ class TestLazyInitialization:
        self, mock_driver_factory, mock_settings
    ):
        """Subsequent calls should return cached driver without reconnecting."""
-        import api.attack_paths.database as db_module
-
        mock_driver = MagicMock()
        mock_driver_factory.return_value = mock_driver
        mock_settings.DATABASES = {
@@ -99,8 +93,6 @@ class TestLazyInitialization:
        self, mock_driver_factory, mock_settings
    ):
        """get_driver() should use init_driver() for lazy initialization."""
-        import api.attack_paths.database as db_module
-
        mock_driver = MagicMock()
        mock_driver_factory.return_value = mock_driver
        mock_settings.DATABASES = {
@@ -118,14 +110,50 @@ class TestLazyInitialization:
        mock_driver_factory.assert_called_once()


+class TestConnectionAcquisitionTimeout:
+    """Test that the connection acquisition timeout is configurable."""
+
+    @pytest.fixture(autouse=True)
+    def reset_module_state(self):
+        original_driver = db_module._driver
+        original_timeout = db_module.CONN_ACQUISITION_TIMEOUT
+
+        db_module._driver = None
+
+        yield
+
+        db_module._driver = original_driver
+        db_module.CONN_ACQUISITION_TIMEOUT = original_timeout
+
+    @patch("api.attack_paths.database.settings")
+    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
+    def test_driver_receives_configured_timeout(
+        self, mock_driver_factory, mock_settings
+    ):
+        """init_driver() should pass CONN_ACQUISITION_TIMEOUT to the neo4j driver."""
+        mock_driver_factory.return_value = MagicMock()
+        mock_settings.DATABASES = {
+            "neo4j": {
+                "HOST": "localhost",
+                "PORT": 7687,
+                "USER": "neo4j",
+                "PASSWORD": "password",
+            }
+        }
+        db_module.CONN_ACQUISITION_TIMEOUT = 42
+
+        db_module.init_driver()
+
+        _, kwargs = mock_driver_factory.call_args
+        assert kwargs["connection_acquisition_timeout"] == 42
+
+
 class TestAtexitRegistration:
    """Test that atexit cleanup handler is registered correctly."""

    @pytest.fixture(autouse=True)
    def reset_module_state(self):
        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
        original_driver = db_module._driver

        db_module._driver = None
@@ -141,8 +169,6 @@ class TestAtexitRegistration:
        self, mock_driver_factory, mock_atexit_register, mock_settings
    ):
        """atexit.register should be called on first initialization."""
-        import api.attack_paths.database as db_module
-
        mock_driver_factory.return_value = MagicMock()
        mock_settings.DATABASES = {
            "neo4j": {
@@ -168,8 +194,6 @@ class TestAtexitRegistration:
        The double-checked locking on _driver ensures the atexit registration
        block only executes once (when _driver is first created).
        """
-        import api.attack_paths.database as db_module
-
        mock_driver_factory.return_value = MagicMock()
        mock_settings.DATABASES = {
            "neo4j": {
@@ -194,8 +218,6 @@ class TestCloseDriver:
    @pytest.fixture(autouse=True)
    def reset_module_state(self):
        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
        original_driver = db_module._driver

        db_module._driver = None
@@ -206,8 +228,6 @@ class TestCloseDriver:

    def test_close_driver_closes_and_clears_driver(self):
        """close_driver() should close the driver and set it to None."""
-        import api.attack_paths.database as db_module
-
        mock_driver = MagicMock()
        db_module._driver = mock_driver

@@ -218,8 +238,6 @@ class TestCloseDriver:

    def test_close_driver_handles_none_driver(self):
        """close_driver() should handle case where driver is None."""
-        import api.attack_paths.database as db_module
-
        db_module._driver = None

        # Should not raise
@@ -229,8 +247,6 @@ class TestCloseDriver:

    def test_close_driver_clears_driver_even_on_close_error(self):
        """Driver should be cleared even if close() raises an exception."""
-        import api.attack_paths.database as db_module
-
        mock_driver = MagicMock()
        mock_driver.close.side_effect = Exception("Connection error")
        db_module._driver = mock_driver
@@ -246,8 +262,6 @@ class TestExecuteReadQuery:
    """Test read query execution helper."""

    def test_execute_read_query_calls_read_session_and_returns_result(self):
-        import api.attack_paths.database as db_module
-
        tx = MagicMock()
        expected_graph = MagicMock()
        run_result = MagicMock()
@@ -289,8 +303,6 @@ class TestExecuteReadQuery:
        assert result is expected_graph

    def test_execute_read_query_defaults_parameters_to_empty_dict(self):
-        import api.attack_paths.database as db_module
-
        tx = MagicMock()
        run_result = MagicMock()
        run_result.graph.return_value = MagicMock()
@@ -325,8 +337,6 @@ class TestGetSessionReadOnly:

    @pytest.fixture(autouse=True)
    def reset_module_state(self):
-        import api.attack_paths.database as db_module
-
        original_driver = db_module._driver
        db_module._driver = None
        yield
@@ -341,8 +351,6 @@ class TestGetSessionReadOnly:
    )
    def test_get_session_raises_write_query_not_allowed(self, neo4j_code):
        """Read-mode Neo4j errors should raise `WriteQueryNotAllowedException`."""
-        import api.attack_paths.database as db_module
-
        mock_session = MagicMock()
        neo4j_error = neo4j.exceptions.Neo4jError._hydrate_neo4j(
            code=neo4j_code,
@@ -362,8 +370,6 @@ class TestGetSessionReadOnly:

    def test_get_session_raises_generic_exception_for_other_errors(self):
        """Non-read-mode Neo4j errors should raise GraphDatabaseQueryException."""
-        import api.attack_paths.database as db_module
-
        mock_session = MagicMock()
        neo4j_error = neo4j.exceptions.Neo4jError._hydrate_neo4j(
            code="Neo.ClientError.Statement.SyntaxError",
@@ -388,8 +394,6 @@ class TestThreadSafety:
    @pytest.fixture(autouse=True)
    def reset_module_state(self):
        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
        original_driver = db_module._driver

        db_module._driver = None
@@ -404,8 +408,6 @@ class TestThreadSafety:
        self, mock_driver_factory, mock_settings
    ):
        """Multiple threads calling init_driver() should create only one driver."""
-        import api.attack_paths.database as db_module
-
        mock_driver = MagicMock()
        mock_driver_factory.return_value = mock_driver
        mock_settings.DATABASES = {
@@ -448,8 +450,6 @@ class TestHasProviderData:
    """Test has_provider_data helper for checking provider nodes in Neo4j."""

    def test_returns_true_when_nodes_exist(self):
-        import api.attack_paths.database as db_module
-
        mock_session = MagicMock()
        mock_result = MagicMock()
        mock_result.single.return_value = MagicMock()  # non-None record
@@ -468,8 +468,6 @@ class TestHasProviderData:
        mock_session.run.assert_called_once()

    def test_returns_false_when_no_nodes(self):
-        import api.attack_paths.database as db_module
-
        mock_session = MagicMock()
        mock_result = MagicMock()
        mock_result.single.return_value = None
@@ -486,8 +484,6 @@ class TestHasProviderData:
            assert db_module.has_provider_data("db-tenant-abc", "provider-123") is False

    def test_returns_false_when_database_not_found(self):
-        import api.attack_paths.database as db_module
-
        session_ctx = MagicMock()
        session_ctx.__enter__.side_effect = db_module.GraphDatabaseQueryException(
            message="Database does not exist",
@@ -503,8 +499,6 @@ class TestHasProviderData:
            )

    def test_raises_on_other_errors(self):
-        import api.attack_paths.database as db_module
-
        session_ctx = MagicMock()
        session_ctx.__enter__.side_effect = db_module.GraphDatabaseQueryException(
            message="Connection refused",
@@ -1,13 +1,18 @@
 from unittest.mock import MagicMock, patch

+import pytest
+
+from api import compliance as compliance_module
 from api.compliance import (
    generate_compliance_overview_template,
    generate_scan_compliance,
+    get_compliance_frameworks,
    get_prowler_provider_checks,
    get_prowler_provider_compliance,
    load_prowler_checks,
 )
 from api.models import Provider
+from prowler.lib.check.compliance_models import Compliance


 class TestCompliance:
@@ -250,3 +255,58 @@ class TestCompliance:
        }

        assert template == expected_template
+
+
+@pytest.fixture
+def reset_compliance_cache():
+    """Reset the module-level cache so each test starts cold."""
+    previous = dict(compliance_module.AVAILABLE_COMPLIANCE_FRAMEWORKS)
+    compliance_module.AVAILABLE_COMPLIANCE_FRAMEWORKS.clear()
+    try:
+        yield
+    finally:
+        compliance_module.AVAILABLE_COMPLIANCE_FRAMEWORKS.clear()
+        compliance_module.AVAILABLE_COMPLIANCE_FRAMEWORKS.update(previous)
+
+
+class TestGetComplianceFrameworks:
+    def test_returns_keys_from_compliance_get_bulk(self, reset_compliance_cache):
+        with patch("api.compliance.Compliance") as mock_compliance:
+            mock_compliance.get_bulk.return_value = {
+                "cis_1.4_aws": MagicMock(),
+                "mitre_attack_aws": MagicMock(),
+            }
+            result = get_compliance_frameworks(Provider.ProviderChoices.AWS)
+
+        assert sorted(result) == ["cis_1.4_aws", "mitre_attack_aws"]
+        mock_compliance.get_bulk.assert_called_once_with(Provider.ProviderChoices.AWS)
+
+    def test_caches_result_per_provider(self, reset_compliance_cache):
+        with patch("api.compliance.Compliance") as mock_compliance:
+            mock_compliance.get_bulk.return_value = {"cis_1.4_aws": MagicMock()}
+            get_compliance_frameworks(Provider.ProviderChoices.AWS)
+            get_compliance_frameworks(Provider.ProviderChoices.AWS)
+
+        # Cached after first call.
+        assert mock_compliance.get_bulk.call_count == 1
+
+    @pytest.mark.parametrize(
+        "provider_type",
+        [choice.value for choice in Provider.ProviderChoices],
+    )
+    def test_listing_is_subset_of_bulk(self, reset_compliance_cache, provider_type):
+        """Regression for CLOUD-API-40S: every name returned by
+        ``get_compliance_frameworks`` must be loadable via ``Compliance.get_bulk``.
+
+        A divergence here is what produced ``KeyError: 'csa_ccm_4.0'`` in
+        ``generate_outputs_task`` after universal/multi-provider compliance
+        JSONs were introduced at the top-level ``prowler/compliance/`` path.
+        """
+        bulk_keys = set(Compliance.get_bulk(provider_type).keys())
+        listed = set(get_compliance_frameworks(provider_type))
+
+        missing = listed - bulk_keys
+        assert not missing, (
+            f"get_compliance_frameworks({provider_type!r}) returned names not "
+            f"loadable by Compliance.get_bulk: {sorted(missing)}"
+        )
@@ -32,6 +32,11 @@ from django_celery_results.models import TaskResult
 from rest_framework import status
 from rest_framework.exceptions import PermissionDenied
 from rest_framework.response import Response
+from rest_framework_simplejwt.token_blacklist.models import (
+    BlacklistedToken,
+    OutstandingToken,
+)
+from rest_framework_simplejwt.tokens import RefreshToken

 from api.attack_paths import (
    AttackPathsQueryDefinition,
@@ -47,6 +52,7 @@ from api.models import (
    Finding,
    Integration,
    Invitation,
+    InvitationRoleRelationship,
    LighthouseProviderConfiguration,
    LighthouseProviderModels,
    LighthouseTenantConfiguration,
@@ -746,6 +752,39 @@ class TestTenantViewSet:
        # Test user + 2 extra users for tenant 2
        assert len(response.json()["data"]) == 3

+    def test_tenants_list_memberships_filter_by_user(
+        self, authenticated_client, tenants_fixture, extra_users
+    ):
+        _, tenant2, _ = tenants_fixture
+        _, user3_membership = extra_users
+        user3, membership3 = user3_membership
+
+        response = authenticated_client.get(
+            reverse("tenant-membership-list", kwargs={"tenant_pk": tenant2.id}),
+            {"filter[user]": str(user3.id)},
+        )
+        assert response.status_code == status.HTTP_200_OK
+        data = response.json()["data"]
+        assert len(data) == 1
+        assert data[0]["id"] == str(membership3.id)
+
+    def test_tenants_list_memberships_filter_by_user_no_match(
+        self, authenticated_client, tenants_fixture, extra_users
+    ):
+        _, tenant2, _ = tenants_fixture
+        unrelated_user = User.objects.create_user(
+            name="unrelated",
+            password=TEST_PASSWORD,
+            email="unrelated@gmail.com",
+        )
+
+        response = authenticated_client.get(
+            reverse("tenant-membership-list", kwargs={"tenant_pk": tenant2.id}),
+            {"filter[user]": str(unrelated_user.id)},
+        )
+        assert response.status_code == status.HTTP_200_OK
+        assert response.json()["data"] == []
+
    def test_tenants_list_memberships_as_member(
        self, authenticated_client, tenants_fixture, extra_users
    ):
@@ -803,6 +842,7 @@ class TestTenantViewSet:
    ):
        _, tenant2, _ = tenants_fixture
        user_membership = Membership.objects.get(tenant=tenant2, user__email=TEST_USER)
+        user_id = user_membership.user_id
        response = authenticated_client.delete(
            reverse(
                "tenant-membership-detail",
@@ -811,6 +851,127 @@ class TestTenantViewSet:
        )
        assert response.status_code == status.HTTP_403_FORBIDDEN
        assert Membership.objects.filter(id=user_membership.id).exists()
+        assert User.objects.filter(id=user_id).exists()
+
+    def test_expel_user_deletes_account_if_last_membership(
+        self, authenticated_client, tenants_fixture, extra_users
+    ):
+        # TEST_USER is OWNER of tenant2; user3 is MEMBER only in tenant2
+        _, tenant2, _ = tenants_fixture
+        _, user3_membership = extra_users
+        user3, membership3 = user3_membership
+
+        assert Membership.objects.filter(user=user3).count() == 1
+
+        response = authenticated_client.delete(
+            reverse(
+                "tenant-membership-detail",
+                kwargs={"tenant_pk": tenant2.id, "pk": membership3.id},
+            )
+        )
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+        assert not Membership.objects.filter(id=membership3.id).exists()
+        assert not User.objects.filter(id=user3.id).exists()
+
+    def test_expel_user_blacklists_refresh_tokens(
+        self, authenticated_client, tenants_fixture, extra_users
+    ):
+        _, tenant2, _ = tenants_fixture
+        _, user3_membership = extra_users
+        user3, membership3 = user3_membership
+
+        # Issue two refresh tokens to simulate active sessions
+        RefreshToken.for_user(user3)
+        RefreshToken.for_user(user3)
+        outstanding_ids = list(
+            OutstandingToken.objects.filter(user=user3).values_list("id", flat=True)
+        )
+        assert len(outstanding_ids) == 2
+        assert not BlacklistedToken.objects.filter(
+            token_id__in=outstanding_ids
+        ).exists()
+
+        response = authenticated_client.delete(
+            reverse(
+                "tenant-membership-detail",
+                kwargs={"tenant_pk": tenant2.id, "pk": membership3.id},
+            )
+        )
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+        assert (
+            BlacklistedToken.objects.filter(token_id__in=outstanding_ids).count() == 2
+        )
+
+    def test_expel_user_blacklists_refresh_tokens_is_idempotent(
+        self, authenticated_client, tenants_fixture, extra_users
+    ):
+        # Regression test for the bulk blacklisting path: if one of the
+        # user's refresh tokens is already blacklisted when the expel
+        # endpoint runs, the remaining tokens must still be blacklisted
+        # and the already-blacklisted one must not be duplicated.
+        tenant1, tenant2, _ = tenants_fixture
+        _, user3_membership = extra_users
+        user3, membership3 = user3_membership
+
+        # Keep the user alive after the expel so the assertions below can
+        # still query OutstandingToken by user_id.
+        Membership.objects.create(
+            user=user3,
+            tenant=tenant1,
+            role=Membership.RoleChoices.MEMBER,
+        )
+
+        RefreshToken.for_user(user3)
+        RefreshToken.for_user(user3)
+        outstanding_ids = list(
+            OutstandingToken.objects.filter(user=user3).values_list("id", flat=True)
+        )
+        assert len(outstanding_ids) == 2
+
+        # Pre-blacklist one of the two tokens to simulate a prior revocation.
+        BlacklistedToken.objects.create(token_id=outstanding_ids[0])
+        assert (
+            BlacklistedToken.objects.filter(token_id__in=outstanding_ids).count() == 1
+        )
+
+        response = authenticated_client.delete(
+            reverse(
+                "tenant-membership-detail",
+                kwargs={"tenant_pk": tenant2.id, "pk": membership3.id},
+            )
+        )
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+
+        blacklisted = BlacklistedToken.objects.filter(token_id__in=outstanding_ids)
+        assert blacklisted.count() == 2
+        assert set(blacklisted.values_list("token_id", flat=True)) == set(
+            outstanding_ids
+        )
+
+    def test_expel_user_keeps_account_if_has_other_memberships(
+        self, authenticated_client, tenants_fixture, extra_users
+    ):
+        tenant1, tenant2, _ = tenants_fixture
+        _, user3_membership = extra_users
+        user3, membership3 = user3_membership
+
+        # Give user3 an additional membership in tenant1 so they are not orphaned
+        other_membership = Membership.objects.create(
+            user=user3,
+            tenant=tenant1,
+            role=Membership.RoleChoices.MEMBER,
+        )
+
+        response = authenticated_client.delete(
+            reverse(
+                "tenant-membership-detail",
+                kwargs={"tenant_pk": tenant2.id, "pk": membership3.id},
+            )
+        )
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+        assert not Membership.objects.filter(id=membership3.id).exists()
+        assert User.objects.filter(id=user3.id).exists()
+        assert Membership.objects.filter(id=other_membership.id).exists()

    def test_tenants_delete_another_membership_as_owner(
        self, authenticated_client, tenants_fixture, extra_users
@@ -882,6 +1043,128 @@ class TestTenantViewSet:
        assert response.status_code == status.HTTP_404_NOT_FOUND
        assert Membership.objects.filter(id=other_membership.id).exists()

+    def test_delete_membership_cleans_up_orphaned_role_grants(
+        self, authenticated_client, tenants_fixture
+    ):
+        """Test that deleting a membership removes UserRoleRelationship records
+        for that tenant while preserving grants in other tenants."""
+        tenant1, tenant2, _ = tenants_fixture
+
+        # Create a user with memberships in both tenants
+        user = User.objects.create_user(
+            name="Multi-tenant User",
+            password=TEST_PASSWORD,
+            email="multitenant@test.com",
+        )
+
+        # Create memberships in both tenants
+        Membership.objects.create(
+            user=user, tenant=tenant1, role=Membership.RoleChoices.MEMBER
+        )
+        membership2 = Membership.objects.create(
+            user=user, tenant=tenant2, role=Membership.RoleChoices.MEMBER
+        )
+
+        # Create roles in both tenants
+        role1 = Role.objects.create(
+            name="Test Role 1", tenant=tenant1, manage_providers=True
+        )
+        role2 = Role.objects.create(
+            name="Test Role 2", tenant=tenant2, manage_scans=True
+        )
+
+        # Create user role relationships for both tenants
+        UserRoleRelationship.objects.create(user=user, role=role1, tenant=tenant1)
+        UserRoleRelationship.objects.create(user=user, role=role2, tenant=tenant2)
+
+        # Verify initial state
+        assert UserRoleRelationship.objects.filter(user=user, tenant=tenant1).exists()
+        assert UserRoleRelationship.objects.filter(user=user, tenant=tenant2).exists()
+        assert Role.objects.filter(id=role1.id).exists()
+        assert Role.objects.filter(id=role2.id).exists()
+
+        # Delete membership from tenant2 (authenticated user is owner of tenant2)
+        response = authenticated_client.delete(
+            reverse(
+                "tenant-membership-detail",
+                kwargs={"tenant_pk": tenant2.id, "pk": membership2.id},
+            )
+        )
+
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+
+        # Verify the membership was deleted
+        assert not Membership.objects.filter(id=membership2.id).exists()
+
+        # Verify UserRoleRelationship for tenant2 was deleted
+        assert not UserRoleRelationship.objects.filter(
+            user=user, tenant=tenant2
+        ).exists()
+
+        # Verify UserRoleRelationship for tenant1 is preserved
+        assert UserRoleRelationship.objects.filter(user=user, tenant=tenant1).exists()
+
+        # Verify orphaned role2 was deleted (no more user or invitation relationships)
+        assert not Role.objects.filter(id=role2.id).exists()
+
+        # Verify role1 is preserved (still has user relationship)
+        assert Role.objects.filter(id=role1.id).exists()
+
+        # Verify the user still exists (has other memberships)
+        assert User.objects.filter(id=user.id).exists()
+
+    def test_delete_membership_preserves_role_with_invitation_relationship(
+        self, authenticated_client, tenants_fixture
+    ):
+        """Test that roles are not deleted if they have invitation relationships."""
+        _, tenant2, _ = tenants_fixture
+
+        # Create a user with membership
+        user = User.objects.create_user(
+            name="Test User", password=TEST_PASSWORD, email="testuser@test.com"
+        )
+        membership = Membership.objects.create(
+            user=user, tenant=tenant2, role=Membership.RoleChoices.MEMBER
+        )
+
+        # Create a role and user relationship
+        role = Role.objects.create(
+            name="Shared Role", tenant=tenant2, manage_providers=True
+        )
+        UserRoleRelationship.objects.create(user=user, role=role, tenant=tenant2)
+
+        # Create an invitation with the same role
+        invitation = Invitation.objects.create(email="pending@test.com", tenant=tenant2)
+        InvitationRoleRelationship.objects.create(
+            invitation=invitation, role=role, tenant=tenant2
+        )
+
+        # Verify initial state
+        assert UserRoleRelationship.objects.filter(user=user, role=role).exists()
+        assert InvitationRoleRelationship.objects.filter(
+            invitation=invitation, role=role
+        ).exists()
+        assert Role.objects.filter(id=role.id).exists()
+
+        # Delete the membership
+        response = authenticated_client.delete(
+            reverse(
+                "tenant-membership-detail",
+                kwargs={"tenant_pk": tenant2.id, "pk": membership.id},
+            )
+        )
+
+        assert response.status_code == status.HTTP_204_NO_CONTENT
+
+        # Verify UserRoleRelationship was deleted
+        assert not UserRoleRelationship.objects.filter(user=user, role=role).exists()
+
+        # Verify role is preserved because invitation relationship exists
+        assert Role.objects.filter(id=role.id).exists()
+        assert InvitationRoleRelationship.objects.filter(
+            invitation=invitation, role=role
+        ).exists()
+
    def test_tenants_list_no_permissions(
        self, authenticated_client_no_permissions_rbac, tenants_fixture
    ):
@@ -3558,9 +3841,14 @@ class TestScanViewSet:
            "prowler-output-123_threatscore_report.pdf",
        )

+        presigned_url = (
+            "https://test-bucket.s3.amazonaws.com/"
+            "tenant-id/scan-id/threatscore/prowler-output-123_threatscore_report.pdf"
+            "?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Expires=300"
+        )
        mock_s3_client = Mock()
        mock_s3_client.list_objects_v2.return_value = {"Contents": [{"Key": pdf_key}]}
-        mock_s3_client.get_object.return_value = {"Body": io.BytesIO(b"pdf-bytes")}
+        mock_s3_client.generate_presigned_url.return_value = presigned_url

        mock_env_str.return_value = bucket
        mock_get_s3_client.return_value = mock_s3_client
@@ -3569,19 +3857,26 @@ class TestScanViewSet:
        url = reverse("scan-threatscore", kwargs={"pk": scan.id})
        response = authenticated_client.get(url)

-        assert response.status_code == status.HTTP_200_OK
-        assert response["Content-Type"] == "application/pdf"
-        assert response["Content-Disposition"].endswith(
-            '"prowler-output-123_threatscore_report.pdf"'
-        )
-        assert response.content == b"pdf-bytes"
+        assert response.status_code == status.HTTP_302_FOUND
+        assert response["Location"] == presigned_url
        mock_s3_client.list_objects_v2.assert_called_once()
-        mock_s3_client.get_object.assert_called_once_with(Bucket=bucket, Key=pdf_key)
+        mock_s3_client.generate_presigned_url.assert_called_once_with(
+            "get_object",
+            Params={
+                "Bucket": bucket,
+                "Key": pdf_key,
+                "ResponseContentDisposition": (
+                    'attachment; filename="prowler-output-123_threatscore_report.pdf"'
+                ),
+                "ResponseContentType": "application/pdf",
+            },
+            ExpiresIn=300,
+        )

    def test_report_s3_success(self, authenticated_client, scans_fixture, monkeypatch):
        """
-        When output_location is an S3 URL and the S3 client returns the file successfully,
-        the view should return the ZIP file with HTTP 200 and proper headers.
+        When output_location is an S3 URL and the object exists,
+        the view should return a 302 redirect to a presigned S3 URL.
        """
        scan = scans_fixture[0]
        bucket = "test-bucket"
@@ -3595,22 +3890,33 @@ class TestScanViewSet:
            type("env", (), {"str": lambda self, *args, **kwargs: "test-bucket"})(),
        )

+        presigned_url = (
+            "https://test-bucket.s3.amazonaws.com/report.zip"
+            "?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Expires=300"
+        )
+
        class FakeS3Client:
-            def get_object(self, Bucket, Key):
+            def head_object(self, Bucket, Key):
                assert Bucket == bucket
                assert Key == key
-                return {"Body": io.BytesIO(b"s3 zip content")}
+                return {}
+
+            def generate_presigned_url(self, ClientMethod, Params, ExpiresIn):
+                assert ClientMethod == "get_object"
+                assert Params["Bucket"] == bucket
+                assert Params["Key"] == key
+                assert Params["ResponseContentDisposition"] == (
+                    'attachment; filename="report.zip"'
+                )
+                assert ExpiresIn == 300
+                return presigned_url

        monkeypatch.setattr("api.v1.views.get_s3_client", lambda: FakeS3Client())

        url = reverse("scan-report", kwargs={"pk": scan.id})
        response = authenticated_client.get(url)
-        assert response.status_code == 200
-        expected_filename = os.path.basename("report.zip")
-        content_disposition = response.get("Content-Disposition")
-        assert content_disposition.startswith('attachment; filename="')
-        assert f'filename="{expected_filename}"' in content_disposition
-        assert response.content == b"s3 zip content"
+        assert response.status_code == status.HTTP_302_FOUND
+        assert response["Location"] == presigned_url

    def test_report_s3_success_no_local_files(
        self, authenticated_client, scans_fixture, monkeypatch
@@ -3749,23 +4055,31 @@ class TestScanViewSet:
        )

        match_key = "path/compliance/mitre_attack_aws.csv"
+        presigned_url = (
+            "https://test-bucket.s3.amazonaws.com/path/compliance/mitre_attack_aws.csv"
+            "?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Expires=300"
+        )

        class FakeS3Client:
            def list_objects_v2(self, Bucket, Prefix):
                return {"Contents": [{"Key": match_key}]}

-            def get_object(self, Bucket, Key):
-                return {"Body": io.BytesIO(b"ignored")}
+            def generate_presigned_url(self, ClientMethod, Params, ExpiresIn):
+                assert ClientMethod == "get_object"
+                assert Params["Key"] == match_key
+                assert Params["ResponseContentDisposition"] == (
+                    'attachment; filename="mitre_attack_aws.csv"'
+                )
+                assert ExpiresIn == 300
+                return presigned_url

        monkeypatch.setattr("api.v1.views.get_s3_client", lambda: FakeS3Client())

        framework = match_key.split("/")[-1].split(".")[0]
        url = reverse("scan-compliance", kwargs={"pk": scan.id, "name": framework})
        resp = authenticated_client.get(url)
-        assert resp.status_code == status.HTTP_200_OK
-        cd = resp["Content-Disposition"]
-        assert cd.startswith('attachment; filename="')
-        assert cd.endswith('filename="mitre_attack_aws.csv"')
+        assert resp.status_code == status.HTTP_302_FOUND
+        assert resp["Location"] == presigned_url

    def test_compliance_s3_not_found(
        self, authenticated_client, scans_fixture, monkeypatch
@@ -3830,6 +4144,51 @@ class TestScanViewSet:
            assert cd.startswith('attachment; filename="')
            assert cd.endswith(f'filename="{fname.name}"')

+    def test_cis_no_output(self, authenticated_client, scans_fixture):
+        """CIS PDF endpoint must 404 when the scan has no output_location."""
+        scan = scans_fixture[0]
+        scan.state = StateChoices.COMPLETED
+        scan.output_location = ""
+        scan.save()
+
+        url = reverse("scan-cis", kwargs={"pk": scan.id})
+        resp = authenticated_client.get(url)
+        assert resp.status_code == status.HTTP_404_NOT_FOUND
+        assert (
+            resp.json()["errors"]["detail"]
+            == "The scan has no reports, or the CIS report generation task has not started yet."
+        )
+
+    def test_cis_local_file(self, authenticated_client, scans_fixture, monkeypatch):
+        """CIS PDF endpoint must serve the latest generated PDF."""
+        scan = scans_fixture[0]
+        scan.state = StateChoices.COMPLETED
+
+        with tempfile.TemporaryDirectory() as tmp:
+            tmp_path = Path(tmp)
+            base = tmp_path / "reports"
+            cis_dir = base / "cis"
+            cis_dir.mkdir(parents=True, exist_ok=True)
+            fname = cis_dir / "prowler-output-aws-20260101000000_cis_report.pdf"
+            fname.write_bytes(b"%PDF-1.4 fake pdf")
+
+            scan.output_location = str(base / "scan.zip")
+            scan.save()
+
+            monkeypatch.setattr(
+                glob,
+                "glob",
+                lambda p: [str(fname)] if p.endswith("*_cis_report.pdf") else [],
+            )
+
+            url = reverse("scan-cis", kwargs={"pk": scan.id})
+            resp = authenticated_client.get(url)
+            assert resp.status_code == status.HTTP_200_OK
+            assert resp["Content-Type"] == "application/pdf"
+            cd = resp["Content-Disposition"]
+            assert cd.startswith('attachment; filename="')
+            assert cd.endswith(f'filename="{fname.name}"')
+
    @patch("api.v1.views.Task.objects.get")
    @patch("api.v1.views.TaskSerializer")
    def test__get_task_status_returns_none_if_task_not_executing(
@@ -3923,8 +4282,8 @@ class TestScanViewSet:
        scan.save()

        fake_client = MagicMock()
-        fake_client.get_object.side_effect = ClientError(
-            {"Error": {"Code": "NoSuchKey"}}, "GetObject"
+        fake_client.head_object.side_effect = ClientError(
+            {"Error": {"Code": "NoSuchKey"}}, "HeadObject"
        )
        mock_get_s3_client.return_value = fake_client

@@ -3947,8 +4306,8 @@ class TestScanViewSet:
        scan.save()

        fake_client = MagicMock()
-        fake_client.get_object.side_effect = ClientError(
-            {"Error": {"Code": "AccessDenied"}}, "GetObject"
+        fake_client.head_object.side_effect = ClientError(
+            {"Error": {"Code": "AccessDenied"}}, "HeadObject"
        )
        mock_get_s3_client.return_value = fake_client

@@ -15446,15 +15805,15 @@ class TestFindingGroupViewSet:
        # iam_password_policy has only PASS findings
        assert data[0]["attributes"]["status"] == "PASS"

-    def test_finding_groups_fully_muted_group_reflects_underlying_status(
+    def test_finding_groups_fully_muted_group_is_pass(
        self, authenticated_client, finding_groups_fixture
    ):
-        """A fully-muted group still surfaces its underlying status (no MUTED).
+        """A fully-muted group reports status=PASS and muted=True.

-        rds_encryption has 2 muted FAIL findings, so the group must report
-        status=FAIL (the orthogonal `muted` boolean signals it isn't actionable).
-        The status×muted breakdown lets clients answer 'how many failing
-        findings are muted in this group'.
+        rds_encryption has 2 muted FAIL findings. Muted findings are treated
+        as resolved/accepted, so the group is no longer actionable and its
+        status must be PASS. The `muted` flag is True because every finding
+        in the group is muted.
        """
        response = authenticated_client.get(
            reverse("finding-group-list"),
@@ -15464,9 +15823,9 @@ class TestFindingGroupViewSet:
        data = response.json()["data"]
        assert len(data) == 1
        attrs = data[0]["attributes"]
-        assert attrs["status"] == "FAIL"
+        assert attrs["status"] == "PASS"
        assert attrs["muted"] is True
-        assert attrs["fail_count"] == 2
+        assert attrs["fail_count"] == 0
        assert attrs["fail_muted_count"] == 2
        assert attrs["pass_muted_count"] == 0
        assert attrs["manual_muted_count"] == 0
@@ -15479,6 +15838,83 @@ class TestFindingGroupViewSet:
            == attrs["muted_count"]
        )

+    def test_finding_groups_status_ignores_muted_failures(
+        self,
+        authenticated_client,
+        tenants_fixture,
+        scans_fixture,
+        resources_fixture,
+    ):
+        """Muted FAIL findings must not drive the aggregated status.
+
+        When a group mixes one non-muted PASS with one muted FAIL, the
+        actionable outcome is PASS: there are no unmuted failures left. The
+        aggregated `status` must reflect that (not FAIL), while `muted`
+        stays False because the group still has a non-muted finding.
+        """
+        tenant = tenants_fixture[0]
+        scan1, *_ = scans_fixture
+        resource1, *_ = resources_fixture
+
+        pass_finding = Finding.objects.create(
+            tenant_id=tenant.id,
+            uid="fg_mixed_muted_pass",
+            scan=scan1,
+            delta=None,
+            status=Status.PASS,
+            severity=Severity.low,
+            impact=Severity.low,
+            check_id="mixed_muted_check",
+            check_metadata={
+                "CheckId": "mixed_muted_check",
+                "checktitle": "Mixed muted check",
+                "Description": "Fixture for muted status aggregation.",
+            },
+            first_seen_at="2024-01-11T00:00:00Z",
+            muted=False,
+        )
+        pass_finding.add_resources([resource1])
+
+        fail_muted_finding = Finding.objects.create(
+            tenant_id=tenant.id,
+            uid="fg_mixed_muted_fail",
+            scan=scan1,
+            delta=None,
+            status=Status.FAIL,
+            severity=Severity.high,
+            impact=Severity.high,
+            check_id="mixed_muted_check",
+            check_metadata={
+                "CheckId": "mixed_muted_check",
+                "checktitle": "Mixed muted check",
+                "Description": "Fixture for muted status aggregation.",
+            },
+            first_seen_at="2024-01-12T00:00:00Z",
+            muted=True,
+        )
+        fail_muted_finding.add_resources([resource1])
+
+        # filter[region] forces finding-level aggregation so we exercise the
+        # raw-findings path without touching the daily summary fixture.
+        response = authenticated_client.get(
+            reverse("finding-group-list"),
+            {
+                "filter[inserted_at]": TODAY,
+                "filter[check_id]": "mixed_muted_check",
+                "filter[region]": "us-east-1",
+            },
+        )
+        assert response.status_code == status.HTTP_200_OK
+        data = response.json()["data"]
+        assert len(data) == 1
+        attrs = data[0]["attributes"]
+        assert attrs["status"] == "PASS"
+        assert attrs["muted"] is False
+        assert attrs["pass_count"] == 1
+        assert attrs["fail_count"] == 0
+        assert attrs["fail_muted_count"] == 1
+        assert attrs["muted_count"] == 1
+
    def test_finding_groups_status_filter(
        self, authenticated_client, finding_groups_fixture
    ):
@@ -17271,3 +17707,111 @@ class TestFindingGroupViewSet:
            attrs = item["attributes"]
            assert "finding_id" in attrs
            assert attrs["finding_id"] in rds_finding_ids
+
+    def test_latest_resources_picks_scan_by_completed_at_when_overlap(
+        self,
+        authenticated_client,
+        tenants_fixture,
+        providers_fixture,
+        resources_fixture,
+    ):
+        """Overlapping scans on the same provider must resolve to the scan
+        with the latest completed_at, matching the /latest summary path and
+        the daily-summary upsert (keyed on midnight(completed_at)). Picking
+        by inserted_at here produced /resources and /latest reading from
+        different scans and reporting diverging delta/new counts.
+        """
+        tenant = tenants_fixture[0]
+        provider = providers_fixture[0]
+        resource = resources_fixture[0]
+        check_id = "overlap_regression_check"
+
+        t0 = datetime.now(timezone.utc) - timedelta(hours=5)
+        t1 = t0 + timedelta(hours=1)
+        t1_end = t1 + timedelta(minutes=30)
+        t2 = t0 + timedelta(hours=4)
+
+        scan_long = Scan.objects.create(
+            name="long overlap scan",
+            provider=provider,
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=StateChoices.COMPLETED,
+            tenant_id=tenant.id,
+            started_at=t0,
+            completed_at=t2,
+        )
+        scan_short = Scan.objects.create(
+            name="short overlap scan",
+            provider=provider,
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=StateChoices.COMPLETED,
+            tenant_id=tenant.id,
+            started_at=t1,
+            completed_at=t1_end,
+        )
+        # inserted_at is auto_now_add so override with .update() to recreate
+        # the overlap shape: short scan inserted later but completed earlier.
+        Scan.all_objects.filter(pk=scan_long.pk).update(inserted_at=t0)
+        Scan.all_objects.filter(pk=scan_short.pk).update(inserted_at=t1)
+        scan_long.refresh_from_db()
+        scan_short.refresh_from_db()
+
+        assert scan_short.inserted_at > scan_long.inserted_at
+        assert scan_long.completed_at > scan_short.completed_at
+
+        long_finding = Finding.objects.create(
+            tenant_id=tenant.id,
+            uid=f"{check_id}_long",
+            scan=scan_long,
+            delta=None,
+            status=Status.FAIL,
+            status_extended="long scan finding",
+            impact=Severity.high,
+            impact_extended="high",
+            severity=Severity.high,
+            raw_result={"status": Status.FAIL, "severity": Severity.high},
+            check_id=check_id,
+            check_metadata={
+                "CheckId": check_id,
+                "checktitle": "Overlap regression",
+                "Description": "Overlapping scan regression.",
+            },
+            first_seen_at=t0,
+            muted=False,
+        )
+        long_finding.add_resources([resource])
+
+        short_finding = Finding.objects.create(
+            tenant_id=tenant.id,
+            uid=f"{check_id}_short",
+            scan=scan_short,
+            delta="new",
+            status=Status.FAIL,
+            status_extended="short scan finding",
+            impact=Severity.high,
+            impact_extended="high",
+            severity=Severity.high,
+            raw_result={"status": Status.FAIL, "severity": Severity.high},
+            check_id=check_id,
+            check_metadata={
+                "CheckId": check_id,
+                "checktitle": "Overlap regression",
+                "Description": "Overlapping scan regression.",
+            },
+            first_seen_at=t1,
+            muted=False,
+        )
+        short_finding.add_resources([resource])
+
+        response = authenticated_client.get(
+            reverse(
+                "finding-group-latest_resources",
+                kwargs={"check_id": check_id},
+            ),
+        )
+        assert response.status_code == status.HTTP_200_OK
+        data = response.json()["data"]
+        assert len(data) == 1
+        attrs = data[0]["attributes"]
+        assert attrs["finding_id"] == str(long_finding.id)
+        assert attrs["delta"] is None
@@ -4,6 +4,7 @@ import json
 import logging
 import os
 import time
+import uuid
 from collections import defaultdict
 from copy import deepcopy
 from datetime import datetime, timedelta, timezone
@@ -16,7 +17,7 @@ from allauth.socialaccount.providers.github.views import GitHubOAuth2Adapter
 from allauth.socialaccount.providers.google.views import GoogleOAuth2Adapter
 from allauth.socialaccount.providers.saml.views import FinishACSView, LoginView
 from botocore.exceptions import ClientError, NoCredentialsError, ParamValidationError
-from celery import chain
+from celery import chain, states
 from celery.result import AsyncResult
 from config.custom_logging import BackendLogger
 from config.env import env
@@ -53,13 +54,14 @@ from django.db.models import (
 )
 from django.db.models.fields.json import KeyTextTransform
 from django.db.models.functions import Cast, Coalesce, RowNumber
-from django.http import HttpResponse, QueryDict
+from django.http import HttpResponse, HttpResponseBase, HttpResponseRedirect, QueryDict
 from django.shortcuts import redirect
 from django.urls import reverse
 from django.utils.dateparse import parse_date
 from django.utils.decorators import method_decorator
 from django.views.decorators.cache import cache_control
 from django_celery_beat.models import PeriodicTask
+from django_celery_results.models import TaskResult
 from drf_spectacular.settings import spectacular_settings
 from drf_spectacular.types import OpenApiTypes
 from drf_spectacular.utils import (
@@ -83,6 +85,10 @@ from rest_framework.permissions import SAFE_METHODS
 from rest_framework_json_api import filters as jsonapi_filters
 from rest_framework_json_api.views import RelationshipView, Response
 from rest_framework_simplejwt.exceptions import InvalidToken, TokenError
+from rest_framework_simplejwt.token_blacklist.models import (
+    BlacklistedToken,
+    OutstandingToken,
+)
 from tasks.beat import schedule_provider_scan
 from tasks.jobs.attack_paths import db_utils as attack_paths_db_utils
 from tasks.jobs.export import get_s3_client
@@ -169,6 +175,7 @@ from api.models import (
    FindingGroupDailySummary,
    Integration,
    Invitation,
+    InvitationRoleRelationship,
    LighthouseConfiguration,
    LighthouseProviderConfiguration,
    LighthouseProviderModels,
@@ -417,7 +424,7 @@ class SchemaView(SpectacularAPIView):

    def get(self, request, *args, **kwargs):
        spectacular_settings.TITLE = "Prowler API"
-        spectacular_settings.VERSION = "1.26.0"
+        spectacular_settings.VERSION = "1.28.0"
        spectacular_settings.DESCRIPTION = (
            "Prowler API specification.\n\nThis file is auto-generated."
        )
@@ -1330,9 +1337,11 @@ class MembershipViewSet(BaseTenantViewset):
    ),
    destroy=extend_schema(
        summary="Delete tenant memberships",
-        description="Delete the membership details of users in a tenant. You need to be one of the owners to delete a "
-        "membership that is not yours. If you are the last owner of a tenant, you cannot delete your own "
-        "membership.",
+        description="Delete a user's membership from a tenant. This action: (1) removes the membership, "
+        "(2) revokes all refresh tokens for the expelled user, (3) removes their role grants for this tenant, "
+        "(4) cleans up orphaned roles, and (5) deletes the user account if this was their last membership. "
+        "You must be a tenant owner to delete another user's membership. The last owner of a tenant cannot "
+        "delete their own membership.",
        tags=["Tenant"],
    ),
 )
@@ -1341,6 +1350,7 @@ class TenantMembersViewSet(BaseTenantViewset):
    http_method_names = ["get", "delete"]
    serializer_class = MembershipSerializer
    queryset = Membership.objects.none()
+    filterset_class = MembershipFilter
    # Authorization is handled by get_requesting_membership (owner/member checks),
    # not by RBAC, since the target tenant differs from the JWT tenant.
    required_permissions = []
@@ -1398,7 +1408,84 @@ class TenantMembersViewSet(BaseTenantViewset):
                    "You do not have permission to delete this membership."
                )

-        membership_to_delete.delete()
+        user_to_check_id = membership_to_delete.user_id
+        tenant_id = membership_to_delete.tenant_id
+        # All writes run on the admin connection so that the uncommitted
+        # membership delete is visible to the subsequent "other memberships"
+        # check. Splitting the delete and the check across the default
+        # (prowler_user, RLS) and admin connections caused the admin side to
+        # miss the just-deleted row and leave the User row orphaned.
+        with transaction.atomic(using=MainRouter.admin_db):
+            Membership.objects.using(MainRouter.admin_db).filter(
+                id=membership_to_delete.id
+            ).delete()
+
+            # Remove role grants for this user in this tenant to prevent
+            # orphaned permissions that could allow access after expulsion
+            deleted_role_relationships = UserRoleRelationship.objects.using(
+                MainRouter.admin_db
+            ).filter(user_id=user_to_check_id, tenant_id=tenant_id)
+
+            # Collect role IDs that might become orphaned after deletion
+            role_ids_to_check = list(
+                deleted_role_relationships.values_list("role_id", flat=True)
+            )
+
+            # Delete the user role relationships for this tenant
+            deleted_role_relationships.delete()
+
+            # Clean up orphaned roles that have no remaining user or invitation relationships
+            if role_ids_to_check:
+                for role_id in role_ids_to_check:
+                    has_user_relationships = (
+                        UserRoleRelationship.objects.using(MainRouter.admin_db)
+                        .filter(role_id=role_id)
+                        .exists()
+                    )
+
+                    has_invitation_relationships = (
+                        InvitationRoleRelationship.objects.using(MainRouter.admin_db)
+                        .filter(role_id=role_id)
+                        .exists()
+                    )
+
+                    if not has_user_relationships and not has_invitation_relationships:
+                        Role.objects.using(MainRouter.admin_db).filter(
+                            id=role_id
+                        ).delete()
+
+            # Revoke any refresh tokens the expelled user still holds so they
+            # cannot mint fresh access tokens. This must happen before the
+            # User row is deleted, because OutstandingToken.user is
+            # on_delete=SET_NULL in djangorestframework-simplejwt 5.5.1
+            # (see rest_framework_simplejwt/token_blacklist/models.py): once
+            # the user row is gone, user_id becomes NULL and we can no longer
+            # look up that user's outstanding tokens. Access tokens already
+            # issued remain valid until SIMPLE_JWT["ACCESS_TOKEN_LIFETIME"]
+            # expires.
+            outstanding_token_ids = list(
+                OutstandingToken.objects.using(MainRouter.admin_db)
+                .filter(user_id=user_to_check_id)
+                .values_list("id", flat=True)
+            )
+            if outstanding_token_ids:
+                BlacklistedToken.objects.using(MainRouter.admin_db).bulk_create(
+                    [
+                        BlacklistedToken(token_id=token_id)
+                        for token_id in outstanding_token_ids
+                    ],
+                    ignore_conflicts=True,
+                )
+
+            has_other_memberships = (
+                Membership.objects.using(MainRouter.admin_db)
+                .filter(user_id=user_to_check_id)
+                .exists()
+            )
+            if not has_other_memberships:
+                User.objects.using(MainRouter.admin_db).filter(
+                    id=user_to_check_id
+                ).delete()
        return Response(status=status.HTTP_204_NO_CONTENT)


@@ -1841,6 +1928,27 @@ class ProviderViewSet(DisablePaginationMixin, BaseRLSViewSet):
            ),
        },
    ),
+    cis=extend_schema(
+        tags=["Scan"],
+        summary="Retrieve CIS Benchmark compliance report",
+        description="Download the CIS Benchmark compliance report as a PDF file. "
+        "When a provider ships multiple CIS versions, the report is generated "
+        "for the highest available version.",
+        request=None,
+        responses={
+            200: OpenApiResponse(
+                description="PDF file containing the CIS compliance report"
+            ),
+            202: OpenApiResponse(description="The task is in progress"),
+            401: OpenApiResponse(
+                description="API key missing or user not Authenticated"
+            ),
+            403: OpenApiResponse(description="There is a problem with credentials"),
+            404: OpenApiResponse(
+                description="The scan has no CIS reports, or the CIS report generation task has not started yet"
+            ),
+        },
+    ),
 )
@method_decorator(CACHE_DECORATOR, name="list")
@method_decorator(CACHE_DECORATOR, name="retrieve")
@@ -1909,6 +2017,9 @@ class ScanViewSet(BaseRLSViewSet):
        elif self.action == "csa":
            if hasattr(self, "response_serializer_class"):
                return self.response_serializer_class
+        elif self.action == "cis":
+            if hasattr(self, "response_serializer_class"):
+                return self.response_serializer_class
        return super().get_serializer_class()

    def partial_update(self, request, *args, **kwargs):
@@ -1971,24 +2082,38 @@ class ScanViewSet(BaseRLSViewSet):
            },
        )

-    def _load_file(self, path_pattern, s3=False, bucket=None, list_objects=False):
+    def _load_file(
+        self,
+        path_pattern,
+        s3=False,
+        bucket=None,
+        list_objects=False,
+        content_type=None,
+    ):
        """
-        Loads a binary file (e.g., ZIP or CSV) and returns its content and filename.
+        Resolve a report file location and return the bytes (filesystem) or a redirect (S3).

        Depending on the input parameters, this method supports loading:
-        - From S3 using a direct key.
-        - From S3 by listing objects under a prefix and matching suffix.
-        - From the local filesystem using glob pattern matching.
+        - From S3 using a direct key, returns a 302 to a short-lived presigned URL.
+        - From S3 by listing objects under a prefix and matching suffix, returns a 302 to a short-lived presigned URL.
+        - From the local filesystem using glob pattern matching, returns the file bytes.
+
+        The S3 branch never streams bytes through the worker; this prevents gunicorn
+        worker timeouts on large reports.

        Args:
            path_pattern (str): The key or glob pattern representing the file location.
            s3 (bool, optional): Whether the file is stored in S3. Defaults to False.
            bucket (str, optional): The name of the S3 bucket, required if `s3=True`. Defaults to None.
            list_objects (bool, optional): If True and `s3=True`, list objects by prefix to find the file. Defaults to False.
+            content_type (str, optional): On the S3 branch, forwarded as `ResponseContentType`
+                so the presigned download advertises the same Content-Type the API used to send.
+                Ignored on the filesystem branch.

        Returns:
-            tuple[bytes, str]: A tuple containing the file content as bytes and the filename if successful.
-            Response: A DRF `Response` object with an appropriate status and error detail if an error occurs.
+            tuple[bytes, str]: For the filesystem branch, the file content and filename.
+            HttpResponseRedirect: For the S3 branch on success, a 302 redirect to a presigned `GetObject` URL.
+            Response: For any error path, a DRF `Response` with an appropriate status and detail.
        """
        if s3:
            try:
@@ -2035,25 +2160,45 @@ class ScanViewSet(BaseRLSViewSet):
                # path_pattern here is prefix, but in compliance we build correct suffix check before
                key = keys[0]
            else:
-                # path_pattern is exact key
+                # path_pattern is exact key; HEAD before presigning to preserve the 404 contract.
                key = path_pattern
-            try:
-                s3_obj = client.get_object(Bucket=bucket, Key=key)
-            except ClientError as e:
-                code = e.response.get("Error", {}).get("Code")
-                if code == "NoSuchKey":
+                try:
+                    client.head_object(Bucket=bucket, Key=key)
+                except ClientError as e:
+                    code = e.response.get("Error", {}).get("Code")
+                    if code in ("NoSuchKey", "404"):
+                        return Response(
+                            {
+                                "detail": "The scan has no reports, or the report generation task has not started yet."
+                            },
+                            status=status.HTTP_404_NOT_FOUND,
+                        )
                    return Response(
-                        {
-                            "detail": "The scan has no reports, or the report generation task has not started yet."
-                        },
-                        status=status.HTTP_404_NOT_FOUND,
+                        {"detail": "There is a problem with credentials."},
+                        status=status.HTTP_403_FORBIDDEN,
                    )
-                return Response(
-                    {"detail": "There is a problem with credentials."},
-                    status=status.HTTP_403_FORBIDDEN,
-                )
-            content = s3_obj["Body"].read()
+
            filename = os.path.basename(key)
+            # escape quotes and strip CR/LF so a malformed key cannot break out of the header
+            safe_filename = (
+                filename.replace("\\", "\\\\")
+                .replace('"', '\\"')
+                .replace("\r", "")
+                .replace("\n", "")
+            )
+            params = {
+                "Bucket": bucket,
+                "Key": key,
+                "ResponseContentDisposition": f'attachment; filename="{safe_filename}"',
+            }
+            if content_type:
+                params["ResponseContentType"] = content_type
+            url = client.generate_presigned_url(
+                "get_object",
+                Params=params,
+                ExpiresIn=300,
+            )
+            return HttpResponseRedirect(url)
        else:
            files = glob.glob(path_pattern)
            if not files:
@@ -2096,12 +2241,16 @@ class ScanViewSet(BaseRLSViewSet):
            bucket = env.str("DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET", "")
            key_prefix = scan.output_location.removeprefix(f"s3://{bucket}/")
            loader = self._load_file(
-                key_prefix, s3=True, bucket=bucket, list_objects=False
+                key_prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=False,
+                content_type="application/x-zip-compressed",
            )
        else:
            loader = self._load_file(scan.output_location, s3=False)

-        if isinstance(loader, Response):
+        if isinstance(loader, HttpResponseBase):
            return loader

        content, filename = loader
@@ -2139,18 +2288,69 @@ class ScanViewSet(BaseRLSViewSet):
            prefix = os.path.join(
                os.path.dirname(key_prefix), "compliance", f"{name}.csv"
            )
-            loader = self._load_file(prefix, s3=True, bucket=bucket, list_objects=True)
+            loader = self._load_file(
+                prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=True,
+                content_type="text/csv",
+            )
        else:
            base = os.path.dirname(scan.output_location)
            pattern = os.path.join(base, "compliance", f"*_{name}.csv")
            loader = self._load_file(pattern, s3=False)

-        if isinstance(loader, Response):
+        if isinstance(loader, HttpResponseBase):
            return loader

        content, filename = loader
        return self._serve_file(content, filename, "text/csv")

+    @action(
+        detail=True,
+        methods=["get"],
+        url_name="cis",
+    )
+    def cis(self, request, pk=None):
+        scan = self.get_object()
+        running_resp = self._get_task_status(scan)
+        if running_resp:
+            return running_resp
+
+        if not scan.output_location:
+            return Response(
+                {
+                    "detail": "The scan has no reports, or the CIS report generation task has not started yet."
+                },
+                status=status.HTTP_404_NOT_FOUND,
+            )
+
+        if scan.output_location.startswith("s3://"):
+            bucket = env.str("DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET", "")
+            key_prefix = scan.output_location.removeprefix(f"s3://{bucket}/")
+            prefix = os.path.join(
+                os.path.dirname(key_prefix),
+                "cis",
+                "*_cis_report.pdf",
+            )
+            loader = self._load_file(
+                prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=True,
+                content_type="application/pdf",
+            )
+        else:
+            base = os.path.dirname(scan.output_location)
+            pattern = os.path.join(base, "cis", "*_cis_report.pdf")
+            loader = self._load_file(pattern, s3=False)
+
+        if isinstance(loader, HttpResponseBase):
+            return loader
+
+        content, filename = loader
+        return self._serve_file(content, filename, "application/pdf")
+
    @action(
        detail=True,
        methods=["get"],
@@ -2179,13 +2379,19 @@ class ScanViewSet(BaseRLSViewSet):
                "threatscore",
                "*_threatscore_report.pdf",
            )
-            loader = self._load_file(prefix, s3=True, bucket=bucket, list_objects=True)
+            loader = self._load_file(
+                prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=True,
+                content_type="application/pdf",
+            )
        else:
            base = os.path.dirname(scan.output_location)
            pattern = os.path.join(base, "threatscore", "*_threatscore_report.pdf")
            loader = self._load_file(pattern, s3=False)

-        if isinstance(loader, Response):
+        if isinstance(loader, HttpResponseBase):
            return loader

        content, filename = loader
@@ -2219,13 +2425,19 @@ class ScanViewSet(BaseRLSViewSet):
                "ens",
                "*_ens_report.pdf",
            )
-            loader = self._load_file(prefix, s3=True, bucket=bucket, list_objects=True)
+            loader = self._load_file(
+                prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=True,
+                content_type="application/pdf",
+            )
        else:
            base = os.path.dirname(scan.output_location)
            pattern = os.path.join(base, "ens", "*_ens_report.pdf")
            loader = self._load_file(pattern, s3=False)

-        if isinstance(loader, Response):
+        if isinstance(loader, HttpResponseBase):
            return loader

        content, filename = loader
@@ -2258,13 +2470,19 @@ class ScanViewSet(BaseRLSViewSet):
                "nis2",
                "*_nis2_report.pdf",
            )
-            loader = self._load_file(prefix, s3=True, bucket=bucket, list_objects=True)
+            loader = self._load_file(
+                prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=True,
+                content_type="application/pdf",
+            )
        else:
            base = os.path.dirname(scan.output_location)
            pattern = os.path.join(base, "nis2", "*_nis2_report.pdf")
            loader = self._load_file(pattern, s3=False)

-        if isinstance(loader, Response):
+        if isinstance(loader, HttpResponseBase):
            return loader

        content, filename = loader
@@ -2297,13 +2515,19 @@ class ScanViewSet(BaseRLSViewSet):
                "csa",
                "*_csa_report.pdf",
            )
-            loader = self._load_file(prefix, s3=True, bucket=bucket, list_objects=True)
+            loader = self._load_file(
+                prefix,
+                s3=True,
+                bucket=bucket,
+                list_objects=True,
+                content_type="application/pdf",
+            )
        else:
            base = os.path.dirname(scan.output_location)
            pattern = os.path.join(base, "csa", "*_csa_report.pdf")
            loader = self._load_file(pattern, s3=False)

-        if isinstance(loader, Response):
+        if isinstance(loader, HttpResponseBase):
            return loader

        content, filename = loader
@@ -2312,28 +2536,45 @@ class ScanViewSet(BaseRLSViewSet):
    def create(self, request, *args, **kwargs):
        input_serializer = self.get_serializer(data=request.data)
        input_serializer.is_valid(raise_exception=True)
+
+        # Broker publish is deferred to on_commit so the worker cannot read
+        # Scan before BaseRLSViewSet's dispatch-wide atomic commits.
+        pre_task_id = str(uuid.uuid4())
+
        with transaction.atomic():
            scan = input_serializer.save()
-        with transaction.atomic():
-            task = perform_scan_task.apply_async(
-                kwargs={
-                    "tenant_id": self.request.tenant_id,
-                    "scan_id": str(scan.id),
-                    "provider_id": str(scan.provider_id),
-                    # Disabled for now
-                    # checks_to_execute=scan.scanner_args.get("checks_to_execute")
-                },
+            scan.task_id = pre_task_id
+            scan.save(update_fields=["task_id"])
+
+            attack_paths_db_utils.create_attack_paths_scan(
+                tenant_id=self.request.tenant_id,
+                scan_id=str(scan.id),
+                provider_id=str(scan.provider_id),
            )

-        attack_paths_db_utils.create_attack_paths_scan(
-            tenant_id=self.request.tenant_id,
-            scan_id=str(scan.id),
-            provider_id=str(scan.provider_id),
-        )
+            task_result, _ = TaskResult.objects.get_or_create(
+                task_id=pre_task_id,
+                defaults={"status": states.PENDING, "task_name": "scan-perform"},
+            )
+            prowler_task, _ = Task.objects.update_or_create(
+                id=pre_task_id,
+                tenant_id=self.request.tenant_id,
+                defaults={"task_runner_task": task_result},
+            )

-        prowler_task = Task.objects.get(id=task.id)
-        scan.task_id = task.id
-        scan.save(update_fields=["task_id"])
+            scan_kwargs = {
+                "tenant_id": self.request.tenant_id,
+                "scan_id": str(scan.id),
+                "provider_id": str(scan.provider_id),
+                # Disabled for now
+                # checks_to_execute=scan.scanner_args.get("checks_to_execute")
+            }
+
+            transaction.on_commit(
+                lambda: perform_scan_task.apply_async(
+                    kwargs=scan_kwargs, task_id=pre_task_id
+                )
+            )

        self.response_serializer_class = TaskSerializer
        output_serializer = self.get_serializer(prowler_task)
@@ -7127,17 +7368,16 @@ class FindingGroupViewSet(BaseRLSViewSet):
            output_field=IntegerField(),
        )

-        # `pass_count`, `fail_count` and `manual_count` count *every* finding
-        # for the check (muted or not) so the aggregated `status` reflects the
-        # underlying check outcome regardless of mute state. Whether the group
-        # is actionable is signalled by the orthogonal `muted` flag below.
+        # `pass_count`, `fail_count` and `manual_count` only count non-muted
+        # findings. Muted findings are tracked separately via the
+        # `*_muted_count` fields.
        return (
            queryset.values("check_id")
            .annotate(
                severity_order=Max(severity_case),
-                pass_count=Count("id", filter=Q(status="PASS")),
-                fail_count=Count("id", filter=Q(status="FAIL")),
-                manual_count=Count("id", filter=Q(status="MANUAL")),
+                pass_count=Count("id", filter=Q(status="PASS", muted=False)),
+                fail_count=Count("id", filter=Q(status="FAIL", muted=False)),
+                manual_count=Count("id", filter=Q(status="MANUAL", muted=False)),
                pass_muted_count=Count("id", filter=Q(status="PASS", muted=True)),
                fail_muted_count=Count("id", filter=Q(status="FAIL", muted=True)),
                manual_muted_count=Count("id", filter=Q(status="MANUAL", muted=True)),
@@ -7282,12 +7522,18 @@ class FindingGroupViewSet(BaseRLSViewSet):
            # finding-level aggregation path.
            row.pop("nonmuted_count", None)

-            # Compute aggregated status. Counts are inclusive of muted findings,
-            # so the underlying check outcome surfaces even when the group is
-            # fully muted.
+            # Muted findings are treated as resolved/accepted, so they do not
+            # contribute to a failing status. A group is FAIL only when there
+            # is at least one non-muted FAIL; otherwise any pass (muted or
+            # not) or any muted fail makes the group PASS. Only groups whose
+            # findings are exclusively MANUAL fall through to MANUAL.
            if row.get("fail_count", 0) > 0:
                row["status"] = "FAIL"
-            elif row.get("pass_count", 0) > 0:
+            elif (
+                row.get("pass_count", 0) > 0
+                or row.get("pass_muted_count", 0) > 0
+                or row.get("fail_muted_count", 0) > 0
+            ):
                row["status"] = "PASS"
            else:
                row["status"] = "MANUAL"
@@ -7390,6 +7636,8 @@ class FindingGroupViewSet(BaseRLSViewSet):
                aggregated_status=Case(
                    When(fail_count__gt=0, then=Value("FAIL")),
                    When(pass_count__gt=0, then=Value("PASS")),
+                    When(pass_muted_count__gt=0, then=Value("PASS")),
+                    When(fail_muted_count__gt=0, then=Value("PASS")),
                    default=Value("MANUAL"),
                    output_field=CharField(),
                )
@@ -7409,6 +7657,25 @@ class FindingGroupViewSet(BaseRLSViewSet):

        return filterset.qs

+    def _resolve_finding_ids(self, filtered_queryset):
+        """
+        Materialize and request-cache the finding_ids list used to anchor
+        RFM lookups.
+
+        Turning `finding_id__in=Subquery(findings_qs)` into `finding_id__in=
+        [uuid, ...]` nudges PostgreSQL out of a Merge Semi Join that ends up
+        reading hundreds of thousands of RFM index entries just to post-
+        filter tenant_id. Caching on the ViewSet instance (one instance per
+        request) avoids duplicating the findings round-trip when several
+        helpers build different RFM querysets from the same filtered set.
+        """
+        cached = getattr(self, "_finding_ids_cache", None)
+        if cached is not None and cached[0] is filtered_queryset:
+            return cached[1]
+        finding_ids = list(filtered_queryset.order_by().values_list("id", flat=True))
+        self._finding_ids_cache = (filtered_queryset, finding_ids)
+        return finding_ids
+
    def _build_resource_mapping_queryset(
        self, filtered_queryset, resource_ids=None, tenant_id: str | None = None
    ):
@@ -7418,10 +7685,10 @@ class FindingGroupViewSet(BaseRLSViewSet):
        Starting from ResourceFindingMapping avoids scanning all mappings
        before applying check_id/date filters on findings.
        """
-        finding_ids = filtered_queryset.order_by().values("id")
+        finding_ids = self._resolve_finding_ids(filtered_queryset)

        mapping_queryset = ResourceFindingMapping.objects.filter(
-            finding_id__in=Subquery(finding_ids)
+            finding_id__in=finding_ids
        )
        if tenant_id:
            mapping_queryset = mapping_queryset.filter(tenant_id=tenant_id)
@@ -7773,16 +8040,13 @@ class FindingGroupViewSet(BaseRLSViewSet):
                sort_param, self._FINDING_GROUP_SORT_MAP
            )
            if ordering:
-                # status_order is annotated on demand so groups can be sorted by
-                # their aggregated status (FAIL > PASS > MANUAL), mirroring the
-                # priority used in _post_process_aggregation. Counts are
-                # inclusive of muted findings, so the underlying check outcome
-                # surfaces even for fully muted groups.
                if any(field.lstrip("-") == "status_order" for field in ordering):
                    aggregated_queryset = aggregated_queryset.annotate(
                        status_order=Case(
                            When(fail_count__gt=0, then=Value(3)),
                            When(pass_count__gt=0, then=Value(2)),
+                            When(pass_muted_count__gt=0, then=Value(2)),
+                            When(fail_muted_count__gt=0, then=Value(2)),
                            default=Value(1),
                            output_field=IntegerField(),
                        )
@@ -7843,23 +8107,24 @@ class FindingGroupViewSet(BaseRLSViewSet):
                request, filtered_queryset, resource_ids, tenant_id, ordering
            )

-        has_mappings = self._build_resource_mapping_queryset(
-            filtered_queryset, resource_ids=None, tenant_id=tenant_id
-        ).exists()
+        # Serve the mapping response directly and piggyback on the paginator
+        # count to detect orphan-only groups, instead of paying a separate
+        # has_mappings.exists() semi-join over ResourceFindingMapping on
+        # every non-IaC request. TODO: once the ephemeral resources strategy
+        # is decided, mixed groups should route to _combined_paginated_response.
+        response = self._mapping_paginated_response(
+            request, filtered_queryset, resource_ids, tenant_id, ordering
+        )

-        if has_mappings:
-            # Normal or mixed group: serve only resource-mapped rows.
-            # TODO: Orphan findings in mixed groups are intentionally excluded
-            # until the ephemeral resources strategy is decided. When resolved,
-            # route mixed groups to _combined_paginated_response instead.
-            return self._mapping_paginated_response(
-                request, filtered_queryset, resource_ids, tenant_id, ordering
+        page = getattr(self.paginator, "page", None)
+        mapping_total = page.paginator.count if page is not None else None
+        if mapping_total == 0:
+            # Pure orphan group (e.g. IaC): synthesize resource-like rows.
+            return self._combined_paginated_response(
+                request, filtered_queryset, tenant_id, ordering
            )

-        # Pure orphan group (e.g. IaC): synthesize resource-like rows.
-        return self._combined_paginated_response(
-            request, filtered_queryset, tenant_id, ordering
-        )
+        return response

    def _mapping_paginated_response(
        self, request, filtered_queryset, resource_ids, tenant_id, ordering
@@ -8143,10 +8408,13 @@ class FindingGroupViewSet(BaseRLSViewSet):
        tenant_id = request.tenant_id
        queryset = self._get_finding_queryset()

-        # Get latest completed scan for each provider
+        # Order by -completed_at (matching the /latest summary path and the
+        # daily summary upsert keyed on midnight(completed_at)) so that
+        # overlapping scans do not make /resources and /latest read from
+        # different scans and report diverging counts.
        latest_scan_ids = (
            Scan.objects.filter(tenant_id=tenant_id, state=StateChoices.COMPLETED)
-            .order_by("provider_id", "-inserted_at")
+            .order_by("provider_id", "-completed_at", "-inserted_at")
            .distinct("provider_id")
            .values_list("id", flat=True)
        )
@@ -17,8 +17,10 @@ celery_app.config_from_object("django.conf:settings", namespace="CELERY")
 celery_app.conf.update(result_extended=True, result_expires=None)

 celery_app.conf.broker_transport_options = {
-    "visibility_timeout": BROKER_VISIBILITY_TIMEOUT
+    "visibility_timeout": BROKER_VISIBILITY_TIMEOUT,
+    "queue_order_strategy": "priority",
 }
+celery_app.conf.task_default_priority = 6
 celery_app.conf.result_backend_transport_options = {
    "visibility_timeout": BROKER_VISIBILITY_TIMEOUT
 }
@@ -120,6 +120,7 @@ sentry_sdk.init(
    # see https://docs.sentry.io/platforms/python/data-management/data-collected/ for more info
    before_send=before_send,
    send_default_pii=True,
+    traces_sample_rate=env.float("DJANGO_SENTRY_TRACES_SAMPLE_RATE", default=0.02),
    _experiments={
        # Set continuous_profiling_auto_start to True
        # to automatically start the profiler on when
@@ -14,8 +14,8 @@ from rest_framework import status
 from rest_framework.test import APIClient
 from tasks.jobs.backfill import (
    backfill_resource_scan_summaries,
-    backfill_scan_category_summaries,
-    backfill_scan_resource_group_summaries,
+    aggregate_scan_category_summaries,
+    aggregate_scan_resource_group_summaries,
 )

 from api.attack_paths import (
@@ -1445,8 +1445,8 @@ def latest_scan_finding_with_categories(
    )
    finding.add_resources([resource])
    backfill_resource_scan_summaries(tenant_id, str(scan.id))
-    backfill_scan_category_summaries(tenant_id, str(scan.id))
-    backfill_scan_resource_group_summaries(tenant_id, str(scan.id))
+    aggregate_scan_category_summaries(tenant_id, str(scan.id))
+    aggregate_scan_resource_group_summaries(tenant_id, str(scan.id))
    return finding


@@ -1,6 +1,8 @@
 # Portions of this file are based on code from the Cartography project
 # (https://github.com/cartography-cncf/cartography), which is licensed under the Apache 2.0 License.

+import time
+
 from typing import Any

 import aioboto3
@@ -33,7 +35,7 @@ def start_aws_ingestion(

    For the scan progress updates:
        - The caller of this function (`tasks.jobs.attack_paths.scan.run`) has set it to 2.
-        - When the control returns to the caller, it will be set to 95.
+        - When the control returns to the caller, it will be set to 93.
    """

    # Initialize variables common to all jobs
@@ -47,7 +49,7 @@ def start_aws_ingestion(
    }

    boto3_session = get_boto3_session(prowler_api_provider, prowler_sdk_provider)
-    regions: list[str] = list(prowler_sdk_provider._enabled_regions)
+    regions: list[str] = resolve_aws_regions(prowler_api_provider, prowler_sdk_provider)
    requested_syncs = list(cartography_aws.RESOURCE_FUNCTIONS.keys())

    sync_args = cartography_aws._build_aws_sync_kwargs(
@@ -89,34 +91,50 @@ def start_aws_ingestion(
        logger.info(
            f"Syncing function permission_relationships for AWS account {prowler_api_provider.uid}"
        )
+        t0 = time.perf_counter()
        cartography_aws.RESOURCE_FUNCTIONS["permission_relationships"](**sync_args)
+        logger.info(
+            f"Synced function permission_relationships for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+        )
    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 88)

    if "resourcegroupstaggingapi" in requested_syncs:
        logger.info(
            f"Syncing function resourcegroupstaggingapi for AWS account {prowler_api_provider.uid}"
        )
+        t0 = time.perf_counter()
        cartography_aws.RESOURCE_FUNCTIONS["resourcegroupstaggingapi"](**sync_args)
+        logger.info(
+            f"Synced function resourcegroupstaggingapi for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+        )
    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 89)

    logger.info(
        f"Syncing ec2_iaminstanceprofile scoped analysis for AWS account {prowler_api_provider.uid}"
    )
+    t0 = time.perf_counter()
    cartography_aws.run_scoped_analysis_job(
        "aws_ec2_iaminstanceprofile.json",
        neo4j_session,
        common_job_parameters,
    )
+    logger.info(
+        f"Synced ec2_iaminstanceprofile scoped analysis for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+    )
    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 90)

    logger.info(
        f"Syncing lambda_ecr analysis for AWS account {prowler_api_provider.uid}"
    )
+    t0 = time.perf_counter()
    cartography_aws.run_analysis_job(
        "aws_lambda_ecr.json",
        neo4j_session,
        common_job_parameters,
    )
+    logger.info(
+        f"Synced lambda_ecr analysis for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+    )

    if all(
        s in requested_syncs
@@ -125,25 +143,34 @@ def start_aws_ingestion(
        logger.info(
            f"Syncing lb_container_exposure scoped analysis for AWS account {prowler_api_provider.uid}"
        )
+        t0 = time.perf_counter()
        cartography_aws.run_scoped_analysis_job(
            "aws_lb_container_exposure.json",
            neo4j_session,
            common_job_parameters,
        )
+        logger.info(
+            f"Synced lb_container_exposure scoped analysis for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+        )

    if all(s in requested_syncs for s in ["ec2:network_acls", "ec2:load_balancer_v2"]):
        logger.info(
            f"Syncing lb_nacl_direct scoped analysis for AWS account {prowler_api_provider.uid}"
        )
+        t0 = time.perf_counter()
        cartography_aws.run_scoped_analysis_job(
            "aws_lb_nacl_direct.json",
            neo4j_session,
            common_job_parameters,
        )
+        logger.info(
+            f"Synced lb_nacl_direct scoped analysis for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+        )

    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 91)

    logger.info(f"Syncing metadata for AWS account {prowler_api_provider.uid}")
+    t0 = time.perf_counter()
    cartography_aws.merge_module_sync_metadata(
        neo4j_session,
        group_type="AWSAccount",
@@ -152,24 +179,23 @@ def start_aws_ingestion(
        update_tag=cartography_config.update_tag,
        stat_handler=cartography_aws.stat_handler,
    )
+    logger.info(
+        f"Synced metadata for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+    )
    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 92)

    # Removing the added extra field
    del common_job_parameters["AWS_ID"]

-    logger.info(f"Syncing cleanup_job for AWS account {prowler_api_provider.uid}")
-    cartography_aws.run_cleanup_job(
-        "aws_post_ingestion_principals_cleanup.json",
-        neo4j_session,
-        common_job_parameters,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 93)
-
    logger.info(f"Syncing analysis for AWS account {prowler_api_provider.uid}")
+    t0 = time.perf_counter()
    cartography_aws._perform_aws_analysis(
        requested_syncs, neo4j_session, common_job_parameters
    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 94)
+    logger.info(
+        f"Synced analysis for AWS account {prowler_api_provider.uid} in {time.perf_counter() - t0:.3f}s"
+    )
+    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 93)

    return failed_syncs

@@ -200,6 +226,48 @@ def get_boto3_session(
    return boto3_session


+def resolve_aws_regions(
+    prowler_api_provider: ProwlerAPIProvider,
+    prowler_sdk_provider: ProwlerSDKProvider,
+) -> list[str]:
+    """Resolve the regions to scan, falling back when `_enabled_regions` is `None`.
+
+    The SDK silently sets `_enabled_regions` to `None` when `ec2:DescribeRegions`
+    fails (missing IAM permission, transient error). Without a fallback the
+    Cartography ingestion crashes with a non-actionable `TypeError`. Try the
+    user's `audited_regions` next, then the partition's static region list.
+    Excluded regions are honored on every branch.
+    """
+    if prowler_sdk_provider._enabled_regions is not None:
+        regions = set(prowler_sdk_provider._enabled_regions)
+
+    elif prowler_sdk_provider.identity.audited_regions:
+        regions = set(prowler_sdk_provider.identity.audited_regions)
+
+    else:
+        partition = prowler_sdk_provider.identity.partition
+        try:
+            regions = prowler_sdk_provider.get_available_aws_service_regions(
+                "ec2", partition
+            )
+
+        except KeyError:
+            raise RuntimeError(
+                f"No region data available for partition {partition!r}; "
+                f"cannot determine regions to scan for "
+                f"{prowler_api_provider.uid}"
+            )
+
+        logger.warning(
+            f"Could not enumerate enabled regions for AWS account "
+            f"{prowler_api_provider.uid}; falling back to all regions in "
+            f"partition {partition!r}"
+        )
+
+    excluded = set(getattr(prowler_sdk_provider, "_excluded_regions", None) or ())
+    return sorted(regions - excluded)
+
+
 def get_aioboto3_session(boto3_session: boto3.Session) -> aioboto3.Session:
    return aioboto3.Session(botocore_session=boto3_session._session)

@@ -234,6 +302,8 @@ def sync_aws_account(
            )

            try:
+                func_t0 = time.perf_counter()
+
                # `ecr:image_layers` uses `aioboto3_session` instead of `boto3_session`
                if func_name == "ecr:image_layers":
                    cartography_aws.RESOURCE_FUNCTIONS[func_name](
@@ -257,7 +327,15 @@ def sync_aws_account(
                else:
                    cartography_aws.RESOURCE_FUNCTIONS[func_name](**sync_args)

+                logger.info(
+                    f"Synced function {func_name} for AWS account {prowler_api_provider.uid} in {time.perf_counter() - func_t0:.3f}s"
+                )
+
            except Exception as e:
+                logger.info(
+                    f"Synced function {func_name} for AWS account {prowler_api_provider.uid} in {time.perf_counter() - func_t0:.3f}s (FAILED)"
+                )
+
                exception_message = utils.stringify_exception(
                    e, f"Exception for AWS sync function: {func_name}"
                )
@@ -277,3 +355,16 @@ def sync_aws_account(
            )

    return failed_syncs
+
+
+def extract_short_uid(uid: str) -> str:
+    """Return the short identifier from an AWS ARN or resource ID.
+
+    Supported inputs end in one of:
+      - `<type>/<id>`        (e.g. `instance/i-xxx`)
+      - `<type>:<id>`        (e.g. `function:name`)
+      - `<id>`               (e.g. `bucket-name` or `i-xxx`)
+
+    If `uid` is already a short resource ID, it is returned unchanged.
+    """
+    return uid.rsplit("/", 1)[-1].rsplit(":", 1)[-1]
@@ -18,28 +18,45 @@ logger = get_task_logger(__name__)

 def cleanup_stale_attack_paths_scans() -> dict:
    """
-    Find `EXECUTING` `AttackPathsScan` scans whose workers are dead or that have
-    exceeded the stale threshold, and mark them as `FAILED`.
+    Mark stale `AttackPathsScan` rows as `FAILED`.

-    Two-pass detection:
+    Covers two stuck-state scenarios:
+    1. `EXECUTING` scans whose workers are dead, or that have exceeded the
+       stale threshold while alive.
+    2. `SCHEDULED` scans that never made it to a worker — parent scan
+       crashed before dispatch, broker lost the message, etc. Detected by
+       age plus the parent `Scan` no longer being in flight.
+    """
+    threshold = timedelta(minutes=ATTACK_PATHS_SCAN_STALE_THRESHOLD_MINUTES)
+    now = datetime.now(tz=timezone.utc)
+    cutoff = now - threshold
+
+    cleaned_up: list[str] = []
+    cleaned_up.extend(_cleanup_stale_executing_scans(cutoff))
+    cleaned_up.extend(_cleanup_stale_scheduled_scans(cutoff))
+
+    logger.info(
+        f"Stale `AttackPathsScan` cleanup: {len(cleaned_up)} scan(s) cleaned up"
+    )
+    return {"cleaned_up_count": len(cleaned_up), "scan_ids": cleaned_up}
+
+
+def _cleanup_stale_executing_scans(cutoff: datetime) -> list[str]:
+    """
+    Two-pass detection for `EXECUTING` scans:
    1. If `TaskResult.worker` exists, ping the worker.
       - Dead worker: cleanup immediately (any age).
       - Alive + past threshold: revoke the task, then cleanup.
       - Alive + within threshold: skip.
    2. If no worker field: fall back to time-based heuristic only.
    """
-    threshold = timedelta(minutes=ATTACK_PATHS_SCAN_STALE_THRESHOLD_MINUTES)
-    now = datetime.now(tz=timezone.utc)
-    cutoff = now - threshold
-
-    executing_scans = (
+    executing_scans = list(
        AttackPathsScan.all_objects.using(MainRouter.admin_db)
        .filter(state=StateChoices.EXECUTING)
        .select_related("task__task_runner_task")
    )

    # Cache worker liveness so each worker is pinged at most once
-    executing_scans = list(executing_scans)
    workers = {
        tr.worker
        for scan in executing_scans
@@ -48,7 +65,7 @@ def cleanup_stale_attack_paths_scans() -> dict:
    }
    worker_alive = {w: _is_worker_alive(w) for w in workers}

-    cleaned_up = []
+    cleaned_up: list[str] = []

    for scan in executing_scans:
        task_result = (
@@ -65,9 +82,7 @@ def cleanup_stale_attack_paths_scans() -> dict:

                # Alive but stale — revoke before cleanup
                _revoke_task(task_result)
-                reason = (
-                    "Scan exceeded stale threshold — " "cleaned up by periodic task"
-                )
+                reason = "Scan exceeded stale threshold — cleaned up by periodic task"
            else:
                reason = "Worker dead — cleaned up by periodic task"
        else:
@@ -82,10 +97,57 @@ def cleanup_stale_attack_paths_scans() -> dict:
        if _cleanup_scan(scan, task_result, reason):
            cleaned_up.append(str(scan.id))

-    logger.info(
-        f"Stale `AttackPathsScan` cleanup: {len(cleaned_up)} scan(s) cleaned up"
+    return cleaned_up
+
+
+def _cleanup_stale_scheduled_scans(cutoff: datetime) -> list[str]:
+    """
+    Cleanup `SCHEDULED` scans that never reached a worker.
+
+    Detection:
+    - `state == SCHEDULED`
+    - `started_at < cutoff`
+    - parent `Scan` is no longer in flight (terminal state or missing). This
+      avoids cleaning up rows whose parent Prowler scan is legitimately still
+      running.
+
+    For each match: revoke the queued task (best-effort; harmless if already
+    consumed), atomically flip to `FAILED`, and mark the `TaskResult`. The
+    temp Neo4j database is never created while `SCHEDULED`, so no drop is
+    needed.
+    """
+    scheduled_scans = list(
+        AttackPathsScan.all_objects.using(MainRouter.admin_db)
+        .filter(
+            state=StateChoices.SCHEDULED,
+            started_at__lt=cutoff,
+        )
+        .select_related("task__task_runner_task", "scan")
    )
-    return {"cleaned_up_count": len(cleaned_up), "scan_ids": cleaned_up}
+
+    cleaned_up: list[str] = []
+    parent_terminal = (
+        StateChoices.COMPLETED,
+        StateChoices.FAILED,
+        StateChoices.CANCELLED,
+    )
+
+    for scan in scheduled_scans:
+        parent_scan = scan.scan
+        if parent_scan is not None and parent_scan.state not in parent_terminal:
+            continue
+
+        task_result = (
+            getattr(scan.task, "task_runner_task", None) if scan.task else None
+        )
+        if task_result:
+            _revoke_task(task_result, terminate=False)
+
+        reason = "Scan never started — cleaned up by periodic task"
+        if _cleanup_scheduled_scan(scan, task_result, reason):
+            cleaned_up.append(str(scan.id))
+
+    return cleaned_up


 def _is_worker_alive(worker: str) -> bool:
@@ -98,12 +160,17 @@ def _is_worker_alive(worker: str) -> bool:
        return True


-def _revoke_task(task_result) -> None:
-    """Send `SIGTERM` to a hung Celery task. Non-fatal on failure."""
+def _revoke_task(task_result, terminate: bool = True) -> None:
+    """Revoke a Celery task. Non-fatal on failure.
+
+    `terminate=True` SIGTERMs the worker if the task is mid-execution; use
+    for EXECUTING cleanup. `terminate=False` only marks the task id revoked
+    across workers, so any worker pulling the queued message discards it;
+    use for SCHEDULED cleanup where the task hasn't run yet.
+    """
    try:
-        current_app.control.revoke(
-            task_result.task_id, terminate=True, signal="SIGTERM"
-        )
+        kwargs = {"terminate": True, "signal": "SIGTERM"} if terminate else {}
+        current_app.control.revoke(task_result.task_id, **kwargs)
        logger.info(f"Revoked task {task_result.task_id}")
    except Exception:
        logger.exception(f"Failed to revoke task {task_result.task_id}")
@@ -125,28 +192,64 @@ def _cleanup_scan(scan, task_result, reason: str) -> bool:
    except Exception:
        logger.exception(f"Failed to drop temp database {tmp_db_name}")

-    # 2. Lock row, verify still EXECUTING, mark FAILED — all atomic
-    with rls_transaction(str(scan.tenant_id)):
-        try:
-            fresh_scan = AttackPathsScan.objects.select_for_update().get(id=scan.id)
-        except AttackPathsScan.DoesNotExist:
-            logger.warning(f"Scan {scan_id_str} no longer exists, skipping")
-            return False
+    fresh_scan = _finalize_failed_scan(scan, StateChoices.EXECUTING, reason)
+    if fresh_scan is None:
+        return False

-        if fresh_scan.state != StateChoices.EXECUTING:
-            logger.info(f"Scan {scan_id_str} is now {fresh_scan.state}, skipping")
-            return False
-
-        _mark_scan_finished(fresh_scan, StateChoices.FAILED, {"global_error": reason})
-
-    # 3. Mark `TaskResult` as `FAILURE` (not RLS-protected, outside lock)
+    # Mark `TaskResult` as `FAILURE` (not RLS-protected, outside lock)
    if task_result:
        task_result.status = states.FAILURE
        task_result.date_done = datetime.now(tz=timezone.utc)
        task_result.save(update_fields=["status", "date_done"])

-    # 4. Recover graph_data_ready if provider data still exists
    recover_graph_data_ready(fresh_scan)

    logger.info(f"Cleaned up stale scan {scan_id_str}: {reason}")
    return True
+
+
+def _cleanup_scheduled_scan(scan, task_result, reason: str) -> bool:
+    """
+    Clean up a `SCHEDULED` scan that never reached a worker.
+
+    Skips the temp Neo4j drop — the database is only created once the worker
+    enters `EXECUTING`, so dropping it here just produces noisy log output.
+
+    Returns `True` if the scan was actually cleaned up, `False` if skipped.
+    """
+    scan_id_str = str(scan.id)
+
+    fresh_scan = _finalize_failed_scan(scan, StateChoices.SCHEDULED, reason)
+    if fresh_scan is None:
+        return False
+
+    if task_result:
+        task_result.status = states.FAILURE
+        task_result.date_done = datetime.now(tz=timezone.utc)
+        task_result.save(update_fields=["status", "date_done"])
+
+    logger.info(f"Cleaned up scheduled scan {scan_id_str}: {reason}")
+    return True
+
+
+def _finalize_failed_scan(scan, expected_state: str, reason: str):
+    """
+    Atomically lock the row, verify it's still in `expected_state`, and
+    mark it `FAILED`. Returns the locked row on success, `None` if the
+    row is gone or has already moved on.
+    """
+    scan_id_str = str(scan.id)
+    with rls_transaction(str(scan.tenant_id)):
+        try:
+            fresh_scan = AttackPathsScan.objects.select_for_update().get(id=scan.id)
+        except AttackPathsScan.DoesNotExist:
+            logger.warning(f"Scan {scan_id_str} no longer exists, skipping")
+            return None
+
+        if fresh_scan.state != expected_state:
+            logger.info(f"Scan {scan_id_str} is now {fresh_scan.state}, skipping")
+            return None
+
+        _mark_scan_finished(fresh_scan, StateChoices.FAILED, {"global_error": reason})
+
+    return fresh_scan
@@ -8,9 +8,9 @@ from tasks.jobs.attack_paths import aws
 # Batch size for Neo4j write operations (resource labeling, cleanup)
 BATCH_SIZE = env.int("ATTACK_PATHS_BATCH_SIZE", 1000)
 # Batch size for Postgres findings fetch (keyset pagination page size)
-FINDINGS_BATCH_SIZE = env.int("ATTACK_PATHS_FINDINGS_BATCH_SIZE", 500)
+FINDINGS_BATCH_SIZE = env.int("ATTACK_PATHS_FINDINGS_BATCH_SIZE", 1000)
 # Batch size for temp-to-tenant graph sync (nodes and relationships per cursor page)
-SYNC_BATCH_SIZE = env.int("ATTACK_PATHS_SYNC_BATCH_SIZE", 250)
+SYNC_BATCH_SIZE = env.int("ATTACK_PATHS_SYNC_BATCH_SIZE", 1000)

 # Neo4j internal labels (Prowler-specific, not provider-specific)
 # - `Internet`: Singleton node representing external internet access for exposed-resource queries
@@ -37,6 +37,8 @@ class ProviderConfig:
    # Label for resources connected to the account node, enabling indexed finding lookups.
    resource_label: str  # e.g., "_AWSResource"
    ingestion_function: Callable
+    # Maps a Postgres resource UID (e.g. full ARN) to the short-id form Cartography stores on some node types (e.g. `i-xxx` for EC2Instance).
+    short_uid_extractor: Callable[[str], str]


 # Provider Configurations
@@ -48,6 +50,7 @@ AWS_CONFIG = ProviderConfig(
    uid_field="arn",
    resource_label="_AWSResource",
    ingestion_function=aws.start_aws_ingestion,
+    short_uid_extractor=aws.extract_short_uid,
 )

 PROVIDER_CONFIGS: dict[str, ProviderConfig] = {
@@ -116,6 +119,21 @@ def get_provider_resource_label(provider_type: str) -> str:
    return config.resource_label if config else "_UnknownProviderResource"


+def _identity_short_uid(uid: str) -> str:
+    """Fallback short-uid extractor for providers without a custom mapping."""
+    return uid
+
+
+def get_short_uid_extractor(provider_type: str) -> Callable[[str], str]:
+    """Get the short-uid extractor for a provider type.
+
+    Returns an identity function when the provider is unknown, so callers can
+    rely on a callable always being returned.
+    """
+    config = PROVIDER_CONFIGS.get(provider_type)
+    return config.short_uid_extractor if config else _identity_short_uid
+
+
 # Dynamic Isolation Label Helpers
 # --------------------------------

@@ -67,25 +67,52 @@ def retrieve_attack_paths_scan(
        return None


+def set_attack_paths_scan_task_id(
+    tenant_id: str,
+    scan_pk: str,
+    task_id: str,
+) -> None:
+    """Persist the Celery `task_id` on the `AttackPathsScan` row.
+
+    Called at dispatch time (when `apply_async` returns) so the row carries
+    the task id even while still `SCHEDULED`. This lets the periodic
+    cleanup revoke queued messages for scans that never reached a worker.
+    """
+    with rls_transaction(tenant_id):
+        ProwlerAPIAttackPathsScan.objects.filter(id=scan_pk).update(task_id=task_id)
+
+
 def starting_attack_paths_scan(
    attack_paths_scan: ProwlerAPIAttackPathsScan,
-    task_id: str,
    cartography_config: CartographyConfig,
-) -> None:
-    with rls_transaction(attack_paths_scan.tenant_id):
-        attack_paths_scan.task_id = task_id
-        attack_paths_scan.state = StateChoices.EXECUTING
-        attack_paths_scan.started_at = datetime.now(tz=timezone.utc)
-        attack_paths_scan.update_tag = cartography_config.update_tag
+) -> bool:
+    """Flip the row from `SCHEDULED` to `EXECUTING` atomically.

-        attack_paths_scan.save(
-            update_fields=[
-                "task_id",
-                "state",
-                "started_at",
-                "update_tag",
-            ]
-        )
+    Returns `False` if the row is gone or has already moved past
+    `SCHEDULED` (e.g., periodic cleanup raced ahead and marked it
+    `FAILED` while the worker message was still in flight).
+    """
+    with rls_transaction(attack_paths_scan.tenant_id):
+        try:
+            locked = ProwlerAPIAttackPathsScan.objects.select_for_update().get(
+                id=attack_paths_scan.id
+            )
+        except ProwlerAPIAttackPathsScan.DoesNotExist:
+            return False
+
+        if locked.state != StateChoices.SCHEDULED:
+            return False
+
+        locked.state = StateChoices.EXECUTING
+        locked.started_at = datetime.now(tz=timezone.utc)
+        locked.update_tag = cartography_config.update_tag
+        locked.save(update_fields=["state", "started_at", "update_tag"])
+
+    # Keep the in-memory object the caller is holding in sync.
+    attack_paths_scan.state = locked.state
+    attack_paths_scan.started_at = locked.started_at
+    attack_paths_scan.update_tag = locked.update_tag
+    return True


 def _mark_scan_finished(
@@ -8,10 +8,11 @@ This module handles:
 """

 from collections import defaultdict
-from typing import Any, Generator
+from typing import Any, Callable, Generator
 from uuid import UUID

 import neo4j
+
 from cartography.config import Config as CartographyConfig
 from celery.utils.log import get_task_logger
 from tasks.jobs.attack_paths.config import (
@@ -20,6 +21,7 @@ from tasks.jobs.attack_paths.config import (
    get_node_uid_field,
    get_provider_resource_label,
    get_root_node_label,
+    get_short_uid_extractor,
 )
 from tasks.jobs.attack_paths.queries import (
    ADD_RESOURCE_LABEL_TEMPLATE,
@@ -56,7 +58,9 @@ _DB_QUERY_FIELDS = [
 ]


-def _to_neo4j_dict(record: dict[str, Any], resource_uid: str) -> dict[str, Any]:
+def _to_neo4j_dict(
+    record: dict[str, Any], resource_uid: str, resource_short_uid: str
+) -> dict[str, Any]:
    """Transform a Django `.values()` record into a `dict` ready for Neo4j ingestion."""
    return {
        "id": str(record["id"]),
@@ -74,6 +78,7 @@ def _to_neo4j_dict(record: dict[str, Any], resource_uid: str) -> dict[str, Any]:
        "muted": record["muted"],
        "muted_reason": record["muted_reason"],
        "resource_uid": resource_uid,
+        "resource_short_uid": resource_short_uid,
    }


@@ -86,17 +91,21 @@ def analysis(
    prowler_api_provider: Provider,
    scan_id: str,
    config: CartographyConfig,
-) -> None:
+) -> tuple[int, int]:
    """
    Main entry point for Prowler findings analysis.

    Adds resource labels and loads findings.
+    Returns (labeled_nodes, findings_loaded).
    """
-    add_resource_label(
+    total_labeled = add_resource_label(
        neo4j_session, prowler_api_provider.provider, str(prowler_api_provider.uid)
    )
    findings_data = stream_findings_with_resources(prowler_api_provider, scan_id)
-    load_findings(neo4j_session, findings_data, prowler_api_provider, config)
+    total_loaded = load_findings(
+        neo4j_session, findings_data, prowler_api_provider, config
+    )
+    return total_labeled, total_loaded


 def add_resource_label(
@@ -146,12 +155,11 @@ def load_findings(
    findings_batches: Generator[list[dict[str, Any]], None, None],
    prowler_api_provider: Provider,
    config: CartographyConfig,
-) -> None:
+) -> int:
    """Load Prowler findings into the graph, linking them to resources."""
    query = render_cypher_template(
        INSERT_FINDING_TEMPLATE,
        {
-            "__ROOT_NODE_LABEL__": get_root_node_label(prowler_api_provider.provider),
            "__NODE_UID_FIELD__": get_node_uid_field(prowler_api_provider.provider),
            "__RESOURCE_LABEL__": get_provider_resource_label(
                prowler_api_provider.provider
@@ -160,13 +168,14 @@ def load_findings(
    )

    parameters = {
-        "provider_uid": str(prowler_api_provider.uid),
        "last_updated": config.update_tag,
        "prowler_version": ProwlerConfig.prowler_version,
    }

    batch_num = 0
    total_records = 0
+    edges_merged = 0
+    edges_dropped = 0
    for batch in findings_batches:
        batch_num += 1
        batch_size = len(batch)
@@ -175,9 +184,16 @@ def load_findings(
        parameters["findings_data"] = batch

        logger.info(f"Loading findings batch {batch_num} ({batch_size} records)")
-        neo4j_session.run(query, parameters)
+        summary = neo4j_session.run(query, parameters).single()
+        if summary is not None:
+            edges_merged += summary.get("merged_count", 0)
+            edges_dropped += summary.get("dropped_count", 0)

-    logger.info(f"Finished loading {total_records} records in {batch_num} batches")
+    logger.info(
+        f"Finished loading {total_records} records in {batch_num} batches "
+        f"(edges_merged={edges_merged}, edges_dropped={edges_dropped})"
+    )
+    return total_records


 # Findings Streaming (Generator-based)
@@ -201,8 +217,9 @@ def stream_findings_with_resources(
    )

    tenant_id = prowler_api_provider.tenant_id
+    short_uid_extractor = get_short_uid_extractor(prowler_api_provider.provider)
    for batch in _paginate_findings(tenant_id, scan_id):
-        enriched = _enrich_batch_with_resources(batch, tenant_id)
+        enriched = _enrich_batch_with_resources(batch, tenant_id, short_uid_extractor)
        if enriched:
            yield enriched

@@ -265,6 +282,7 @@ def _fetch_findings_batch(
 def _enrich_batch_with_resources(
    findings_batch: list[dict[str, Any]],
    tenant_id: str,
+    short_uid_extractor: Callable[[str], str],
 ) -> list[dict[str, Any]]:
    """
    Enrich findings with their resource UIDs.
@@ -276,7 +294,7 @@ def _enrich_batch_with_resources(
    resource_map = _build_finding_resource_map(finding_ids, tenant_id)

    return [
-        _to_neo4j_dict(finding, resource_uid)
+        _to_neo4j_dict(finding, resource_uid, short_uid_extractor(resource_uid))
        for finding in findings_batch
        for resource_uid in resource_map.get(finding["id"], [])
    ]
@@ -32,52 +32,59 @@ ADD_RESOURCE_LABEL_TEMPLATE = """
 """

 INSERT_FINDING_TEMPLATE = f"""
-    MATCH (account:__ROOT_NODE_LABEL__ {{id: $provider_uid}})
    UNWIND $findings_data AS finding_data

-    OPTIONAL MATCH (account)-->(resource_by_uid:__RESOURCE_LABEL__)
-        WHERE resource_by_uid.__NODE_UID_FIELD__ = finding_data.resource_uid
-    WITH account, finding_data, resource_by_uid
-
-    OPTIONAL MATCH (account)-->(resource_by_id:__RESOURCE_LABEL__)
+    OPTIONAL MATCH (resource_by_uid:__RESOURCE_LABEL__ {{__NODE_UID_FIELD__: finding_data.resource_uid}})
+    OPTIONAL MATCH (resource_by_id:__RESOURCE_LABEL__ {{id: finding_data.resource_uid}})
        WHERE resource_by_uid IS NULL
-            AND resource_by_id.id = finding_data.resource_uid
-    WITH account, finding_data, COALESCE(resource_by_uid, resource_by_id) AS resource
-        WHERE resource IS NOT NULL
+    OPTIONAL MATCH (resource_by_short:__RESOURCE_LABEL__ {{id: finding_data.resource_short_uid}})
+        WHERE resource_by_uid IS NULL AND resource_by_id IS NULL
+    WITH finding_data,
+         resource_by_uid,
+         resource_by_id,
+         head(collect(resource_by_short)) AS resource_by_short
+    WITH finding_data,
+         COALESCE(resource_by_uid, resource_by_id, resource_by_short) AS resource

-    MERGE (finding:{PROWLER_FINDING_LABEL} {{id: finding_data.id}})
-        ON CREATE SET
-            finding.id = finding_data.id,
-            finding.uid = finding_data.uid,
-            finding.inserted_at = finding_data.inserted_at,
-            finding.updated_at = finding_data.updated_at,
-            finding.first_seen_at = finding_data.first_seen_at,
-            finding.scan_id = finding_data.scan_id,
-            finding.delta = finding_data.delta,
-            finding.status = finding_data.status,
-            finding.status_extended = finding_data.status_extended,
-            finding.severity = finding_data.severity,
-            finding.check_id = finding_data.check_id,
-            finding.check_title = finding_data.check_title,
-            finding.muted = finding_data.muted,
-            finding.muted_reason = finding_data.muted_reason,
-            finding.firstseen = timestamp(),
-            finding.lastupdated = $last_updated,
-            finding._module_name = 'cartography:prowler',
-            finding._module_version = $prowler_version
-        ON MATCH SET
-            finding.status = finding_data.status,
-            finding.status_extended = finding_data.status_extended,
-            finding.lastupdated = $last_updated
+    FOREACH (_ IN CASE WHEN resource IS NOT NULL THEN [1] ELSE [] END |
+        MERGE (finding:{PROWLER_FINDING_LABEL} {{id: finding_data.id}})
+            ON CREATE SET
+                finding.id = finding_data.id,
+                finding.uid = finding_data.uid,
+                finding.inserted_at = finding_data.inserted_at,
+                finding.updated_at = finding_data.updated_at,
+                finding.first_seen_at = finding_data.first_seen_at,
+                finding.scan_id = finding_data.scan_id,
+                finding.delta = finding_data.delta,
+                finding.status = finding_data.status,
+                finding.status_extended = finding_data.status_extended,
+                finding.severity = finding_data.severity,
+                finding.check_id = finding_data.check_id,
+                finding.check_title = finding_data.check_title,
+                finding.muted = finding_data.muted,
+                finding.muted_reason = finding_data.muted_reason,
+                finding.firstseen = timestamp(),
+                finding.lastupdated = $last_updated,
+                finding._module_name = 'cartography:prowler',
+                finding._module_version = $prowler_version
+            ON MATCH SET
+                finding.status = finding_data.status,
+                finding.status_extended = finding_data.status_extended,
+                finding.lastupdated = $last_updated
+        MERGE (resource)-[rel:HAS_FINDING]->(finding)
+            ON CREATE SET
+                rel.firstseen = timestamp(),
+                rel.lastupdated = $last_updated,
+                rel._module_name = 'cartography:prowler',
+                rel._module_version = $prowler_version
+            ON MATCH SET
+                rel.lastupdated = $last_updated
+    )

-    MERGE (resource)-[rel:HAS_FINDING]->(finding)
-        ON CREATE SET
-            rel.firstseen = timestamp(),
-            rel.lastupdated = $last_updated,
-            rel._module_name = 'cartography:prowler',
-            rel._module_version = $prowler_version
-        ON MATCH SET
-            rel.lastupdated = $last_updated
+    WITH sum(CASE WHEN resource IS NOT NULL THEN 1 ELSE 0 END) AS merged_count,
+         sum(CASE WHEN resource IS NULL THEN 1 ELSE 0 END) AS dropped_count
+
+    RETURN merged_count, dropped_count
 """

 # Internet queries (used by internet.py)
@@ -55,6 +55,7 @@ exception propagates to Celery.

 import logging
 import time
+
 from typing import Any

 from cartography.config import Config as CartographyConfig
@@ -96,6 +97,19 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
    )
    attack_paths_scan = db_utils.retrieve_attack_paths_scan(tenant_id, scan_id)

+    # Idempotency guard: cleanup may have flipped this row to a terminal state
+    # while the message was still in flight. Bail out before touching state.
+    if attack_paths_scan and attack_paths_scan.state in (
+        StateChoices.FAILED,
+        StateChoices.COMPLETED,
+        StateChoices.CANCELLED,
+    ):
+        logger.warning(
+            f"Attack Paths scan {attack_paths_scan.id} already in terminal "
+            f"state {attack_paths_scan.state}; skipping execution"
+        )
+        return {}
+
    # Checks before starting the scan
    if not cartography_ingestion_function:
        ingestion_exceptions = {
@@ -113,12 +127,17 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:

    else:
        if not attack_paths_scan:
+            # Safety net for in-flight messages or direct task invocations; dispatcher normally pre-creates the row.
            logger.warning(
                f"No Attack Paths Scan found for scan {scan_id} and tenant {tenant_id}, let's create it then"
            )
            attack_paths_scan = db_utils.create_attack_paths_scan(
                tenant_id, scan_id, prowler_api_provider.id
            )
+            if attack_paths_scan and task_id:
+                db_utils.set_attack_paths_scan_task_id(
+                    tenant_id, attack_paths_scan.id, task_id
+                )

    tmp_database_name = graph_database.get_database_name(
        attack_paths_scan.id, temporary=True
@@ -140,8 +159,18 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
    )

    # Starting the Attack Paths scan
-    db_utils.starting_attack_paths_scan(
-        attack_paths_scan, task_id, tenant_cartography_config
+    if not db_utils.starting_attack_paths_scan(
+        attack_paths_scan, tenant_cartography_config
+    ):
+        logger.warning(
+            f"Attack Paths scan {attack_paths_scan.id} no longer in SCHEDULED state; cleanup likely raced ahead"
+        )
+        return {}
+
+    scan_t0 = time.perf_counter()
+    logger.info(
+        f"Starting Attack Paths scan ({attack_paths_scan.id}) for "
+        f"{prowler_api_provider.provider.upper()} provider {prowler_api_provider.id}"
    )

    subgraph_dropped = False
@@ -169,6 +198,7 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 2)

            # The real scan, where iterates over cloud services
+            t0 = time.perf_counter()
            ingestion_exceptions = utils.call_within_event_loop(
                cartography_ingestion_function,
                tmp_neo4j_session,
@@ -177,19 +207,23 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
                prowler_sdk_provider,
                attack_paths_scan,
            )
+            logger.info(
+                f"Cartography ingestion completed in {time.perf_counter() - t0:.3f}s "
+                f"(failed_syncs={len(ingestion_exceptions)})"
+            )

            # Post-processing: Just keeping it to be more Cartography compliant
            logger.info(
                f"Syncing Cartography ontology for AWS account {prowler_api_provider.uid}"
            )
            cartography_ontology.run(tmp_neo4j_session, tmp_cartography_config)
-            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 95)
+            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 94)

            logger.info(
                f"Syncing Cartography analysis for AWS account {prowler_api_provider.uid}"
            )
            cartography_analysis.run(tmp_neo4j_session, tmp_cartography_config)
-            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 96)
+            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 95)

            # Creating Internet node and CAN_ACCESS relationships
            logger.info(
@@ -198,14 +232,20 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
            internet.analysis(
                tmp_neo4j_session, prowler_api_provider, tmp_cartography_config
            )
+            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 96)

            # Adding Prowler Finding nodes and relationships
            logger.info(
                f"Syncing Prowler analysis for AWS account {prowler_api_provider.uid}"
            )
-            findings.analysis(
+            t0 = time.perf_counter()
+            labeled_nodes, findings_loaded = findings.analysis(
                tmp_neo4j_session, prowler_api_provider, scan_id, tmp_cartography_config
            )
+            logger.info(
+                f"Prowler analysis completed in {time.perf_counter() - t0:.3f}s "
+                f"(findings={findings_loaded}, labeled_nodes={labeled_nodes})"
+            )
            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 97)

        logger.info(
@@ -227,22 +267,33 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
        logger.info(f"Deleting existing provider graph in {tenant_database_name}")
        db_utils.set_provider_graph_data_ready(attack_paths_scan, False)
        provider_gated = True
-        graph_database.drop_subgraph(
+
+        t0 = time.perf_counter()
+        deleted_nodes = graph_database.drop_subgraph(
            database=tenant_database_name,
            provider_id=str(prowler_api_provider.id),
        )
+        logger.info(
+            f"Deleted existing provider graph in {time.perf_counter() - t0:.3f}s "
+            f"(deleted_nodes={deleted_nodes})"
+        )
        subgraph_dropped = True
        db_utils.update_attack_paths_scan_progress(attack_paths_scan, 98)

        logger.info(
            f"Syncing graph from {tmp_database_name} into {tenant_database_name}"
        )
-        sync.sync_graph(
+        t0 = time.perf_counter()
+        sync_result = sync.sync_graph(
            source_database=tmp_database_name,
            target_database=tenant_database_name,
            tenant_id=str(prowler_api_provider.tenant_id),
            provider_id=str(prowler_api_provider.id),
        )
+        logger.info(
+            f"Synced graph in {time.perf_counter() - t0:.3f}s "
+            f"(nodes={sync_result['nodes']}, relationships={sync_result['relationships']})"
+        )
        sync_completed = True
        db_utils.set_graph_data_ready(attack_paths_scan, True)
        db_utils.update_attack_paths_scan_progress(attack_paths_scan, 99)
@@ -250,17 +301,16 @@ def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
        logger.info(f"Clearing Neo4j cache for database {tenant_database_name}")
        graph_database.clear_cache(tenant_database_name)

-        logger.info(
-            f"Completed Cartography ({attack_paths_scan.id}) for "
-            f"{prowler_api_provider.provider.upper()} provider {prowler_api_provider.id}"
-        )
-
        logger.info(f"Dropping temporary Neo4j database {tmp_database_name}")
        graph_database.drop_database(tmp_database_name)

        db_utils.finish_attack_paths_scan(
            attack_paths_scan, StateChoices.COMPLETED, ingestion_exceptions
        )
+        logger.info(
+            f"Attack Paths scan completed in {time.perf_counter() - scan_t0:.3f}s "
+            f"(state=completed, failed_syncs={len(ingestion_exceptions)})"
+        )
        return ingestion_exceptions

    except Exception as e:
@@ -5,6 +5,8 @@ This module handles syncing graph data from temporary scan databases
 to the tenant database, adding provider isolation labels and properties.
 """

+import time
+
 from collections import defaultdict
 from typing import Any

@@ -81,6 +83,7 @@ def sync_nodes(
    Source and target sessions are opened sequentially per batch to avoid
    holding two Bolt connections simultaneously for the entire sync duration.
    """
+    t0 = time.perf_counter()
    last_id = -1
    total_synced = 0

@@ -117,7 +120,7 @@ def sync_nodes(

        total_synced += batch_count
        logger.info(
-            f"Synced {total_synced} nodes from {source_database} to {target_database}"
+            f"Synced {total_synced} nodes from {source_database} to {target_database} in {time.perf_counter() - t0:.3f}s"
        )

    return total_synced
@@ -136,6 +139,7 @@ def sync_relationships(
    Source and target sessions are opened sequentially per batch to avoid
    holding two Bolt connections simultaneously for the entire sync duration.
    """
+    t0 = time.perf_counter()
    last_id = -1
    total_synced = 0

@@ -166,7 +170,7 @@ def sync_relationships(

        total_synced += batch_count
        logger.info(
-            f"Synced {total_synced} relationships from {source_database} to {target_database}"
+            f"Synced {total_synced} relationships from {source_database} to {target_database} in {time.perf_counter() - t0:.3f}s"
        )

    return total_synced
@@ -297,12 +297,15 @@ def backfill_daily_severity_summaries(tenant_id: str, days: int = None):
    }


-def backfill_scan_category_summaries(tenant_id: str, scan_id: str):
+def aggregate_scan_category_summaries(tenant_id: str, scan_id: str):
    """
    Backfill ScanCategorySummary for a completed scan.

    Aggregates category counts from all findings in the scan and creates
    one ScanCategorySummary row per (category, severity) combination.
+    Idempotent: re-runs replace the scan's existing rows so counts stay in
+    sync with `Finding.muted` updates triggered outside scan completion
+    (e.g. mute rules).

    Args:
        tenant_id: Target tenant UUID
@@ -312,11 +315,6 @@ def backfill_scan_category_summaries(tenant_id: str, scan_id: str):
        dict: Status indicating whether backfill was performed
    """
    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-        if ScanCategorySummary.objects.filter(
-            tenant_id=tenant_id, scan_id=scan_id
-        ).exists():
-            return {"status": "already backfilled"}
-
        if not Scan.objects.filter(
            tenant_id=tenant_id,
            id=scan_id,
@@ -337,9 +335,6 @@ def backfill_scan_category_summaries(tenant_id: str, scan_id: str):
                cache=category_counts,
            )

-        if not category_counts:
-            return {"status": "no categories to backfill"}
-
    category_summaries = [
        ScanCategorySummary(
            tenant_id=tenant_id,
@@ -353,20 +348,38 @@ def backfill_scan_category_summaries(tenant_id: str, scan_id: str):
        for (category, severity), counts in category_counts.items()
    ]

-    with rls_transaction(tenant_id):
-        ScanCategorySummary.objects.bulk_create(
-            category_summaries, batch_size=500, ignore_conflicts=True
-        )
+    if category_summaries:
+        with rls_transaction(tenant_id):
+            # Upsert so re-runs (post-mute reaggregation) don't trip
+            # `unique_category_severity_per_scan`; race-safe under concurrent writers.
+            ScanCategorySummary.objects.bulk_create(
+                category_summaries,
+                batch_size=500,
+                update_conflicts=True,
+                unique_fields=["tenant_id", "scan_id", "category", "severity"],
+                update_fields=[
+                    "total_findings",
+                    "failed_findings",
+                    "new_failed_findings",
+                ],
+            )
+
+    if not category_counts:
+        return {"status": "no categories to backfill"}

    return {"status": "backfilled", "categories_count": len(category_counts)}


-def backfill_scan_resource_group_summaries(tenant_id: str, scan_id: str):
+def aggregate_scan_resource_group_summaries(tenant_id: str, scan_id: str):
    """
    Backfill ScanGroupSummary for a completed scan.

    Aggregates resource group counts from all findings in the scan and creates
    one ScanGroupSummary row per (resource_group, severity) combination.
+    Idempotent: re-runs replace the scan's existing rows so counts stay in
+    sync with `Finding.muted` updates triggered outside scan completion
+    (e.g. mute rules) and with resource-inventory views reading from this
+    table.

    Args:
        tenant_id: Target tenant UUID
@@ -376,11 +389,6 @@ def backfill_scan_resource_group_summaries(tenant_id: str, scan_id: str):
        dict: Status indicating whether backfill was performed
    """
    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-        if ScanGroupSummary.objects.filter(
-            tenant_id=tenant_id, scan_id=scan_id
-        ).exists():
-            return {"status": "already backfilled"}
-
        if not Scan.objects.filter(
            tenant_id=tenant_id,
            id=scan_id,
@@ -418,9 +426,6 @@ def backfill_scan_resource_group_summaries(tenant_id: str, scan_id: str):
                group_resources_cache=group_resources_cache,
            )

-        if not resource_group_counts:
-            return {"status": "no resource groups to backfill"}
-
    # Compute group-level resource counts (same value for all severity rows in a group)
    group_resource_counts = {
        grp: len(uids) for grp, uids in group_resources_cache.items()
@@ -439,10 +444,25 @@ def backfill_scan_resource_group_summaries(tenant_id: str, scan_id: str):
        for (grp, severity), counts in resource_group_counts.items()
    ]

-    with rls_transaction(tenant_id):
-        ScanGroupSummary.objects.bulk_create(
-            resource_group_summaries, batch_size=500, ignore_conflicts=True
-        )
+    if resource_group_summaries:
+        with rls_transaction(tenant_id):
+            # Upsert so re-runs (post-mute reaggregation) don't trip
+            # `unique_resource_group_severity_per_scan`; race-safe under concurrent writers.
+            ScanGroupSummary.objects.bulk_create(
+                resource_group_summaries,
+                batch_size=500,
+                update_conflicts=True,
+                unique_fields=["tenant_id", "scan_id", "resource_group", "severity"],
+                update_fields=[
+                    "total_findings",
+                    "failed_findings",
+                    "new_failed_findings",
+                    "resources_count",
+                ],
+            )
+
+    if not resource_group_counts:
+        return {"status": "no resource groups to backfill"}

    return {"status": "backfilled", "resource_groups_count": len(resource_group_counts)}

@@ -47,6 +47,9 @@ from prowler.lib.outputs.compliance.csa.csa_oraclecloud import OracleCloudCSA
 from prowler.lib.outputs.compliance.ens.ens_aws import AWSENS
 from prowler.lib.outputs.compliance.ens.ens_azure import AzureENS
 from prowler.lib.outputs.compliance.ens.ens_gcp import GCPENS
+from prowler.lib.outputs.compliance.asd_essential_eight.asd_essential_eight_aws import (
+    ASDEssentialEightAWS,
+)
 from prowler.lib.outputs.compliance.iso27001.iso27001_aws import AWSISO27001
 from prowler.lib.outputs.compliance.iso27001.iso27001_azure import AzureISO27001
 from prowler.lib.outputs.compliance.iso27001.iso27001_gcp import GCPISO27001
@@ -100,6 +103,7 @@ COMPLIANCE_CLASS_MAP = {
        (lambda name: name.startswith("ccc_"), CCC_AWS),
        (lambda name: name.startswith("c5_"), AWSC5),
        (lambda name: name.startswith("csa_"), AWSCSA),
+        (lambda name: name == "asd_essential_eight_aws", ASDEssentialEightAWS),
    ],
    "azure": [
        (lambda name: name.startswith("cis_"), AzureCIS),
@@ -17,6 +17,9 @@ from .charts import (
    get_chart_color_for_percentage,
 )

+# Framework-specific generators
+from .cis import CISReportGenerator
+
 # Reusable components
 # Reusable components: Color helpers, Badge components, Risk component,
 # Table components, Section components
@@ -31,10 +34,12 @@ from .components import (
    create_section_header,
    create_status_badge,
    create_summary_table,
+    escape_html,
    get_color_for_compliance,
    get_color_for_risk_level,
    get_color_for_weight,
    get_status_color,
+    truncate_text,
 )

 # Framework configuration: Main configuration, Color constants, ENS colors,
@@ -90,8 +95,6 @@ from .config import (
    FrameworkConfig,
    get_framework_config,
 )
-
-# Framework-specific generators
 from .csa import CSAReportGenerator
 from .ens import ENSReportGenerator
 from .nis2 import NIS2ReportGenerator
@@ -109,6 +112,7 @@ __all__ = [
    "ENSReportGenerator",
    "NIS2ReportGenerator",
    "CSAReportGenerator",
+    "CISReportGenerator",
    # Configuration
    "FrameworkConfig",
    "FRAMEWORK_REGISTRY",
@@ -182,6 +186,9 @@ __all__ = [
    # Section components
    "create_section_header",
    "create_summary_table",
+    # Text helpers
+    "truncate_text",
+    "escape_html",
    # Chart functions
    "get_chart_color_for_percentage",
    "create_vertical_bar_chart",
@@ -1,6 +1,9 @@
 import gc
 import os
+import resource as _resource_module
+import time
 from abc import ABC, abstractmethod
+from contextlib import contextmanager
 from dataclasses import dataclass, field
 from typing import Any

@@ -41,6 +44,7 @@ from .config import (
    COLOR_LIGHT_BLUE,
    COLOR_LIGHTER_BLUE,
    COLOR_PROWLER_DARK_GREEN,
+    FINDINGS_TABLE_CHUNK_SIZE,
    PADDING_LARGE,
    PADDING_SMALL,
    FrameworkConfig,
@@ -48,6 +52,53 @@ from .config import (

 logger = get_task_logger(__name__)

+
+@contextmanager
+def _log_phase(phase: str, *, scan_id: str, framework: str):
+    """Log start/end timing and RSS deltas around a report-building section.
+
+    Emits structured key=value logs so Grafana/Datadog/CloudWatch queries
+    can pivot by ``phase``, ``framework`` and ``scan_id`` to find the
+    slow/heavy section on any given scan. ``getrusage`` returns KB on
+    Linux and bytes on macOS; the values are still useful in relative
+    terms even though units differ across platforms.
+    """
+    start = time.perf_counter()
+    rss_before = _resource_module.getrusage(_resource_module.RUSAGE_SELF).ru_maxrss
+    logger.info(
+        "phase_start phase=%s scan_id=%s framework=%s rss_kb=%d",
+        phase,
+        scan_id,
+        framework,
+        rss_before,
+    )
+    try:
+        yield
+    except Exception:
+        elapsed = time.perf_counter() - start
+        logger.exception(
+            "phase_failed phase=%s scan_id=%s framework=%s elapsed_s=%.2f",
+            phase,
+            scan_id,
+            framework,
+            elapsed,
+        )
+        raise
+    else:
+        elapsed = time.perf_counter() - start
+        rss_after = _resource_module.getrusage(_resource_module.RUSAGE_SELF).ru_maxrss
+        logger.info(
+            "phase_end phase=%s scan_id=%s framework=%s elapsed_s=%.2f "
+            "rss_kb=%d delta_rss_kb=%d",
+            phase,
+            scan_id,
+            framework,
+            elapsed,
+            rss_after,
+            rss_after - rss_before,
+        )
+
+
 # Register fonts (done once at module load)
 _fonts_registered: bool = False

@@ -335,6 +386,7 @@ class BaseComplianceReportGenerator(ABC):
        provider_obj: Provider | None = None,
        requirement_statistics: dict[str, dict[str, int]] | None = None,
        findings_cache: dict[str, list[FindingOutput]] | None = None,
+        prowler_provider: Any | None = None,
        **kwargs,
    ) -> None:
        """Generate the PDF compliance report.
@@ -351,23 +403,35 @@ class BaseComplianceReportGenerator(ABC):
            provider_obj: Optional pre-fetched Provider object
            requirement_statistics: Optional pre-aggregated statistics
            findings_cache: Optional pre-loaded findings cache
+            prowler_provider: Optional pre-initialized Prowler provider. When
+                generating multiple reports for the same scan the master
+                function initializes this once and passes it in to avoid
+                re-running boto3/Azure-SDK setup per framework.
            **kwargs: Additional framework-specific arguments
        """
+        framework = self.config.display_name
        logger.info(
-            "Generating %s report for scan %s", self.config.display_name, scan_id
+            "report_generation_start framework=%s scan_id=%s compliance_id=%s",
+            framework,
+            scan_id,
+            compliance_id,
        )

        try:
            # 1. Load compliance data
-            data = self._load_compliance_data(
-                tenant_id=tenant_id,
-                scan_id=scan_id,
-                compliance_id=compliance_id,
-                provider_id=provider_id,
-                provider_obj=provider_obj,
-                requirement_statistics=requirement_statistics,
-                findings_cache=findings_cache,
-            )
+            with _log_phase(
+                "load_compliance_data", scan_id=scan_id, framework=framework
+            ):
+                data = self._load_compliance_data(
+                    tenant_id=tenant_id,
+                    scan_id=scan_id,
+                    compliance_id=compliance_id,
+                    provider_id=provider_id,
+                    provider_obj=provider_obj,
+                    requirement_statistics=requirement_statistics,
+                    findings_cache=findings_cache,
+                    prowler_provider=prowler_provider,
+                )

            # 2. Create PDF document
            doc = self._create_document(output_path, data)
@@ -377,37 +441,54 @@ class BaseComplianceReportGenerator(ABC):
            elements = []

            # Cover page (lightweight)
-            elements.extend(self.create_cover_page(data))
-            elements.append(PageBreak())
+            with _log_phase("cover_page", scan_id=scan_id, framework=framework):
+                elements.extend(self.create_cover_page(data))
+                elements.append(PageBreak())

            # Executive summary (framework-specific)
-            elements.extend(self.create_executive_summary(data))
+            with _log_phase("executive_summary", scan_id=scan_id, framework=framework):
+                elements.extend(self.create_executive_summary(data))

            # Body sections (charts + requirements index)
            # Override _build_body_sections() in subclasses to change section order
-            elements.extend(self._build_body_sections(data))
+            with _log_phase("body_sections", scan_id=scan_id, framework=framework):
+                elements.extend(self._build_body_sections(data))

            # Detailed findings - heaviest section, loads findings on-demand
-            logger.info("Building detailed findings section...")
-            elements.extend(self.create_detailed_findings(data, **kwargs))
-            gc.collect()  # Free findings data after processing
+            with _log_phase("detailed_findings", scan_id=scan_id, framework=framework):
+                elements.extend(self.create_detailed_findings(data, **kwargs))
+                gc.collect()  # Free findings data after processing

            # 4. Build the PDF
-            logger.info("Building PDF document with %d elements...", len(elements))
-            self._build_pdf(doc, elements, data)
+            logger.info(
+                "doc_build_about_to_run framework=%s scan_id=%s elements=%d",
+                framework,
+                scan_id,
+                len(elements),
+            )
+            with _log_phase("doc_build", scan_id=scan_id, framework=framework):
+                self._build_pdf(doc, elements, data)

            # Final cleanup
            del elements
            gc.collect()

-            logger.info("Successfully generated report at %s", output_path)
+            logger.info(
+                "report_generation_end framework=%s scan_id=%s output_path=%s",
+                framework,
+                scan_id,
+                output_path,
+            )

-        except Exception as e:
-            import traceback
-
-            tb_lineno = e.__traceback__.tb_lineno if e.__traceback__ else "unknown"
-            logger.error("Error generating report, line %s -- %s", tb_lineno, e)
-            logger.error("Full traceback:\n%s", traceback.format_exc())
+        except Exception:
+            # logger.exception captures the full traceback; the contextual
+            # keys keep production search-by-scan-id viable.
+            logger.exception(
+                "report_generation_failed framework=%s scan_id=%s compliance_id=%s",
+                framework,
+                scan_id,
+                compliance_id,
+            )
            raise

    def _build_body_sections(self, data: ComplianceData) -> list:
@@ -638,15 +719,25 @@ class BaseComplianceReportGenerator(ABC):
        for req in requirements:
            check_ids_to_load.extend(req.checks)

-        # Load findings on-demand only for the checks that will be displayed
-        # Uses the shared findings cache to avoid duplicate queries across reports
+        # Load findings on-demand only for the checks that will be displayed.
+        # When ``only_failed`` is active at requirement level, also push the
+        # FAIL filter down to the finding level: a requirement marked FAIL
+        # because 1/1000 findings failed must not render a table dominated by
+        # 999 PASS rows. That hides the actual failure under noise and
+        # makes the per-check cap truncate the wrong rows.
+        # ``total_counts`` is populated with the pre-cap total per check_id
+        # (FAIL-only when only_failed is active) so the "Showing first N of
+        # M" banner uses the same denominator the reader cares about.
        logger.info("Loading findings on-demand for %d requirements", len(requirements))
+        total_counts: dict[str, int] = {}
        findings_by_check_id = _load_findings_for_requirement_checks(
            data.tenant_id,
            data.scan_id,
            check_ids_to_load,
            data.prowler_provider,
            data.findings_by_check_id,  # Pass the cache to update it
+            total_counts_out=total_counts,
+            only_failed_findings=only_failed,
        )

        for req in requirements:
@@ -678,9 +769,31 @@ class BaseComplianceReportGenerator(ABC):
                        )
                    )
                else:
-                    # Create findings table
-                    findings_table = self._create_findings_table(findings)
-                    elements.append(findings_table)
+                    # Surface truncation BEFORE the tables so readers see it
+                    # at the same scroll position as the data itself, not
+                    # after thousands of rendered rows.
+                    loaded = len(findings)
+                    total = total_counts.get(check_id, loaded)
+                    if total > loaded:
+                        kind = "failed findings" if only_failed else "findings"
+                        elements.append(
+                            Paragraph(
+                                f"<b>&#9888; Showing first {loaded:,} of "
+                                f"{total:,} {kind} for this check.</b> "
+                                f"Use the CSV or JSON export for the full "
+                                f"list. The PDF caps detail rows to keep "
+                                f"the report readable and bounded in size.",
+                                self.styles["normal"],
+                            )
+                        )
+                        elements.append(Spacer(1, 0.05 * inch))
+
+                    # Create chunked findings tables to prevent OOM when a
+                    # single check has thousands of findings (ReportLab
+                    # resolves layout per Flowable, so many small tables
+                    # render contiguously with a bounded memory peak).
+                    findings_tables = self._create_findings_tables(findings)
+                    elements.extend(findings_tables)

                elements.append(Spacer(1, 0.1 * inch))

@@ -735,6 +848,7 @@ class BaseComplianceReportGenerator(ABC):
        provider_obj: Provider | None,
        requirement_statistics: dict | None,
        findings_cache: dict | None,
+        prowler_provider: Any | None = None,
    ) -> ComplianceData:
        """Load and aggregate compliance data from the database.

@@ -746,6 +860,9 @@ class BaseComplianceReportGenerator(ABC):
            provider_obj: Optional pre-fetched Provider
            requirement_statistics: Optional pre-aggregated statistics
            findings_cache: Optional pre-loaded findings
+            prowler_provider: Optional pre-initialized Prowler provider. When
+                the master function initializes it once and passes it in,
+                we skip the per-report ``initialize_prowler_provider`` call.

        Returns:
            Aggregated ComplianceData object
@@ -755,7 +872,8 @@ class BaseComplianceReportGenerator(ABC):
            if provider_obj is None:
                provider_obj = Provider.objects.get(id=provider_id)

-            prowler_provider = initialize_prowler_provider(provider_obj)
+            if prowler_provider is None:
+                prowler_provider = initialize_prowler_provider(provider_obj)
            provider_type = provider_obj.provider

            # Load compliance framework
@@ -823,13 +941,32 @@ class BaseComplianceReportGenerator(ABC):
    ) -> SimpleDocTemplate:
        """Create the PDF document template.

+        Validates that ``output_path`` is a filesystem path string with an
+        existing parent directory. SimpleDocTemplate technically accepts a
+        BytesIO too, but we want every report to land on disk so the
+        Celery worker doesn't hold the full PDF in memory while uploading
+        to S3.
+
        Args:
            output_path: Path for the output PDF
            data: Compliance data for metadata

        Returns:
            Configured SimpleDocTemplate
+
+        Raises:
+            TypeError: ``output_path`` is not a string.
+            FileNotFoundError: The parent directory does not exist.
        """
+        if not isinstance(output_path, str):
+            raise TypeError(
+                "output_path must be a filesystem path string; "
+                f"got {type(output_path).__name__}"
+            )
+        parent_dir = os.path.dirname(output_path)
+        if parent_dir and not os.path.isdir(parent_dir):
+            raise FileNotFoundError(f"Output directory does not exist: {parent_dir}")
+
        return SimpleDocTemplate(
            output_path,
            pagesize=letter,
@@ -876,47 +1013,10 @@ class BaseComplianceReportGenerator(ABC):
            onLaterPages=add_footer,
        )

-    def _create_findings_table(self, findings: list[FindingOutput]) -> Any:
-        """Create a findings table.
-
-        Args:
-            findings: List of finding objects
-
-        Returns:
-            ReportLab Table element
-        """
-
-        def get_finding_title(f):
-            metadata = getattr(f, "metadata", None)
-            if metadata:
-                return getattr(metadata, "CheckTitle", getattr(f, "check_id", ""))
-            return getattr(f, "check_id", "")
-
-        def get_resource_name(f):
-            name = getattr(f, "resource_name", "")
-            if not name:
-                name = getattr(f, "resource_uid", "")
-            return name
-
-        def get_severity(f):
-            metadata = getattr(f, "metadata", None)
-            if metadata:
-                return getattr(metadata, "Severity", "").capitalize()
-            return ""
-
-        # Convert findings to dicts for the table
-        data = []
-        for f in findings:
-            item = {
-                "title": get_finding_title(f),
-                "resource_name": get_resource_name(f),
-                "severity": get_severity(f),
-                "status": getattr(f, "status", "").upper(),
-                "region": getattr(f, "region", "global"),
-            }
-            data.append(item)
-
-        columns = [
+    # Column layout shared by all findings sub-tables. Defined as a method so
+    # subclasses can override it without re-implementing the chunking logic.
+    def _findings_table_columns(self) -> list[ColumnConfig]:
+        return [
            ColumnConfig("Finding", 2.5 * inch, "title"),
            ColumnConfig("Resource", 3 * inch, "resource_name"),
            ColumnConfig("Severity", 0.9 * inch, "severity"),
@@ -924,9 +1024,122 @@ class BaseComplianceReportGenerator(ABC):
            ColumnConfig("Region", 0.9 * inch, "region"),
        ]

+    @staticmethod
+    def _finding_to_row(f: FindingOutput) -> dict[str, str]:
+        """Project a FindingOutput onto the row dict the table expects.
+
+        Kept defensive: missing metadata or attributes return empty strings
+        rather than raising, so a single malformed finding never breaks the
+        whole report.
+        """
+        metadata = getattr(f, "metadata", None)
+        title = (
+            getattr(metadata, "CheckTitle", getattr(f, "check_id", ""))
+            if metadata
+            else getattr(f, "check_id", "")
+        )
+        resource_name = getattr(f, "resource_name", "") or getattr(
+            f, "resource_uid", ""
+        )
+        severity = getattr(metadata, "Severity", "").capitalize() if metadata else ""
+        return {
+            "title": title,
+            "resource_name": resource_name,
+            "severity": severity,
+            "status": getattr(f, "status", "").upper(),
+            "region": getattr(f, "region", "global"),
+        }
+
+    def _create_findings_tables(
+        self,
+        findings: list[FindingOutput],
+        chunk_size: int | None = None,
+    ) -> list[Any]:
+        """Build a list of small findings tables to keep ``doc.build()`` memory bounded.
+
+        ReportLab resolves layout (column widths, row heights, page-breaks)
+        per Flowable. A single ``LongTable`` of 15k rows forces all of that
+        to be computed at once and reliably OOMs the worker on large scans.
+        Splitting into chunks of ``chunk_size`` rows produces an equivalent-
+        looking PDF (LongTable repeats headers; chunks render contiguously)
+        with a bounded memory peak per chunk.
+
+        Args:
+            findings: List of finding objects for a single check.
+            chunk_size: Rows per sub-table. ``None`` uses
+                ``FINDINGS_TABLE_CHUNK_SIZE`` from config.
+
+        Returns:
+            List of ReportLab flowables (interleaved ``Table``/``LongTable``
+            and small ``Spacer`` between chunks). Empty list when there are
+            no findings.
+        """
+        if not findings:
+            return []
+
+        chunk_size = chunk_size or FINDINGS_TABLE_CHUNK_SIZE
+
+        # Build all rows first so we can chunk without re-walking the
+        # FindingOutput list. Malformed findings are skipped with a logged
+        # exception, never enough to abort the entire report.
+        rows: list[dict[str, str]] = []
+        for f in findings:
+            try:
+                rows.append(self._finding_to_row(f))
+            except Exception:
+                logger.exception(
+                    "Skipping malformed finding while building table for check %s",
+                    getattr(f, "check_id", "unknown"),
+                )
+
+        if not rows:
+            return []
+
+        columns = self._findings_table_columns()
+
+        flowables: list = []
+        total = len(rows)
+        for start in range(0, total, chunk_size):
+            chunk = rows[start : start + chunk_size]
+            flowables.append(
+                create_data_table(
+                    data=chunk,
+                    columns=columns,
+                    header_color=self.config.primary_color,
+                    normal_style=self.styles["normal_center"],
+                )
+            )
+            # A tiny spacer between chunks keeps them visually contiguous
+            # without forcing a page-break (KeepTogether would negate the
+            # memory benefit of chunking).
+            if start + chunk_size < total:
+                flowables.append(Spacer(1, 0.05 * inch))
+
+        if total > chunk_size:
+            logger.debug(
+                "Built %d findings sub-tables (chunk_size=%d, total_findings=%d)",
+                (total + chunk_size - 1) // chunk_size,
+                chunk_size,
+                total,
+            )
+
+        return flowables
+
+    def _create_findings_table(self, findings: list[FindingOutput]) -> Any:
+        """Deprecated alias kept for backwards compatibility.
+
+        Returns the first chunk produced by ``_create_findings_tables``.
+        New callers MUST use ``_create_findings_tables``, which returns a
+        list of flowables and is what ``create_detailed_findings`` invokes.
+        """
+        flowables = self._create_findings_tables(findings)
+        if flowables:
+            return flowables[0]
+        # Empty input → return an empty (header-only) table so callers that
+        # used to receive a Table never get None.
        return create_data_table(
-            data=data,
-            columns=columns,
+            data=[],
+            columns=self._findings_table_columns(),
            header_color=self.config.primary_color,
            normal_style=self.styles["normal_center"],
        )
@@ -1,9 +1,11 @@
 import gc
 import io
 import math
+import time
 from typing import Callable

 import matplotlib
+from celery.utils.log import get_task_logger

 # Use non-interactive Agg backend for memory efficiency in server environments
 # This MUST be set before importing pyplot
@@ -20,6 +22,26 @@ from .config import (  # noqa: E402
    CHART_DPI_DEFAULT,
 )

+logger = get_task_logger(__name__)
+
+
+def _log_chart_built(name: str, dpi: int, buffer: io.BytesIO, started: float) -> None:
+    """Emit a structured DEBUG line summarising a chart render.
+
+    Centralised so the formatting stays consistent across all chart helpers
+    and so we never accidentally pay for buffer.getbuffer().nbytes when
+    debug logging is disabled.
+    """
+    if logger.isEnabledFor(10):  # logging.DEBUG
+        logger.debug(
+            "chart_built name=%s dpi=%d bytes=%d elapsed_s=%.2f",
+            name,
+            dpi,
+            buffer.getbuffer().nbytes,
+            time.perf_counter() - started,
+        )
+
+
 # Use centralized DPI setting from config
 DEFAULT_CHART_DPI = CHART_DPI_DEFAULT

@@ -77,6 +99,7 @@ def create_vertical_bar_chart(
    Returns:
        BytesIO buffer containing the PNG image
    """
+    _started = time.perf_counter()
    if color_func is None:
        color_func = get_chart_color_for_percentage

@@ -122,6 +145,7 @@ def create_vertical_bar_chart(
        plt.close(fig)
        gc.collect()  # Force garbage collection after heavy matplotlib operation

+    _log_chart_built("vertical_bar", dpi, buffer, _started)
    return buffer


@@ -156,6 +180,7 @@ def create_horizontal_bar_chart(
    Returns:
        BytesIO buffer containing the PNG image
    """
+    _started = time.perf_counter()
    if color_func is None:
        color_func = get_chart_color_for_percentage

@@ -207,6 +232,7 @@ def create_horizontal_bar_chart(
        plt.close(fig)
        gc.collect()  # Force garbage collection after heavy matplotlib operation

+    _log_chart_built("horizontal_bar", dpi, buffer, _started)
    return buffer


@@ -239,6 +265,7 @@ def create_radar_chart(
    Returns:
        BytesIO buffer containing the PNG image
    """
+    _started = time.perf_counter()
    num_vars = len(labels)
    angles = [n / float(num_vars) * 2 * math.pi for n in range(num_vars)]

@@ -275,6 +302,7 @@ def create_radar_chart(
        plt.close(fig)
        gc.collect()  # Force garbage collection after heavy matplotlib operation

+    _log_chart_built("radar", dpi, buffer, _started)
    return buffer


@@ -303,6 +331,7 @@ def create_pie_chart(
    Returns:
        BytesIO buffer containing the PNG image
    """
+    _started = time.perf_counter()
    fig, ax = plt.subplots(figsize=figsize)

    _, _, autotexts = ax.pie(
@@ -330,6 +359,7 @@ def create_pie_chart(
        plt.close(fig)
        gc.collect()  # Force garbage collection after heavy matplotlib operation

+    _log_chart_built("pie", dpi, buffer, _started)
    return buffer


@@ -362,6 +392,7 @@ def create_stacked_bar_chart(
    Returns:
        BytesIO buffer containing the PNG image
    """
+    _started = time.perf_counter()
    fig, ax = plt.subplots(figsize=figsize)

    # Default colors if not provided
@@ -401,4 +432,5 @@ def create_stacked_bar_chart(
        plt.close(fig)
        gc.collect()  # Force garbage collection after heavy matplotlib operation

+    _log_chart_built("stacked_bar", dpi, buffer, _started)
    return buffer
@@ -0,0 +1,755 @@
+import os
+import re
+from collections import defaultdict
+from typing import Any
+
+from reportlab.lib.units import inch
+from reportlab.platypus import Image, PageBreak, Paragraph, Spacer, Table, TableStyle
+
+from api.models import StatusChoices
+
+from .base import (
+    BaseComplianceReportGenerator,
+    ComplianceData,
+    RequirementData,
+    get_requirement_metadata,
+)
+from .charts import (
+    create_horizontal_bar_chart,
+    create_pie_chart,
+    create_stacked_bar_chart,
+    get_chart_color_for_percentage,
+)
+from .components import ColumnConfig, create_data_table, escape_html, truncate_text
+from .config import (
+    CHART_COLOR_GREEN_1,
+    CHART_COLOR_RED,
+    CHART_COLOR_YELLOW,
+    COLOR_BG_BLUE,
+    COLOR_BLUE,
+    COLOR_BORDER_GRAY,
+    COLOR_DARK_GRAY,
+    COLOR_GRAY,
+    COLOR_GRID_GRAY,
+    COLOR_HIGH_RISK,
+    COLOR_LIGHT_BLUE,
+    COLOR_SAFE,
+    COLOR_WHITE,
+)
+
+# Ordered buckets used both in the executive summary tables and the charts
+# section. Exposed as module constants so the two call sites never drift.
+_PROFILE_BUCKET_ORDER: tuple[str, ...] = ("L1", "L2", "Other")
+_ASSESSMENT_BUCKET_ORDER: tuple[str, ...] = ("Automated", "Manual")
+
+# Anchored matchers for profile normalization — substring checks on "L1"/"L2"
+# would happily match unrelated tokens like "CL2 Worker" or "HL2" coming from
+# future CIS profile enum values.
+_LEVEL_2_RE = re.compile(r"(?:\bLevel\s*2\b|\bL2\b|Level_2)")
+_LEVEL_1_RE = re.compile(r"(?:\bLevel\s*1\b|\bL1\b|Level_1)")
+
+
+def _normalize_profile(profile: Any) -> str:
+    """Bucket a CIS Profile enum/string into one of: ``L1``, ``L2``, ``Other``.
+
+    The ``CIS_Requirement_Attribute_Profile`` enum has values like
+    ``"Level 1"``, ``"Level 2"``, ``"E3 Level 1"``, ``"E5 Level 2"``. We
+    collapse them into three buckets to keep charts and badges readable
+    across CIS variants, using anchored regex matches so that future enum
+    values cannot accidentally promote e.g. ``"CL2 Worker"`` into ``L2``.
+
+    Args:
+        profile: The profile value (enum member, string, or ``None``).
+
+    Returns:
+        One of ``"L1"``, ``"L2"``, ``"Other"``.
+    """
+    if profile is None:
+        return "Other"
+    value = getattr(profile, "value", None) or str(profile)
+    if _LEVEL_2_RE.search(value):
+        return "L2"
+    if _LEVEL_1_RE.search(value):
+        return "L1"
+    return "Other"
+
+
+def _profile_badge_text(bucket: str) -> str:
+    """Map a normalized profile bucket (L1/L2/Other) to a short badge label."""
+    return {"L1": "Level 1", "L2": "Level 2"}.get(bucket, "Other")
+
+
+# =============================================================================
+# CIS Report Generator
+# =============================================================================
+
+
+class CISReportGenerator(BaseComplianceReportGenerator):
+    """
+    PDF report generator for CIS (Center for Internet Security) Benchmarks.
+
+    CIS differs from single-version frameworks (ENS, NIS2, CSA) in that:
+      - Each provider has multiple CIS versions (e.g. AWS: 1.4, 1.5, ..., 6.0).
+      - Section names differ across versions and providers and MUST be derived
+        at runtime from the loaded compliance data.
+      - Requirements carry Profile (Level 1/Level 2) and AssessmentStatus
+        (Automated/Manual) attributes that drive the executive summary and
+        charts.
+
+    This generator produces:
+      - Cover page with Prowler logo and dynamic CIS version/provider metadata
+      - Executive summary with overall compliance score, counts, and breakdowns
+        by Profile and AssessmentStatus
+      - Charts: overall status pie, pass rate by section (horizontal bar),
+        Level 1 vs Level 2 pass/fail distribution (stacked bar)
+      - Requirements index grouped by dynamic section
+      - Detailed findings for FAIL requirements with CIS-specific audit /
+        remediation / rationale details
+    """
+
+    # Per-run memoization cache for ``_compute_statistics``. ``generate()``
+    # is the public entry point and is called once per PDF, so scoping the
+    # cache to the last seen ComplianceData instance is enough to avoid the
+    # double computation between executive summary and charts section.
+    _stats_cache_key: int | None = None
+    _stats_cache_value: dict | None = None
+
+    # Body section ordering — ensure every top-level section starts on its
+    # own clean page. The base class only puts a PageBreak AFTER Charts and
+    # Requirements Index, so Executive Summary and Charts end up sharing a
+    # page. This override prepends a PageBreak so Compliance Analysis always
+    # begins on a fresh page.
+    def _build_body_sections(self, data: ComplianceData) -> list:
+        return [PageBreak(), *super()._build_body_sections(data)]
+
+    # -------------------------------------------------------------------------
+    # Cover page override — shows dynamic CIS version + provider in the title
+    # -------------------------------------------------------------------------
+
+    def create_cover_page(self, data: ComplianceData) -> list:
+        """Create the CIS report cover page with Prowler + CIS logos side by side."""
+        elements = []
+
+        # Create logos side by side (same pattern as NIS2 / ENS)
+        prowler_logo_path = os.path.join(
+            os.path.dirname(__file__), "../../assets/img/prowler_logo.png"
+        )
+        cis_logo_path = os.path.join(
+            os.path.dirname(__file__), "../../assets/img/cis_logo.png"
+        )
+
+        if os.path.exists(cis_logo_path):
+            prowler_logo = Image(prowler_logo_path, width=3.5 * inch, height=0.7 * inch)
+            cis_logo = Image(cis_logo_path, width=2.3 * inch, height=1.1 * inch)
+            logos_table = Table(
+                [[prowler_logo, cis_logo]], colWidths=[4 * inch, 2.5 * inch]
+            )
+            logos_table.setStyle(
+                TableStyle(
+                    [
+                        ("ALIGN", (0, 0), (0, 0), "LEFT"),
+                        ("ALIGN", (1, 0), (1, 0), "RIGHT"),
+                        ("VALIGN", (0, 0), (0, 0), "MIDDLE"),
+                        ("VALIGN", (1, 0), (1, 0), "MIDDLE"),
+                    ]
+                )
+            )
+            elements.append(logos_table)
+        elif os.path.exists(prowler_logo_path):
+            # Fallback: only the Prowler logo if the CIS asset is missing
+            elements.append(Image(prowler_logo_path, width=5 * inch, height=1 * inch))
+
+        elements.append(Spacer(1, 0.5 * inch))
+
+        # Dynamic title: "CIS Benchmark v5.0 — AWS Compliance Report"
+        provider_label = ""
+        if data.provider_obj:
+            provider_label = f" — {data.provider_obj.provider.upper()}"
+        title_text = (
+            f"CIS Benchmark v{data.version}{provider_label}<br/>Compliance Report"
+        )
+        elements.append(Paragraph(title_text, self.styles["title"]))
+        elements.append(Spacer(1, 0.5 * inch))
+
+        # Metadata table via base class helper
+        info_rows = self._build_info_rows(data, language=self.config.language)
+        metadata_data = []
+        for label, value in info_rows:
+            if label in ("Name:", "Description:") and value:
+                metadata_data.append(
+                    [label, Paragraph(str(value), self.styles["normal_center"])]
+                )
+            else:
+                metadata_data.append([label, value])
+
+        metadata_table = Table(metadata_data, colWidths=[2 * inch, 4 * inch])
+        metadata_table.setStyle(
+            TableStyle(
+                [
+                    ("BACKGROUND", (0, 0), (0, -1), COLOR_BLUE),
+                    ("TEXTCOLOR", (0, 0), (0, -1), COLOR_WHITE),
+                    ("FONTNAME", (0, 0), (0, -1), "FiraCode"),
+                    ("BACKGROUND", (1, 0), (1, -1), COLOR_BG_BLUE),
+                    ("TEXTCOLOR", (1, 0), (1, -1), COLOR_GRAY),
+                    ("FONTNAME", (1, 0), (1, -1), "PlusJakartaSans"),
+                    ("ALIGN", (0, 0), (-1, -1), "LEFT"),
+                    ("VALIGN", (0, 0), (-1, -1), "TOP"),
+                    ("FONTSIZE", (0, 0), (-1, -1), 11),
+                    ("GRID", (0, 0), (-1, -1), 1, COLOR_BORDER_GRAY),
+                    ("LEFTPADDING", (0, 0), (-1, -1), 10),
+                    ("RIGHTPADDING", (0, 0), (-1, -1), 10),
+                    ("TOPPADDING", (0, 0), (-1, -1), 8),
+                    ("BOTTOMPADDING", (0, 0), (-1, -1), 8),
+                ]
+            )
+        )
+        elements.append(metadata_table)
+
+        return elements
+
+    # -------------------------------------------------------------------------
+    # Executive Summary
+    # -------------------------------------------------------------------------
+
+    def create_executive_summary(self, data: ComplianceData) -> list:
+        """Create the CIS executive summary section."""
+        elements = []
+
+        elements.append(Paragraph("Executive Summary", self.styles["h1"]))
+        elements.append(Spacer(1, 0.1 * inch))
+
+        stats = self._compute_statistics(data)
+
+        # --- Summary metrics table ---
+        summary_data = [
+            ["Metric", "Value"],
+            ["Total Requirements", str(stats["total"])],
+            ["Passed", str(stats["passed"])],
+            ["Failed", str(stats["failed"])],
+            ["Manual", str(stats["manual"])],
+            ["Overall Compliance", f"{stats['overall_compliance']:.1f}%"],
+        ]
+        summary_table = Table(summary_data, colWidths=[3 * inch, 2 * inch])
+        summary_table.setStyle(
+            TableStyle(
+                [
+                    ("BACKGROUND", (0, 0), (-1, 0), COLOR_BLUE),
+                    ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
+                    ("BACKGROUND", (0, 2), (0, 2), COLOR_SAFE),
+                    ("TEXTCOLOR", (0, 2), (0, 2), COLOR_WHITE),
+                    ("BACKGROUND", (0, 3), (0, 3), COLOR_HIGH_RISK),
+                    ("TEXTCOLOR", (0, 3), (0, 3), COLOR_WHITE),
+                    ("BACKGROUND", (0, 4), (0, 4), COLOR_DARK_GRAY),
+                    ("TEXTCOLOR", (0, 4), (0, 4), COLOR_WHITE),
+                    ("FONTNAME", (0, 0), (-1, 0), "PlusJakartaSans"),
+                    ("FONTSIZE", (0, 0), (-1, 0), 12),
+                    ("FONTSIZE", (0, 1), (-1, -1), 10),
+                    ("ALIGN", (0, 0), (-1, -1), "CENTER"),
+                    ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
+                    ("GRID", (0, 0), (-1, -1), 0.5, COLOR_BORDER_GRAY),
+                    ("BOTTOMPADDING", (0, 0), (-1, 0), 10),
+                    (
+                        "ROWBACKGROUNDS",
+                        (1, 1),
+                        (1, -1),
+                        [COLOR_WHITE, COLOR_BG_BLUE],
+                    ),
+                ]
+            )
+        )
+        elements.append(summary_table)
+        elements.append(Spacer(1, 0.25 * inch))
+
+        # --- Profile breakdown table ---
+        elements.append(Paragraph("Breakdown by Profile", self.styles["h2"]))
+        elements.append(Spacer(1, 0.1 * inch))
+        profile_counts = stats["profile_counts"]
+        profile_table_data = [["Profile", "Passed", "Failed", "Manual", "Total"]]
+        for bucket in _PROFILE_BUCKET_ORDER:
+            counts = profile_counts.get(bucket, {"passed": 0, "failed": 0, "manual": 0})
+            total = counts["passed"] + counts["failed"] + counts["manual"]
+            if total == 0:
+                continue
+            profile_table_data.append(
+                [
+                    _profile_badge_text(bucket),
+                    str(counts["passed"]),
+                    str(counts["failed"]),
+                    str(counts["manual"]),
+                    str(total),
+                ]
+            )
+        profile_table = Table(
+            profile_table_data,
+            colWidths=[1.5 * inch, 1 * inch, 1 * inch, 1 * inch, 1 * inch],
+        )
+        profile_table.setStyle(
+            TableStyle(
+                [
+                    ("BACKGROUND", (0, 0), (-1, 0), COLOR_BLUE),
+                    ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
+                    ("FONTNAME", (0, 0), (-1, 0), "FiraCode"),
+                    ("FONTSIZE", (0, 0), (-1, 0), 10),
+                    ("ALIGN", (0, 0), (-1, -1), "CENTER"),
+                    ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
+                    ("FONTSIZE", (0, 1), (-1, -1), 9),
+                    ("GRID", (0, 0), (-1, -1), 0.5, COLOR_GRID_GRAY),
+                    (
+                        "ROWBACKGROUNDS",
+                        (0, 1),
+                        (-1, -1),
+                        [COLOR_WHITE, COLOR_BG_BLUE],
+                    ),
+                ]
+            )
+        )
+        elements.append(profile_table)
+        elements.append(Spacer(1, 0.25 * inch))
+
+        # --- Assessment status breakdown ---
+        elements.append(Paragraph("Breakdown by Assessment Status", self.styles["h2"]))
+        elements.append(Spacer(1, 0.1 * inch))
+        assessment_counts = stats["assessment_counts"]
+        assessment_table_data = [["Assessment", "Passed", "Failed", "Manual", "Total"]]
+        for bucket in _ASSESSMENT_BUCKET_ORDER:
+            counts = assessment_counts.get(
+                bucket, {"passed": 0, "failed": 0, "manual": 0}
+            )
+            total = counts["passed"] + counts["failed"] + counts["manual"]
+            if total == 0:
+                continue
+            assessment_table_data.append(
+                [
+                    bucket,
+                    str(counts["passed"]),
+                    str(counts["failed"]),
+                    str(counts["manual"]),
+                    str(total),
+                ]
+            )
+        assessment_table = Table(
+            assessment_table_data,
+            colWidths=[1.5 * inch, 1 * inch, 1 * inch, 1 * inch, 1 * inch],
+        )
+        assessment_table.setStyle(
+            TableStyle(
+                [
+                    ("BACKGROUND", (0, 0), (-1, 0), COLOR_LIGHT_BLUE),
+                    ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
+                    ("FONTNAME", (0, 0), (-1, 0), "FiraCode"),
+                    ("FONTSIZE", (0, 0), (-1, 0), 10),
+                    ("ALIGN", (0, 0), (-1, -1), "CENTER"),
+                    ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
+                    ("FONTSIZE", (0, 1), (-1, -1), 9),
+                    ("GRID", (0, 0), (-1, -1), 0.5, COLOR_GRID_GRAY),
+                    (
+                        "ROWBACKGROUNDS",
+                        (0, 1),
+                        (-1, -1),
+                        [COLOR_WHITE, COLOR_BG_BLUE],
+                    ),
+                ]
+            )
+        )
+        elements.append(assessment_table)
+        elements.append(Spacer(1, 0.25 * inch))
+
+        # --- Top 5 failing sections ---
+        top_failing = stats["top_failing_sections"]
+        if top_failing:
+            elements.append(
+                Paragraph("Top Sections with Lowest Compliance", self.styles["h2"])
+            )
+            elements.append(Spacer(1, 0.1 * inch))
+            top_table_data = [["Section", "Passed", "Failed", "Compliance"]]
+            for section_label, section_stats in top_failing:
+                passed = section_stats["passed"]
+                failed = section_stats["failed"]
+                total = passed + failed
+                pct = (passed / total * 100) if total > 0 else 100
+                top_table_data.append(
+                    [
+                        truncate_text(section_label, 55),
+                        str(passed),
+                        str(failed),
+                        f"{pct:.1f}%",
+                    ]
+                )
+            top_table = Table(
+                top_table_data,
+                colWidths=[3.5 * inch, 0.9 * inch, 0.9 * inch, 1.2 * inch],
+            )
+            top_table.setStyle(
+                TableStyle(
+                    [
+                        ("BACKGROUND", (0, 0), (-1, 0), COLOR_HIGH_RISK),
+                        ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
+                        ("FONTNAME", (0, 0), (-1, 0), "FiraCode"),
+                        ("FONTSIZE", (0, 0), (-1, 0), 10),
+                        ("ALIGN", (0, 0), (-1, -1), "CENTER"),
+                        ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
+                        ("FONTSIZE", (0, 1), (-1, -1), 9),
+                        ("GRID", (0, 0), (-1, -1), 0.5, COLOR_GRID_GRAY),
+                        (
+                            "ROWBACKGROUNDS",
+                            (0, 1),
+                            (-1, -1),
+                            [COLOR_WHITE, COLOR_BG_BLUE],
+                        ),
+                    ]
+                )
+            )
+            elements.append(top_table)
+
+        return elements
+
+    # -------------------------------------------------------------------------
+    # Charts section
+    # -------------------------------------------------------------------------
+
+    def create_charts_section(self, data: ComplianceData) -> list:
+        """Create the CIS charts section."""
+        elements = []
+
+        elements.append(Paragraph("Compliance Analysis", self.styles["h1"]))
+        elements.append(Spacer(1, 0.1 * inch))
+
+        # --- Pie chart: overall Pass / Fail / Manual ---
+        stats = self._compute_statistics(data)
+        pie_labels = []
+        pie_values = []
+        pie_colors = []
+        if stats["passed"] > 0:
+            pie_labels.append(f"Pass ({stats['passed']})")
+            pie_values.append(stats["passed"])
+            pie_colors.append(CHART_COLOR_GREEN_1)
+        if stats["failed"] > 0:
+            pie_labels.append(f"Fail ({stats['failed']})")
+            pie_values.append(stats["failed"])
+            pie_colors.append(CHART_COLOR_RED)
+        if stats["manual"] > 0:
+            pie_labels.append(f"Manual ({stats['manual']})")
+            pie_values.append(stats["manual"])
+            pie_colors.append(CHART_COLOR_YELLOW)
+
+        if pie_values:
+            elements.append(Paragraph("Overall Status Distribution", self.styles["h2"]))
+            elements.append(Spacer(1, 0.1 * inch))
+            pie_buffer = create_pie_chart(
+                labels=pie_labels,
+                values=pie_values,
+                colors=pie_colors,
+            )
+            pie_buffer.seek(0)
+            elements.append(Image(pie_buffer, width=4.5 * inch, height=4.5 * inch))
+            elements.append(Spacer(1, 0.2 * inch))
+
+        # --- Horizontal bar: pass rate by section ---
+        section_stats = stats["section_stats"]
+        if section_stats:
+            elements.append(PageBreak())
+            elements.append(Paragraph("Compliance by Section", self.styles["h1"]))
+            elements.append(Spacer(1, 0.1 * inch))
+            elements.append(
+                Paragraph(
+                    "The following chart shows compliance percentage for each CIS "
+                    "section based on automated checks:",
+                    self.styles["normal_center"],
+                )
+            )
+            elements.append(Spacer(1, 0.1 * inch))
+
+            # Sort sections by pass rate descending for readability
+            sorted_sections = sorted(
+                section_stats.items(),
+                key=lambda item: (
+                    (item[1]["passed"] / (item[1]["passed"] + item[1]["failed"]) * 100)
+                    if (item[1]["passed"] + item[1]["failed"]) > 0
+                    else 100
+                ),
+                reverse=True,
+            )
+            bar_labels = []
+            bar_values = []
+            for section_label, section_data in sorted_sections:
+                total = section_data["passed"] + section_data["failed"]
+                if total == 0:
+                    continue
+                pct = (section_data["passed"] / total) * 100
+                bar_labels.append(truncate_text(section_label, 60))
+                bar_values.append(pct)
+
+            if bar_values:
+                bar_buffer = create_horizontal_bar_chart(
+                    labels=bar_labels,
+                    values=bar_values,
+                    xlabel="Compliance (%)",
+                    color_func=get_chart_color_for_percentage,
+                    label_fontsize=9,
+                )
+                bar_buffer.seek(0)
+                elements.append(Image(bar_buffer, width=6.5 * inch, height=5 * inch))
+
+        # --- Stacked bar: Level 1 vs Level 2 pass/fail ---
+        profile_counts = stats["profile_counts"]
+        has_profile_data = any(
+            (counts["passed"] + counts["failed"]) > 0
+            for counts in profile_counts.values()
+        )
+        if has_profile_data:
+            elements.append(PageBreak())
+            elements.append(Paragraph("Profile Breakdown", self.styles["h1"]))
+            elements.append(Spacer(1, 0.1 * inch))
+            elements.append(
+                Paragraph(
+                    "Distribution of Pass / Fail / Manual across CIS profile levels.",
+                    self.styles["normal_center"],
+                )
+            )
+            elements.append(Spacer(1, 0.1 * inch))
+
+            profile_labels = []
+            pass_series = []
+            fail_series = []
+            manual_series = []
+            for bucket in _PROFILE_BUCKET_ORDER:
+                counts = profile_counts.get(bucket)
+                if not counts:
+                    continue
+                total = counts["passed"] + counts["failed"] + counts["manual"]
+                if total == 0:
+                    continue
+                profile_labels.append(_profile_badge_text(bucket))
+                pass_series.append(counts["passed"])
+                fail_series.append(counts["failed"])
+                manual_series.append(counts["manual"])
+
+            if profile_labels:
+                stacked_buffer = create_stacked_bar_chart(
+                    labels=profile_labels,
+                    data_series={
+                        "Pass": pass_series,
+                        "Fail": fail_series,
+                        "Manual": manual_series,
+                    },
+                    xlabel="Profile",
+                    ylabel="Requirements",
+                )
+                stacked_buffer.seek(0)
+                elements.append(Image(stacked_buffer, width=6 * inch, height=4 * inch))
+
+        return elements
+
+    # -------------------------------------------------------------------------
+    # Requirements Index
+    # -------------------------------------------------------------------------
+
+    def create_requirements_index(self, data: ComplianceData) -> list:
+        """Create the CIS requirements index grouped by dynamic section."""
+        elements = []
+
+        elements.append(Paragraph("Requirements Index", self.styles["h1"]))
+        elements.append(Spacer(1, 0.1 * inch))
+
+        sections = self._derive_sections(data)
+        by_section: dict[str, list[dict]] = defaultdict(list)
+        for req in data.requirements:
+            meta = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
+            section = "Other"
+            profile_bucket = "Other"
+            assessment = ""
+            if meta:
+                section = getattr(meta, "Section", "Other") or "Other"
+                profile_bucket = _normalize_profile(getattr(meta, "Profile", None))
+                assessment_enum = getattr(meta, "AssessmentStatus", None)
+                assessment = getattr(assessment_enum, "value", None) or str(
+                    assessment_enum or ""
+                )
+            by_section[section].append(
+                {
+                    "id": req.id,
+                    "description": truncate_text(req.description, 80),
+                    "profile": _profile_badge_text(profile_bucket),
+                    "assessment": assessment or "-",
+                    "status": (req.status or "").upper(),
+                }
+            )
+
+        columns = [
+            ColumnConfig("ID", 0.9 * inch, "id", align="LEFT"),
+            ColumnConfig("Description", 3.0 * inch, "description", align="LEFT"),
+            ColumnConfig("Profile", 0.9 * inch, "profile"),
+            ColumnConfig("Assessment", 1 * inch, "assessment"),
+            ColumnConfig("Status", 0.9 * inch, "status"),
+        ]
+
+        for section in sections:
+            rows = by_section.get(section, [])
+            if not rows:
+                continue
+            elements.append(Paragraph(truncate_text(section, 90), self.styles["h2"]))
+            elements.append(Spacer(1, 0.05 * inch))
+            table = create_data_table(
+                data=rows,
+                columns=columns,
+                header_color=self.config.primary_color,
+                normal_style=self.styles["normal_center"],
+            )
+            elements.append(table)
+            elements.append(Spacer(1, 0.15 * inch))
+
+        return elements
+
+    # -------------------------------------------------------------------------
+    # Detailed findings hook — inject CIS-specific rationale / audit content
+    # -------------------------------------------------------------------------
+
+    def _render_requirement_detail_extras(
+        self, req: RequirementData, data: ComplianceData
+    ) -> list:
+        """Render CIS rationale, impact, audit, remediation and references."""
+        extras = []
+        meta = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
+        if meta is None:
+            return extras
+
+        field_map = [
+            ("Rationale", "RationaleStatement"),
+            ("Impact", "ImpactStatement"),
+            ("Audit Procedure", "AuditProcedure"),
+            ("Remediation", "RemediationProcedure"),
+            ("References", "References"),
+        ]
+
+        for label, attr_name in field_map:
+            value = getattr(meta, attr_name, None)
+            if not value:
+                continue
+            text = str(value).strip()
+            if not text:
+                continue
+            extras.append(Paragraph(f"<b>{label}:</b>", self.styles["h3"]))
+            extras.append(Paragraph(escape_html(text), self.styles["normal"]))
+            extras.append(Spacer(1, 0.08 * inch))
+
+        return extras
+
+    # -------------------------------------------------------------------------
+    # Private helpers
+    # -------------------------------------------------------------------------
+
+    def _derive_sections(self, data: ComplianceData) -> list[str]:
+        """Extract ordered unique Section names from loaded compliance data."""
+        seen: dict[str, bool] = {}
+        for req in data.requirements:
+            meta = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
+            if meta is None:
+                continue
+            section = getattr(meta, "Section", None) or "Other"
+            if section not in seen:
+                seen[section] = True
+        return list(seen.keys())
+
+    def _compute_statistics(self, data: ComplianceData) -> dict:
+        """Aggregate all statistics needed for summary and charts.
+
+        Memoized per-``ComplianceData`` instance via ``_stats_cache_*``: the
+        executive summary and the charts section both need the same numbers,
+        so they would otherwise re-iterate the requirements twice. We key on
+        ``id(data)`` because ``ComplianceData`` is a dataclass and its
+        instances are not hashable.
+
+        Returns a dict with:
+          - total, passed, failed, manual: int
+          - overall_compliance: float (percentage)
+          - profile_counts: {"L1": {"passed", "failed", "manual"}, ...}
+          - assessment_counts: {"Automated": {...}, "Manual": {...}}
+          - section_stats: {section_name: {"passed", "failed", "manual"}, ...}
+          - top_failing_sections: list[(section_name, stats)] (up to 5)
+        """
+        cache_key = id(data)
+        if self._stats_cache_key == cache_key and self._stats_cache_value is not None:
+            return self._stats_cache_value
+        stats = self._compute_statistics_uncached(data)
+        self._stats_cache_key = cache_key
+        self._stats_cache_value = stats
+        return stats
+
+    def _compute_statistics_uncached(self, data: ComplianceData) -> dict:
+        """Actual aggregation kernel; call ``_compute_statistics`` instead."""
+        total = len(data.requirements)
+        passed = sum(1 for r in data.requirements if r.status == StatusChoices.PASS)
+        failed = sum(1 for r in data.requirements if r.status == StatusChoices.FAIL)
+        manual = sum(1 for r in data.requirements if r.status == StatusChoices.MANUAL)
+
+        evaluated = passed + failed
+        overall_compliance = (passed / evaluated * 100) if evaluated > 0 else 100.0
+
+        profile_counts: dict[str, dict[str, int]] = {
+            "L1": {"passed": 0, "failed": 0, "manual": 0},
+            "L2": {"passed": 0, "failed": 0, "manual": 0},
+            "Other": {"passed": 0, "failed": 0, "manual": 0},
+        }
+        assessment_counts: dict[str, dict[str, int]] = {
+            "Automated": {"passed": 0, "failed": 0, "manual": 0},
+            "Manual": {"passed": 0, "failed": 0, "manual": 0},
+        }
+        section_stats: dict[str, dict[str, int]] = defaultdict(
+            lambda: {"passed": 0, "failed": 0, "manual": 0}
+        )
+
+        for req in data.requirements:
+            meta = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
+            if meta is None:
+                continue
+
+            profile_bucket = _normalize_profile(getattr(meta, "Profile", None))
+            assessment_enum = getattr(meta, "AssessmentStatus", None)
+            assessment_value = getattr(assessment_enum, "value", None) or str(
+                assessment_enum or ""
+            )
+            assessment_bucket = (
+                "Automated" if assessment_value == "Automated" else "Manual"
+            )
+            section = getattr(meta, "Section", None) or "Other"
+
+            status_key = {
+                StatusChoices.PASS: "passed",
+                StatusChoices.FAIL: "failed",
+                StatusChoices.MANUAL: "manual",
+            }.get(req.status)
+            if status_key is None:
+                continue
+
+            profile_counts[profile_bucket][status_key] += 1
+            assessment_counts[assessment_bucket][status_key] += 1
+            section_stats[section][status_key] += 1
+
+        # Top 5 sections with lowest pass rate (only sections with evaluated reqs)
+        def _section_rate(item):
+            _, stats_ = item
+            evaluated_ = stats_["passed"] + stats_["failed"]
+            if evaluated_ == 0:
+                return 101  # sort evaluated=0 to the bottom
+            return stats_["passed"] / evaluated_ * 100
+
+        top_failing_sections = sorted(
+            (
+                item
+                for item in section_stats.items()
+                if (item[1]["passed"] + item[1]["failed"]) > 0
+            ),
+            key=_section_rate,
+        )[:5]
+
+        return {
+            "total": total,
+            "passed": passed,
+            "failed": failed,
+            "manual": manual,
+            "overall_compliance": overall_compliance,
+            "profile_counts": profile_counts,
+            "assessment_counts": assessment_counts,
+            "section_stats": dict(section_stats),
+            "top_failing_sections": top_failing_sections,
+        }
@@ -26,6 +26,52 @@ from .config import (
 )


+def truncate_text(text: str, max_len: int) -> str:
+    """Truncate ``text`` to ``max_len`` characters, appending an ellipsis if cut.
+
+    Used by report generators that need to squeeze long descriptions, section
+    titles or finding titles into a fixed-width table cell.
+
+    Args:
+        text: Source string. ``None`` and non-string values are treated as empty.
+        max_len: Maximum output length including the ellipsis. Values < 4 are
+            clamped so the result never grows beyond ``max_len``.
+
+    Returns:
+        The original string if short enough, otherwise ``text[: max_len - 3] + "..."``.
+        When ``max_len < 4`` a plain substring of length ``max_len`` is returned
+        so callers never get a string longer than they asked for.
+    """
+    if not text:
+        return ""
+    text = str(text)
+    if len(text) <= max_len:
+        return text
+    if max_len < 4:
+        return text[:max_len]
+    return text[: max_len - 3] + "..."
+
+
+def escape_html(text: str) -> str:
+    """Escape the minimal HTML entities required for safe ReportLab Paragraph rendering.
+
+    ReportLab's ``Paragraph`` parses a small HTML subset, so raw ``<``, ``>``
+    and ``&`` in user-provided content (rationale, remediation, etc.) would
+    break layout or be interpreted as tags. This helper mirrors
+    ``html.escape`` but avoids pulling in the stdlib dependency and keeps the
+    output deterministic.
+
+    Args:
+        text: Untrusted source string.
+
+    Returns:
+        A string safe to embed inside a ReportLab Paragraph.
+    """
+    return (
+        str(text or "").replace("&", "&amp;").replace("<", "&lt;").replace(">", "&gt;")
+    )
+
+
 def get_color_for_risk_level(risk_level: int) -> colors.Color:
    """
    Get color based on risk level.
@@ -429,8 +475,15 @@ def create_data_table(
            else:
                value = item.get(col.field, "")

+            # Wrap every string cell in Paragraph so the data rows keep the
+            # caller-supplied font/colour/alignment. Skipping Paragraph for
+            # short cells (a tempting micro-optimisation) breaks visual
+            # consistency: ReportLab Table falls back to Helvetica/black for
+            # raw strings, mixing fonts within the same table.
+            # ``escape_html`` keeps ``<``/``>``/``&`` in resource names from
+            # breaking Paragraph's mini-HTML parser.
            if normal_style and isinstance(value, str):
-                value = Paragraph(value, normal_style)
+                value = Paragraph(escape_html(value), normal_style)
            row.append(value)
        table_data.append(row)

@@ -462,17 +515,26 @@ def create_data_table(
    for idx, col in enumerate(columns):
        styles.append(("ALIGN", (idx, 0), (idx, -1), col.align))

-    # Alternate row backgrounds - skip for very large tables as it adds memory overhead
+    # Alternate row backgrounds: single O(1) ROWBACKGROUNDS style entry.
+    # The previous implementation appended N per-row BACKGROUND commands,
+    # which scaled the TableStyle list linearly with row count. ReportLab
+    # cycles through the colour list row-by-row so the visual is identical.
+    # The ALTERNATE_ROWS_MAX_SIZE cap is preserved to mirror legacy
+    # behaviour (very large tables stay plain), but the memory cost of the
+    # styles list is now constant regardless of row count.
    if (
        alternate_rows
        and len(table_data) > 1
        and len(table_data) <= ALTERNATE_ROWS_MAX_SIZE
    ):
-        for i in range(1, len(table_data)):
-            if i % 2 == 0:
-                styles.append(
-                    ("BACKGROUND", (0, i), (-1, i), colors.Color(0.98, 0.98, 0.98))
-                )
+        styles.append(
+            (
+                "ROWBACKGROUNDS",
+                (0, 1),
+                (-1, -1),
+                [colors.white, colors.Color(0.98, 0.98, 0.98)],
+            )
+        )

    table.setStyle(TableStyle(styles))
    return table
@@ -1,3 +1,4 @@
+import os
 from dataclasses import dataclass, field

 from reportlab.lib import colors
@@ -23,6 +24,47 @@ ALTERNATE_ROWS_MAX_SIZE = 200
 # Larger = fewer queries but more memory per batch
 FINDINGS_BATCH_SIZE = 2000

+# Maximum rows per findings sub-table. ReportLab resolves layout per Flowable;
+# splitting a huge findings list into multiple smaller tables keeps the peak
+# memory of doc.build() bounded. A single 15k-row LongTable would force
+# ReportLab to compute all column widths/row heights/page-breaks at once and
+# OOM the worker; 300-row chunks are rendered contiguously with negligible
+# visual impact.
+FINDINGS_TABLE_CHUNK_SIZE = 300
+
+# Maximum findings rendered per check in the detailed-findings section.
+#
+# Product behaviour: compliance PDFs render at most ``MAX_FINDINGS_PER_CHECK``
+# **failed** findings per check (PASS rows are excluded at SQL level by the
+# ``only_failed`` flag that all four list-rendering frameworks default to:
+# ThreatScore, NIS2, CSA, CIS; ENS does not render finding tables). Above
+# this cap each affected check renders an in-PDF banner
+# ("Showing first 100 of N failed findings for this check. Use the CSV
+# or JSON export for the full list") so the reader knows the table is
+# truncated and where to find the full data.
+#
+# Why a cap exists at all:
+#   * ``FindingOutput.transform_api_finding`` is O(N) per finding (Pydantic
+#     v1 validation + nested model construction).
+#   * ReportLab resolves layout per Flowable; thousands of sub-tables make
+#     ``doc.build()`` very slow and grow the PDF unboundedly.
+#   * A human-readable executive/auditor PDF does not need 12,000 rows for
+#     one check; that is forensic data and lives in the CSV/JSON exports.
+#
+# Why 100 specifically:
+#   * Covers ~99% of real scans without truncation (most checks emit far
+#     fewer than 100 findings even in enterprise estates).
+#   * Worst-case rendered rows = 100 × ~500 checks = 50k rows across all
+#     frameworks, which keeps RSS bounded and a 5-framework run completes
+#     in minutes instead of hours.
+#
+# Override at runtime via ``DJANGO_PDF_MAX_FINDINGS_PER_CHECK``:
+#   * Set to ``0`` to disable the cap entirely (load every finding; only
+#     advisable for small scans).
+#   * Set to a larger value (e.g. ``500``) for forensic detail in big runs;
+#     watch RSS in the Celery worker.
+MAX_FINDINGS_PER_CHECK = int(os.environ.get("DJANGO_PDF_MAX_FINDINGS_PER_CHECK", "100"))
+

 # =============================================================================
 # Base colors
@@ -313,6 +355,32 @@ FRAMEWORK_REGISTRY: dict[str, FrameworkConfig] = {
        has_niveles=False,
        has_weight=False,
    ),
+    "cis": FrameworkConfig(
+        name="cis",
+        display_name="CIS Benchmark",
+        logo_filename=None,
+        primary_color=COLOR_BLUE,
+        secondary_color=COLOR_LIGHT_BLUE,
+        bg_color=COLOR_BG_BLUE,
+        attribute_fields=[
+            "Section",
+            "SubSection",
+            "Profile",
+            "AssessmentStatus",
+            "Description",
+            "RationaleStatement",
+            "ImpactStatement",
+            "RemediationProcedure",
+            "AuditProcedure",
+            "References",
+        ],
+        sections=None,  # Derived dynamically per CIS variant (section names differ across versions/providers)
+        language="en",
+        has_risk_levels=False,
+        has_dimensions=False,
+        has_niveles=False,
+        has_weight=False,
+    ),
 }


@@ -336,5 +404,7 @@ def get_framework_config(compliance_id: str) -> FrameworkConfig | None:
        return FRAMEWORK_REGISTRY["nis2"]
    if "csa" in compliance_lower or "ccm" in compliance_lower:
        return FRAMEWORK_REGISTRY["csa_ccm"]
+    if compliance_lower.startswith("cis_") or "cis" in compliance_lower:
+        return FRAMEWORK_REGISTRY["cis"]

    return None
@@ -10,16 +10,29 @@ from typing import Any

 import sentry_sdk
 from celery.utils.log import get_task_logger
+from config.django.base import DJANGO_FINDINGS_BATCH_SIZE
 from config.env import env
 from config.settings.celery import CELERY_DEADLOCK_ATTEMPTS
 from django.db import IntegrityError, OperationalError
-from django.db.models import Case, Count, IntegerField, Max, Min, Prefetch, Q, Sum, When
+from django.db.models import (
+    Case,
+    Count,
+    Exists,
+    IntegerField,
+    Max,
+    Min,
+    OuterRef,
+    Prefetch,
+    Q,
+    Sum,
+    When,
+)
 from django.utils import timezone as django_timezone
 from tasks.jobs.queries import (
    COMPLIANCE_UPSERT_PROVIDER_SCORE_SQL,
    COMPLIANCE_UPSERT_TENANT_SUMMARY_SQL,
 )
-from tasks.utils import CustomEncoder
+from tasks.utils import CustomEncoder, batched

 from api.compliance import PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE
 from api.constants import SEVERITY_ORDER
@@ -189,8 +202,9 @@ def _get_attack_surface_mapping_from_provider(provider_type: str) -> dict:
            "iam_inline_policy_allows_privilege_escalation",
        },
        "ec2-imdsv1": {
-            "ec2_instance_imdsv2_enabled"
-        },  # AWS only - IMDSv1 enabled findings
+            "ec2_instance_imdsv2_enabled",
+            "ec2_instance_account_imdsv2_enabled",
+        },  # AWS only - instance-level IMDSv1 exposure and account IMDS defaults
    }
    for category_name, check_ids in attack_surface_check_mappings.items():
        if check_ids is None:
@@ -752,11 +766,19 @@ def _process_finding_micro_batch(
            )

        if mappings_to_create:
-            ResourceFindingMapping.objects.bulk_create(
+            created_mappings = ResourceFindingMapping.objects.bulk_create(
                mappings_to_create,
                batch_size=SCAN_DB_BATCH_SIZE,
                ignore_conflicts=True,
+                unique_fields=["tenant_id", "resource_id", "finding_id"],
            )
+            inserted = sum(1 for m in created_mappings if m.pk)
+            if inserted != len(mappings_to_create):
+                logger.error(
+                    f"scan {scan_instance.id}: expected "
+                    f"{len(mappings_to_create)} ResourceFindingMapping rows, "
+                    f"inserted {inserted}. Rolling back micro-batch."
+                )

        # Update finding denormalized arrays
        findings_to_update = []
@@ -1189,8 +1211,39 @@ def aggregate_findings(tenant_id: str, scan_id: str):
                muted_changed=agg["muted_changed"],
            )
            for agg in aggregation
+            if agg["resources__service"] is not None
+            and agg["resources__region"] is not None
        }
-        ScanSummary.objects.bulk_create(scan_aggregations, batch_size=3000)
+        # Upsert so re-runs (post-mute reaggregation) don't trip
+        # `unique_scan_summary`; race-safe under concurrent writers.
+        ScanSummary.objects.bulk_create(
+            scan_aggregations,
+            batch_size=3000,
+            update_conflicts=True,
+            unique_fields=[
+                "tenant",
+                "scan",
+                "check_id",
+                "service",
+                "severity",
+                "region",
+            ],
+            update_fields=[
+                "_pass",
+                "fail",
+                "muted",
+                "total",
+                "new",
+                "changed",
+                "unchanged",
+                "fail_new",
+                "fail_changed",
+                "pass_new",
+                "pass_changed",
+                "muted_new",
+                "muted_changed",
+            ],
+        )


 def _aggregate_findings_by_region(
@@ -1535,13 +1588,24 @@ def aggregate_attack_surface(tenant_id: str, scan_id: str):
            )
        )

-    # Bulk create overview records
    if overview_objects:
        with rls_transaction(tenant_id):
-            AttackSurfaceOverview.objects.bulk_create(overview_objects, batch_size=500)
-            logger.info(
-                f"Created {len(overview_objects)} attack surface overview records for scan {scan_id}"
+            # Upsert so re-runs (post-mute reaggregation) don't trip
+            # `unique_attack_surface_per_scan`; race-safe under concurrent writers.
+            AttackSurfaceOverview.objects.bulk_create(
+                overview_objects,
+                batch_size=500,
+                update_conflicts=True,
+                unique_fields=["tenant_id", "scan_id", "attack_surface_type"],
+                update_fields=[
+                    "total_findings",
+                    "failed_findings",
+                    "muted_failed_findings",
+                ],
            )
+        logger.info(
+            f"Upserted {len(overview_objects)} attack surface overview records for scan {scan_id}"
+        )
    else:
        logger.info(f"No attack surface overview records created for scan {scan_id}")

@@ -1804,11 +1868,9 @@ def aggregate_finding_group_summaries(tenant_id: str, scan_id: str):
        )

        # Aggregate findings by check_id for this scan.
-        # `pass_count`, `fail_count` and `manual_count` count *every* finding
-        # in this group, regardless of mute state, so the aggregated `status`
-        # always reflects the underlying check outcome (FAIL > PASS > MANUAL)
-        # even when the group is fully muted. The orthogonal `muted` flag is
-        # what tells whether the group has any actionable (non-muted) findings.
+        # `pass_count`, `fail_count` and `manual_count` only count non-muted
+        # findings. Muted findings are tracked separately via the
+        # `*_muted_count` fields.
        aggregated = (
            Finding.objects.filter(
                tenant_id=tenant_id,
@@ -1817,9 +1879,9 @@ def aggregate_finding_group_summaries(tenant_id: str, scan_id: str):
            .values("check_id")
            .annotate(
                severity_order=Max(severity_case),
-                pass_count=Count("id", filter=Q(status="PASS")),
-                fail_count=Count("id", filter=Q(status="FAIL")),
-                manual_count=Count("id", filter=Q(status="MANUAL")),
+                pass_count=Count("id", filter=Q(status="PASS", muted=False)),
+                fail_count=Count("id", filter=Q(status="FAIL", muted=False)),
+                manual_count=Count("id", filter=Q(status="MANUAL", muted=False)),
                pass_muted_count=Count("id", filter=Q(status="PASS", muted=True)),
                fail_muted_count=Count("id", filter=Q(status="FAIL", muted=True)),
                manual_muted_count=Count("id", filter=Q(status="MANUAL", muted=True)),
@@ -2021,3 +2083,169 @@ def aggregate_finding_group_summaries(tenant_id: str, scan_id: str):
        "created": created_count,
        "updated": updated_count,
    }
+
+
+def reset_ephemeral_resource_findings_count(tenant_id: str, scan_id: str) -> dict:
+    """Zero failed_findings_count for resources missing from a completed full-scope scan.
+
+    Resources that exist in the database for the scan's provider but were not
+    touched by this scan are treated as ephemeral. We keep their historical
+    findings, but reset the denormalized counter that drives the Resources page
+    sort so they stop ranking at the top.
+
+    Skipped (no-op) when:
+        - The scan is not in COMPLETED state.
+        - The scan ran with any scoping filter in scanner_args (partial scope).
+
+    Query design (must scale to 500k+ resources per provider):
+        Phase 1 — collect ephemeral IDs with one anti-join read.
+            Outer filter ``(tenant_id, provider_id, failed_findings_count > 0)``
+            uses ``resources_tenant_provider_idx``. The correlated
+            ``NOT EXISTS`` subquery hits the implicit unique index
+            ``(tenant_id, scan_id, resource_id)`` on ``ResourceScanSummary``.
+            ``NOT EXISTS`` (vs ``NOT IN``) is null-safe and lets the planner
+            choose between hash anti-join and indexed nested-loop anti-join.
+            ``.iterator(chunk_size=...)`` skips the queryset cache so memory
+            stays bounded while streaming UUIDs.
+        Phase 2 — UPDATE in fixed-size batches.
+            One large UPDATE would hold row-exclusive locks for seconds and
+            create a WAL spike. Batched UPDATEs by ``id__in`` (~1k rows each)
+            hit the primary key, keep each lock window ~50ms, bound WAL chunks,
+            and let other writers proceed between batches.
+            ``failed_findings_count__gt=0`` in the UPDATE is idempotent under
+            concurrent scans and skips no-op rewrites.
+        Reads use the primary DB, not the replica: ``ResourceScanSummary`` rows
+        were written by the same scan task that triggered this one, so replica
+        lag could falsely classify scanned resources as ephemeral.
+
+        Scope detection (``Scan.is_full_scope()``) derives the set of scoping
+        scanner_args from ``prowler.lib.scan.scan.Scan.__init__`` via
+        introspection, so the API can never drift from the SDK's filter
+        contract. Imported scans are also rejected by trigger — they may only
+        cover a partial slice of resources.
+    """
+    with rls_transaction(tenant_id):
+        scan = Scan.objects.filter(tenant_id=tenant_id, id=scan_id).first()
+
+    if scan is None:
+        logger.warning(f"Scan {scan_id} not found")
+        return {"status": "skipped", "reason": "scan not found"}
+
+    if scan.state != StateChoices.COMPLETED:
+        logger.info(f"Scan {scan_id} not completed; skipping ephemeral reset")
+        return {"status": "skipped", "reason": "scan not completed"}
+
+    if not scan.is_full_scope():
+        logger.info(
+            f"Scan {scan_id} ran with scoping filters; skipping ephemeral reset"
+        )
+        return {"status": "skipped", "reason": "partial scan scope"}
+
+    # Race protection: if a newer completed full-scope scan exists for this
+    # provider, our ResourceScanSummary set is stale relative to the resources'
+    # current failed_findings_count values (which the newer scan already
+    # refreshed). Wiping based on the older scan would zero counts the newer
+    # scan just set. Skip and let the newer scan's reset task do the work; if
+    # this task was delayed in the queue, that's the correct outcome.
+    # `completed_at__isnull=False` is required: Postgres orders NULL first in
+    # DESC, so a sibling COMPLETED scan with a missing completed_at would sort
+    # as "newest" and incorrectly cause us to skip.
+    with rls_transaction(tenant_id):
+        latest_full_scope_scan_id = (
+            Scan.objects.filter(
+                tenant_id=tenant_id,
+                provider_id=scan.provider_id,
+                state=StateChoices.COMPLETED,
+                completed_at__isnull=False,
+            )
+            .order_by("-completed_at", "-inserted_at")
+            .values_list("id", flat=True)
+            .first()
+        )
+    if latest_full_scope_scan_id != scan.id:
+        logger.info(
+            f"Scan {scan_id} is not the latest completed scan for provider "
+            f"{scan.provider_id}; skipping ephemeral reset"
+        )
+        return {"status": "skipped", "reason": "newer scan exists"}
+
+    # Defensive gate: ResourceScanSummary rows are written by perform_prowler_scan
+    # via best-effort bulk_create. If those writes failed silently (or the scan
+    # genuinely produced resources but no summaries were persisted), the
+    # ~Exists(in_scan) anti-join below would classify EVERY resource for this
+    # provider as ephemeral and zero their counts. Bail loudly instead.
+    with rls_transaction(tenant_id):
+        summaries_present = ResourceScanSummary.objects.filter(
+            tenant_id=tenant_id, scan_id=scan_id
+        ).exists()
+    if scan.unique_resource_count > 0 and not summaries_present:
+        logger.error(
+            f"Scan {scan_id} reports {scan.unique_resource_count} unique "
+            f"resources but no ResourceScanSummary rows are persisted; "
+            f"skipping ephemeral reset to avoid wiping valid counts"
+        )
+        return {"status": "skipped", "reason": "summaries missing"}
+
+    # Stays on the primary DB intentionally. ResourceScanSummary rows are
+    # written by perform_prowler_scan in the same chain that triggered this
+    # task, so replica lag could return an empty/partial summary set; a stale
+    # read here would classify every Resource as ephemeral and wipe valid
+    # failed_findings_count values on the primary. Same rationale as
+    # update_provider_compliance_scores below in this module.
+    # Materializing the ID list (rather than streaming the iterator into
+    # batched UPDATEs) is intentional: it lets the UPDATEs run in their own
+    # short rls_transactions instead of one long transaction holding row locks
+    # on every batch. At 500k UUIDs the peak memory is ~40 MB — acceptable for
+    # a Celery worker — and is the better trade-off versus a multi-second
+    # write-lock window blocking concurrent scans.
+    with rls_transaction(tenant_id):
+        in_scan = ResourceScanSummary.objects.filter(
+            tenant_id=tenant_id,
+            scan_id=scan_id,
+            resource_id=OuterRef("pk"),
+        )
+        ephemeral_ids = list(
+            Resource.objects.filter(
+                tenant_id=tenant_id,
+                provider_id=scan.provider_id,
+                failed_findings_count__gt=0,
+            )
+            .filter(~Exists(in_scan))
+            .values_list("id", flat=True)
+            .iterator(chunk_size=DJANGO_FINDINGS_BATCH_SIZE)
+        )
+
+    if not ephemeral_ids:
+        logger.info(f"No ephemeral resources for scan {scan_id}")
+        return {
+            "status": "completed",
+            "scan_id": str(scan_id),
+            "provider_id": str(scan.provider_id),
+            "reset": 0,
+        }
+
+    total_updated = 0
+    for batch, _ in batched(ephemeral_ids, DJANGO_FINDINGS_BATCH_SIZE):
+        # batched() always yields a final tuple, which is empty when the input
+        # length is an exact multiple of the batch size. Skip it so we don't
+        # issue a no-op UPDATE ... WHERE id IN ().
+        if not batch:
+            continue
+        with rls_transaction(tenant_id):
+            total_updated += Resource.objects.filter(
+                tenant_id=tenant_id,
+                id__in=batch,
+                failed_findings_count__gt=0,
+            ).update(failed_findings_count=0)
+
+    logger.info(
+        f"Ephemeral resource reset for scan {scan_id}: "
+        f"{total_updated} resources zeroed for provider {scan.provider_id}"
+    )
+
+    return {
+        "status": "completed",
+        "scan_id": str(scan_id),
+        "provider_id": str(scan.provider_id),
+        "reset": total_updated,
+    }
@@ -1,6 +1,8 @@
 from celery.utils.log import get_task_logger
 from config.django.base import DJANGO_FINDINGS_BATCH_SIZE
-from django.db.models import Count, Q
+from django.db.models import Count, F, Q, Window
+from django.db.models.functions import RowNumber
+from tasks.jobs.reports.config import MAX_FINDINGS_PER_CHECK

 from api.db_router import READ_REPLICA_ALIAS
 from api.db_utils import rls_transaction
@@ -154,6 +156,8 @@ def _load_findings_for_requirement_checks(
    check_ids: list[str],
    prowler_provider,
    findings_cache: dict[str, list[FindingOutput]] | None = None,
+    total_counts_out: dict[str, int] | None = None,
+    only_failed_findings: bool = False,
 ) -> dict[str, list[FindingOutput]]:
    """
    Load findings for specific check IDs on-demand with optional caching.
@@ -178,6 +182,23 @@ def _load_findings_for_requirement_checks(
        prowler_provider: The initialized Prowler provider instance.
        findings_cache (dict, optional): Cache of already loaded findings.
            If provided, checks are first looked up in cache before querying database.
+        total_counts_out (dict, optional): If provided, populated with
+            ``{check_id: total_findings_in_db}`` BEFORE any per-check cap is
+            applied. Lets callers render a "Showing first N of M" banner for
+            truncated checks. Only populated for ``check_ids`` actually
+            queried (cache hits keep whatever value the caller already had).
+            When ``only_failed_findings=True`` the total is FAIL-only.
+        only_failed_findings (bool): When True, push the ``status=FAIL``
+            filter down into the SQL query so PASS rows are never loaded
+            from the DB nor pydantic-transformed. This matches the
+            ``only_failed`` requirement-level filter applied at PDF render
+            time: a requirement marked FAIL because 1/1000 findings failed
+            shouldn't render a table of 999 PASS rows. That hides the
+            actual failure under noise and wastes the per-check cap on
+            irrelevant data. NOTE: the findings cache stores whatever the
+            first caller asked for, so all callers in a single
+            ``generate_compliance_reports`` run MUST pass the same flag
+            (which they do: it threads from ``only_failed`` defaults).

    Returns:
        dict[str, list[FindingOutput]]: Dictionary mapping check_id to list of FindingOutput objects.
@@ -222,17 +243,70 @@ def _load_findings_for_requirement_checks(
        )

        with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-            # Use iterator with chunk_size for memory-efficient streaming
-            # chunk_size controls how many rows Django fetches from DB at once
-            findings_queryset = (
-                Finding.all_objects.filter(
-                    tenant_id=tenant_id,
-                    scan_id=scan_id,
-                    check_id__in=check_ids_to_load,
-                )
-                .order_by("check_id", "uid")
-                .iterator(chunk_size=DJANGO_FINDINGS_BATCH_SIZE)
+            base_qs = Finding.all_objects.filter(
+                tenant_id=tenant_id,
+                scan_id=scan_id,
+                check_id__in=check_ids_to_load,
            )
+            if only_failed_findings:
+                # Push the FAIL filter down into SQL: DB returns ~N×FAIL
+                # rows instead of N×ALL, and we never spend pydantic CPU on
+                # PASS findings the PDF would never render.
+                base_qs = base_qs.filter(status=StatusChoices.FAIL)
+
+            # Aggregate totals once so we (a) know which checks need capping
+            # and (b) can surface "Showing first N of M" in the PDF banner.
+            # Cheap: a single COUNT grouped by check_id.
+            totals: dict[str, int] = {
+                row["check_id"]: row["total"]
+                for row in base_qs.values("check_id").annotate(total=Count("id"))
+            }
+            if total_counts_out is not None:
+                total_counts_out.update(totals)
+
+            cap = MAX_FINDINGS_PER_CHECK
+            checks_over_cap = (
+                {cid for cid, n in totals.items() if n > cap} if cap > 0 else set()
+            )
+
+            # Use iterator with chunk_size for memory-efficient streaming.
+            # FindingOutput.transform_api_finding (prowler/lib/outputs/finding.py)
+            # reads finding.resources.first() and resource.tags.all() per
+            # finding, which without prefetch generates 2N queries per chunk.
+            # prefetch_related runs once per iterator chunk (Django >=4.1) and
+            # collapses that into a constant 2 extra queries per chunk.
+            if checks_over_cap:
+                # Top-N per check via a window function: PostgreSQL only
+                # materialises ``cap * |checks_over_cap| + sum(uncapped)``
+                # rows, vs the full table scan the previous path did.
+                ranked = base_qs.annotate(
+                    rn=Window(
+                        expression=RowNumber(),
+                        partition_by=[F("check_id")],
+                        order_by=F("uid").asc(),
+                    )
+                )
+                findings_queryset = (
+                    Finding.all_objects.filter(
+                        id__in=ranked.filter(rn__lte=cap).values("id")
+                    )
+                    .prefetch_related("resources", "resources__tags")
+                    .order_by("check_id", "uid")
+                    .iterator(chunk_size=DJANGO_FINDINGS_BATCH_SIZE)
+                )
+                logger.info(
+                    "Per-check cap=%d active for %d checks (max %d each); "
+                    "skipping transform for surplus rows",
+                    cap,
+                    len(checks_over_cap),
+                    cap,
+                )
+            else:
+                findings_queryset = (
+                    base_qs.prefetch_related("resources", "resources__tags")
+                    .order_by("check_id", "uid")
+                    .iterator(chunk_size=DJANGO_FINDINGS_BATCH_SIZE)
+                )

            # Pre-initialize empty lists for all check_ids to load
            # This avoids repeated dict lookups and 'if not in' checks
@@ -248,7 +322,11 @@ def _load_findings_for_requirement_checks(
                findings_count += 1

            logger.info(
-                f"Loaded {findings_count} findings for {len(check_ids_to_load)} checks"
+                "Loaded %d findings for %d checks (truncated %d checks total=%d)",
+                findings_count,
+                len(check_ids_to_load),
+                len(checks_over_cap),
+                sum(totals.values()),
            )

    # Build result dict using cache references (no data duplication)
@@ -258,3 +336,40 @@ def _load_findings_for_requirement_checks(
    }

    return result
+
+
+def _get_compliance_check_ids(compliance_obj) -> set[str]:
+    """Return the union of all check_ids referenced by a compliance framework.
+
+    Used by the master report orchestrator to know which checks each
+    framework consumes from the shared ``findings_cache``, so that once a
+    framework finishes the entries no other pending framework needs can be
+    evicted from the cache (PROWLER-1733).
+
+    Args:
+        compliance_obj: A loaded Compliance framework object exposing a
+            ``Requirements`` iterable, each requirement carrying ``Checks``.
+            ``None`` is treated as "no checks" rather than raising, so the
+            caller can pass ``frameworks_bulk.get(...)`` directly without
+            an extra existence check.
+
+    Returns:
+        Set of check_id strings (empty if ``compliance_obj`` is ``None``).
+    """
+    if compliance_obj is None:
+        return set()
+    checks: set[str] = set()
+    requirements = getattr(compliance_obj, "Requirements", None) or []
+    try:
+        # Defensive: Mock objects (used in unit tests) return another Mock
+        # for any attribute access, which is truthy but not iterable. Treat
+        # any non-iterable Requirements value as "no checks".
+        for req in requirements:
+            req_checks = getattr(req, "Checks", None) or []
+            try:
+                checks.update(req_checks)
+            except TypeError:
+                continue
+    except TypeError:
+        return set()
+    return checks
@@ -20,8 +20,8 @@ from tasks.jobs.backfill import (
    backfill_finding_group_summaries,
    backfill_provider_compliance_scores,
    backfill_resource_scan_summaries,
-    backfill_scan_category_summaries,
-    backfill_scan_resource_group_summaries,
+    aggregate_scan_category_summaries,
+    aggregate_scan_resource_group_summaries,
 )
 from tasks.jobs.connection import (
    check_integration_connection,
@@ -46,7 +46,11 @@ from tasks.jobs.lighthouse_providers import (
    refresh_lighthouse_provider_models,
 )
 from tasks.jobs.muting import mute_historical_findings
-from tasks.jobs.report import generate_compliance_reports_job
+from tasks.jobs.report import (
+    STALE_TMP_OUTPUT_MAX_AGE_HOURS,
+    _cleanup_stale_tmp_output_directories,
+    generate_compliance_reports_job,
+)
 from tasks.jobs.scan import (
    aggregate_attack_surface,
    aggregate_daily_severity,
@@ -54,6 +58,7 @@ from tasks.jobs.scan import (
    aggregate_findings,
    create_compliance_requirements,
    perform_prowler_scan,
+    reset_ephemeral_resource_findings_count,
    update_provider_compliance_scores,
 )
 from tasks.utils import (
@@ -73,6 +78,7 @@ from prowler.lib.check.compliance_models import Compliance
 from prowler.lib.outputs.compliance.generic.generic import GenericCompliance
 from prowler.lib.outputs.finding import Finding as FindingOutput

+
 logger = get_task_logger(__name__)


@@ -154,6 +160,13 @@ def _perform_scan_complete_tasks(tenant_id: str, scan_id: str, provider_id: str)
            generate_outputs_task.si(
                scan_id=scan_id, provider_id=provider_id, tenant_id=tenant_id
            ),
+            # post-scan task — runs in the parallel group so a
+            # failure cannot cascade into reports or integrations. Its only
+            # prerequisite is that perform_prowler_scan has committed
+            # ResourceScanSummary, which is true by the time this chain fires.
+            reset_ephemeral_resource_findings_count_task.si(
+                tenant_id=tenant_id, scan_id=scan_id
+            ),
        ),
        group(
            # Use optimized task that generates both reports with shared queries
@@ -169,10 +182,25 @@ def _perform_scan_complete_tasks(tenant_id: str, scan_id: str, provider_id: str)
    ).apply_async()

    if can_provider_run_attack_paths_scan(tenant_id, provider_id):
-        perform_attack_paths_scan_task.apply_async(
+        # Row is normally created upstream, so this is a safeguard so we can attach the task id below
+        attack_paths_scan = attack_paths_db_utils.retrieve_attack_paths_scan(
+            tenant_id, scan_id
+        )
+        if attack_paths_scan is None:
+            attack_paths_scan = attack_paths_db_utils.create_attack_paths_scan(
+                tenant_id, scan_id, provider_id
+            )
+
+        # Persist the Celery task id so the periodic cleanup can revoke scans stuck in SCHEDULED
+        result = perform_attack_paths_scan_task.apply_async(
            kwargs={"tenant_id": tenant_id, "scan_id": scan_id}
        )

+        if attack_paths_scan and result:
+            attack_paths_db_utils.set_attack_paths_scan_task_id(
+                tenant_id, attack_paths_scan.id, result.task_id
+            )
+

@shared_task(base=RLSTask, name="provider-connection-check")
@set_tenant
@@ -374,7 +402,8 @@ class AttackPathsScanRLSTask(RLSTask):
    SDK initialization, or Neo4j configuration errors during setup).
    """

-    def on_failure(self, exc, task_id, args, kwargs, _einfo):
+    def on_failure(self, exc, task_id, args, kwargs, _einfo):  # noqa: ARG002
+        del args  # Required by Celery's Task.on_failure signature; not used.
        tenant_id = kwargs.get("tenant_id")
        scan_id = kwargs.get("scan_id")

@@ -440,6 +469,19 @@ def generate_outputs_task(scan_id: str, provider_id: str, tenant_id: str):
        scan_id (str): The scan identifier.
        provider_id (str): The provider_id id to be used in generating outputs.
    """
+    try:
+        _cleanup_stale_tmp_output_directories(
+            DJANGO_TMP_OUTPUT_DIRECTORY,
+            max_age_hours=STALE_TMP_OUTPUT_MAX_AGE_HOURS,
+            exclude_scan=(tenant_id, scan_id),
+        )
+    except Exception as error:
+        logger.warning(
+            "Skipping stale tmp cleanup before output generation for scan %s: %s",
+            scan_id,
+            error,
+        )
+
    # Check if the scan has findings
    if not ScanSummary.objects.filter(scan_id=scan_id).exists():
        logger.info(f"No findings found for scan {scan_id}")
@@ -659,9 +701,9 @@ def backfill_finding_group_summaries_task(tenant_id: str, days: int = None):
    return backfill_finding_group_summaries(tenant_id=tenant_id, days=days)


-@shared_task(name="backfill-scan-category-summaries", queue="backfill")
+@shared_task(name="scan-category-summaries", queue="overview")
@handle_provider_deletion
-def backfill_scan_category_summaries_task(tenant_id: str, scan_id: str):
+def aggregate_scan_category_summaries_task(tenant_id: str, scan_id: str):
    """
    Backfill ScanCategorySummary for a completed scan.

@@ -671,12 +713,12 @@ def backfill_scan_category_summaries_task(tenant_id: str, scan_id: str):
        tenant_id (str): The tenant identifier.
        scan_id (str): The scan identifier.
    """
-    return backfill_scan_category_summaries(tenant_id=tenant_id, scan_id=scan_id)
+    return aggregate_scan_category_summaries(tenant_id=tenant_id, scan_id=scan_id)


-@shared_task(name="backfill-scan-resource-group-summaries", queue="backfill")
+@shared_task(name="scan-resource-group-summaries", queue="overview")
@handle_provider_deletion
-def backfill_scan_resource_group_summaries_task(tenant_id: str, scan_id: str):
+def aggregate_scan_resource_group_summaries_task(tenant_id: str, scan_id: str):
    """
    Backfill ScanGroupSummary for a completed scan.

@@ -686,7 +728,7 @@ def backfill_scan_resource_group_summaries_task(tenant_id: str, scan_id: str):
        tenant_id (str): The tenant identifier.
        scan_id (str): The scan identifier.
    """
-    return backfill_scan_resource_group_summaries(tenant_id=tenant_id, scan_id=scan_id)
+    return aggregate_scan_resource_group_summaries(tenant_id=tenant_id, scan_id=scan_id)


@shared_task(name="backfill-provider-compliance-scores", queue="backfill")
@@ -758,6 +800,32 @@ def aggregate_daily_severity_task(tenant_id: str, scan_id: str):
    return aggregate_daily_severity(tenant_id=tenant_id, scan_id=scan_id)


+@shared_task(name="scan-reset-ephemeral-resources", queue="overview")
+@handle_provider_deletion
+def reset_ephemeral_resource_findings_count_task(tenant_id: str, scan_id: str):
+    """Reset failed_findings_count for resources missing from a completed full-scope scan.
+
+    Failures are swallowed and returned as a status: this task lives inside the
+    post-scan group, and Celery propagates group-member exceptions into the next
+    chain step — meaning a crash here would block compliance reports and
+    integrations. The reset is purely cosmetic (UI sort optimization), so a
+    bad run is logged and absorbed rather than allowed to cascade.
+    """
+    try:
+        return reset_ephemeral_resource_findings_count(
+            tenant_id=tenant_id, scan_id=scan_id
+        )
+    except Exception as exc:  # noqa: BLE001 — intentionally broad
+        logger.exception(
+            f"reset_ephemeral_resource_findings_count failed for scan {scan_id}: {exc}"
+        )
+        return {
+            "status": "failed",
+            "scan_id": str(scan_id),
+            "reason": str(exc),
+        }
+
+
@shared_task(base=RLSTask, name="scan-finding-group-summaries", queue="overview")
@set_tenant(keep_tenant=True)
@handle_provider_deletion
@@ -771,15 +839,26 @@ def aggregate_finding_group_summaries_task(tenant_id: str, scan_id: str):
 )
@set_tenant(keep_tenant=True)
 def reaggregate_all_finding_group_summaries_task(tenant_id: str):
-    """Reaggregate finding group summaries for every (provider, day) combination.
+    """Reaggregate every pre-aggregated summary table for this tenant.

    Mirrors the unbounded scope of `mute_historical_findings_task`: that task
    rewrites every Finding row whose UID matches a mute rule, with no time
-    limit. To keep the daily summaries consistent with that update, this task
-    re-runs the aggregator on the latest completed scan of every (provider,
-    day) pair that exists in the database. Tasks are dispatched in parallel
-    via a Celery group so the wallclock scales with the worker pool, not with
-    the number of pairs.
+    limit. To keep the pre-aggregated tables consistent with that update,
+    this task re-runs the same per-scan aggregation pipeline that scan
+    completion runs on the latest completed scan of every (provider, day)
+    pair, rebuilding the tables that power the read endpoints:
+
+      - `ScanSummary` and `DailySeveritySummary` -> `/overviews/findings`,
+        `/overviews/findings-severity`, `/overviews/services`.
+      - `FindingGroupDailySummary` -> `/finding-groups` and
+        `/finding-groups/latest`.
+      - `ScanGroupSummary` -> `/overviews/resource-groups` (resource
+        inventory).
+      - `ScanCategorySummary` -> `/overviews/categories`.
+      - `AttackSurfaceOverview` -> `/overviews/attack-surfaces`.
+
+    Per-scan pipelines are dispatched in parallel via a Celery group so
+    wallclock scales with the worker pool.
    """
    completed_scans = list(
        Scan.objects.filter(
@@ -804,12 +883,32 @@ def reaggregate_all_finding_group_summaries_task(tenant_id: str):
    scan_ids = list(latest_scans.values())
    if scan_ids:
        logger.info(
-            "Reaggregating finding group summaries for %d scans (provider x day)",
+            "Reaggregating overview/finding summaries for %d scans (provider x day)",
            len(scan_ids),
        )
+        # DailySeveritySummary reads from ScanSummary, so ScanSummary must be
+        # recomputed first; the other aggregators read Finding directly and
+        # can run in parallel with the severity step.
        group(
-            aggregate_finding_group_summaries_task.si(
-                tenant_id=tenant_id, scan_id=scan_id
+            chain(
+                perform_scan_summary_task.si(tenant_id=tenant_id, scan_id=scan_id),
+                group(
+                    aggregate_daily_severity_task.si(
+                        tenant_id=tenant_id, scan_id=scan_id
+                    ),
+                    aggregate_finding_group_summaries_task.si(
+                        tenant_id=tenant_id, scan_id=scan_id
+                    ),
+                    aggregate_scan_resource_group_summaries_task.si(
+                        tenant_id=tenant_id, scan_id=scan_id
+                    ),
+                    aggregate_scan_category_summaries_task.si(
+                        tenant_id=tenant_id, scan_id=scan_id
+                    ),
+                    aggregate_attack_surface_task.si(
+                        tenant_id=tenant_id, scan_id=scan_id
+                    ),
+                ),
            )
            for scan_id in scan_ids
        ).apply_async()
@@ -982,13 +1081,17 @@ def jira_integration_task(
@handle_provider_deletion
 def generate_compliance_reports_task(tenant_id: str, scan_id: str, provider_id: str):
    """
-    Optimized task to generate ThreatScore, ENS, NIS2, and CSA CCM reports with shared queries.
+    Optimized task to generate ThreatScore, ENS, NIS2, CSA CCM and CIS reports with shared queries.

    This task is more efficient than running separate report tasks because it reuses database queries:
    - Provider object fetched once (instead of multiple times)
    - Requirement statistics aggregated once (instead of multiple times)
    - Can reduce database load by up to 50-70%

+    CIS emits a single PDF per run: the one matching the highest CIS version
+    available for the scan's provider, picked dynamically from
+    ``Compliance.get_bulk`` (no hard-coded provider → version mapping).
+
    Args:
        tenant_id (str): The tenant identifier.
        scan_id (str): The scan identifier.
@@ -1005,6 +1108,7 @@ def generate_compliance_reports_task(tenant_id: str, scan_id: str, provider_id:
        generate_ens=True,
        generate_nis2=True,
        generate_csa=True,
+        generate_cis=True,
    )


@@ -38,11 +38,14 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.finish_attack_paths_scan")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.sync.sync_graph")
-    @patch("tasks.jobs.attack_paths.scan.graph_database.drop_subgraph")
+    @patch(
+        "tasks.jobs.attack_paths.scan.sync.sync_graph",
+        return_value={"nodes": 0, "relationships": 0},
+    )
+    @patch("tasks.jobs.attack_paths.scan.graph_database.drop_subgraph", return_value=0)
    @patch("tasks.jobs.attack_paths.scan.indexes.create_sync_indexes")
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_ontology.run")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -132,7 +135,7 @@ class TestAttackPathsRun:
        assert result == ingestion_result
        mock_retrieve_scan.assert_called_once_with(str(tenant.id), str(scan.id))
        mock_starting.assert_called_once()
-        config = mock_starting.call_args[0][2]
+        config = mock_starting.call_args[0][1]
        assert config.neo4j_database == "tenant-db"
        mock_get_db_name.assert_has_calls(
            [call(attack_paths_scan.id, temporary=True), call(provider.tenant_id)]
@@ -188,7 +191,7 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.set_provider_graph_data_ready")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -287,7 +290,7 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.set_provider_graph_data_ready")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -390,7 +393,7 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.set_provider_graph_data_ready")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -489,14 +492,17 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.set_provider_graph_data_ready")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.sync.sync_graph")
+    @patch(
+        "tasks.jobs.attack_paths.scan.sync.sync_graph",
+        return_value={"nodes": 0, "relationships": 0},
+    )
    @patch(
        "tasks.jobs.attack_paths.scan.graph_database.drop_subgraph",
        side_effect=RuntimeError("drop failed"),
    )
    @patch("tasks.jobs.attack_paths.scan.indexes.create_sync_indexes")
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_ontology.run")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -609,7 +615,7 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.graph_database.drop_subgraph")
    @patch("tasks.jobs.attack_paths.scan.indexes.create_sync_indexes")
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_ontology.run")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -718,11 +724,14 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.set_provider_graph_data_ready")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.sync.sync_graph")
+    @patch(
+        "tasks.jobs.attack_paths.scan.sync.sync_graph",
+        return_value={"nodes": 0, "relationships": 0},
+    )
    @patch("tasks.jobs.attack_paths.scan.graph_database.drop_subgraph")
    @patch("tasks.jobs.attack_paths.scan.indexes.create_sync_indexes")
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_ontology.run")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -833,14 +842,17 @@ class TestAttackPathsRun:
    @patch("tasks.jobs.attack_paths.scan.db_utils.set_provider_graph_data_ready")
    @patch("tasks.jobs.attack_paths.scan.db_utils.update_attack_paths_scan_progress")
    @patch("tasks.jobs.attack_paths.scan.db_utils.starting_attack_paths_scan")
-    @patch("tasks.jobs.attack_paths.scan.sync.sync_graph")
+    @patch(
+        "tasks.jobs.attack_paths.scan.sync.sync_graph",
+        return_value={"nodes": 0, "relationships": 0},
+    )
    @patch(
        "tasks.jobs.attack_paths.scan.graph_database.drop_subgraph",
        side_effect=RuntimeError("drop failed"),
    )
    @patch("tasks.jobs.attack_paths.scan.indexes.create_sync_indexes")
    @patch("tasks.jobs.attack_paths.scan.internet.analysis")
-    @patch("tasks.jobs.attack_paths.scan.findings.analysis")
+    @patch("tasks.jobs.attack_paths.scan.findings.analysis", return_value=(0, 0))
    @patch("tasks.jobs.attack_paths.scan.indexes.create_findings_indexes")
    @patch("tasks.jobs.attack_paths.scan.cartography_ontology.run")
    @patch("tasks.jobs.attack_paths.scan.cartography_analysis.run")
@@ -1273,11 +1285,13 @@ class TestAttackPathsFindingsHelpers:
        config = SimpleNamespace(update_tag=12345)
        mock_session = MagicMock()

+        first_result = MagicMock()
+        first_result.single.return_value = {"merged_count": 1, "dropped_count": 0}
+        second_result = MagicMock()
+        second_result.single.return_value = {"merged_count": 0, "dropped_count": 1}
+        mock_session.run.side_effect = [first_result, second_result]
+
        with (
-            patch(
-                "tasks.jobs.attack_paths.findings.get_root_node_label",
-                return_value="AWSAccount",
-            ),
            patch(
                "tasks.jobs.attack_paths.findings.get_node_uid_field",
                return_value="arn",
@@ -1286,6 +1300,7 @@ class TestAttackPathsFindingsHelpers:
                "tasks.jobs.attack_paths.findings.get_provider_resource_label",
                return_value="_AWSResource",
            ),
+            patch("tasks.jobs.attack_paths.findings.logger") as mock_logger,
        ):
            findings_module.load_findings(
                mock_session, findings_generator(), provider, config
@@ -1294,10 +1309,17 @@ class TestAttackPathsFindingsHelpers:
        assert mock_session.run.call_count == 2
        for call_args in mock_session.run.call_args_list:
            params = call_args.args[1]
-            assert params["provider_uid"] == str(provider.uid)
            assert params["last_updated"] == config.update_tag
            assert "findings_data" in params

+        summary_log = next(
+            call_args.args[0]
+            for call_args in mock_logger.info.call_args_list
+            if call_args.args and "Finished loading" in call_args.args[0]
+        )
+        assert "edges_merged=1" in summary_log
+        assert "edges_dropped=1" in summary_log
+
    def test_stream_findings_with_resources_returns_latest_scan_data(
        self,
        tenants_fixture,
@@ -1477,11 +1499,12 @@ class TestAttackPathsFindingsHelpers:
            "default",
        ):
            result = findings_module._enrich_batch_with_resources(
-                [finding_dict], str(tenant.id)
+                [finding_dict], str(tenant.id), lambda uid: f"short:{uid}"
            )

        assert len(result) == 1
        assert result[0]["resource_uid"] == resource.uid
+        assert result[0]["resource_short_uid"] == f"short:{resource.uid}"
        assert result[0]["id"] == str(finding.id)
        assert result[0]["status"] == "FAIL"

@@ -1565,7 +1588,7 @@ class TestAttackPathsFindingsHelpers:
            "default",
        ):
            result = findings_module._enrich_batch_with_resources(
-                [finding_dict], str(tenant.id)
+                [finding_dict], str(tenant.id), lambda uid: uid
            )

        assert len(result) == 3
@@ -1639,7 +1662,7 @@ class TestAttackPathsFindingsHelpers:
            patch("tasks.jobs.attack_paths.findings.logger") as mock_logger,
        ):
            result = findings_module._enrich_batch_with_resources(
-                [finding_dict], str(tenant.id)
+                [finding_dict], str(tenant.id), lambda uid: uid
            )

        assert len(result) == 0
@@ -1673,10 +1696,6 @@ class TestAttackPathsFindingsHelpers:
            yield  # Make it a generator

        with (
-            patch(
-                "tasks.jobs.attack_paths.findings.get_root_node_label",
-                return_value="AWSAccount",
-            ),
            patch(
                "tasks.jobs.attack_paths.findings.get_node_uid_field",
                return_value="arn",
@@ -1690,6 +1709,63 @@ class TestAttackPathsFindingsHelpers:

        mock_session.run.assert_not_called()

+    @pytest.mark.parametrize(
+        "uid, expected",
+        [
+            (
+                "arn:aws:ec2:us-east-1:552455647653:instance/i-05075b63eb51baacb",
+                "i-05075b63eb51baacb",
+            ),
+            (
+                "arn:aws:ec2:us-east-1:123456789012:volume/vol-0abcd1234ef567890",
+                "vol-0abcd1234ef567890",
+            ),
+            (
+                "arn:aws:ec2:us-east-1:123456789012:security-group/sg-0123abcd",
+                "sg-0123abcd",
+            ),
+            ("arn:aws:s3:::my-bucket-name", "my-bucket-name"),
+            ("arn:aws:iam::123456789012:role/MyRole", "MyRole"),
+            (
+                "arn:aws:lambda:us-east-1:123456789012:function:my-function",
+                "my-function",
+            ),
+            ("i-05075b63eb51baacb", "i-05075b63eb51baacb"),
+        ],
+    )
+    def test_extract_short_uid_aws_variants(self, uid, expected):
+        from tasks.jobs.attack_paths.aws import extract_short_uid
+
+        assert extract_short_uid(uid) == expected
+
+    def test_insert_finding_template_has_short_id_fallback(self):
+        from tasks.jobs.attack_paths.queries import (
+            INSERT_FINDING_TEMPLATE,
+            render_cypher_template,
+        )
+
+        rendered = render_cypher_template(
+            INSERT_FINDING_TEMPLATE,
+            {
+                "__NODE_UID_FIELD__": "arn",
+                "__RESOURCE_LABEL__": "_AWSResource",
+            },
+        )
+
+        assert (
+            "resource_by_uid:_AWSResource {arn: finding_data.resource_uid}" in rendered
+        )
+        assert "resource_by_id:_AWSResource {id: finding_data.resource_uid}" in rendered
+        assert (
+            "resource_by_short:_AWSResource {id: finding_data.resource_short_uid}"
+            in rendered
+        )
+        assert "head(collect(resource_by_short)) AS resource_by_short" in rendered
+        assert (
+            "COALESCE(resource_by_uid, resource_by_id, resource_by_short)" in rendered
+        )
+        assert "RETURN merged_count, dropped_count" in rendered
+

 class TestAddResourceLabel:
    def test_add_resource_label_applies_private_label(self):
@@ -2656,3 +2732,143 @@ class TestCleanupStaleAttackPathsScans:
        assert result["cleaned_up_count"] == 2
        # Worker should be pinged exactly once — cache prevents second ping
        mock_alive.assert_called_once_with("shared-worker@host")
+
+    # `SCHEDULED` state cleanup
+    def _create_scheduled_scan(
+        self,
+        tenant,
+        provider,
+        *,
+        age_minutes,
+        parent_state,
+        with_task=True,
+    ):
+        """Create a SCHEDULED AttackPathsScan with a parent Scan in `parent_state`.
+
+        `age_minutes` controls how far in the past `started_at` is set, so
+        callers can place rows safely past the cleanup cutoff.
+        """
+        parent_scan = Scan.objects.create(
+            name="Parent Prowler scan",
+            provider=provider,
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=parent_state,
+            tenant_id=tenant.id,
+        )
+
+        ap_scan = AttackPathsScan.objects.create(
+            tenant_id=tenant.id,
+            provider=provider,
+            scan=parent_scan,
+            state=StateChoices.SCHEDULED,
+            started_at=datetime.now(tz=timezone.utc) - timedelta(minutes=age_minutes),
+        )
+
+        task_result = None
+        if with_task:
+            task_result = TaskResult.objects.create(
+                task_id=str(ap_scan.id),
+                task_name="attack-paths-scan-perform",
+                status="PENDING",
+            )
+            task = Task.objects.create(
+                id=task_result.task_id,
+                task_runner_task=task_result,
+                tenant_id=tenant.id,
+            )
+            ap_scan.task = task
+            ap_scan.save(update_fields=["task_id"])
+
+        return ap_scan, task_result
+
+    @patch("tasks.jobs.attack_paths.cleanup.recover_graph_data_ready")
+    @patch("tasks.jobs.attack_paths.cleanup.graph_database.drop_database")
+    @patch(
+        "tasks.jobs.attack_paths.cleanup.rls_transaction",
+        new=lambda *args, **kwargs: nullcontext(),
+    )
+    @patch("tasks.jobs.attack_paths.cleanup._revoke_task")
+    def test_cleans_up_scheduled_scan_when_parent_is_terminal(
+        self,
+        mock_revoke,
+        mock_drop_db,
+        mock_recover,
+        tenants_fixture,
+        providers_fixture,
+    ):
+        from tasks.jobs.attack_paths.cleanup import cleanup_stale_attack_paths_scans
+
+        tenant = tenants_fixture[0]
+        provider = providers_fixture[0]
+        provider.provider = Provider.ProviderChoices.AWS
+        provider.save()
+
+        ap_scan, task_result = self._create_scheduled_scan(
+            tenant,
+            provider,
+            age_minutes=24 * 60 * 3,  # 3 days, safely past any threshold
+            parent_state=StateChoices.FAILED,
+        )
+
+        result = cleanup_stale_attack_paths_scans()
+
+        assert result["cleaned_up_count"] == 1
+        assert str(ap_scan.id) in result["scan_ids"]
+
+        ap_scan.refresh_from_db()
+        assert ap_scan.state == StateChoices.FAILED
+        assert ap_scan.progress == 100
+        assert ap_scan.completed_at is not None
+        assert ap_scan.ingestion_exceptions == {
+            "global_error": "Scan never started — cleaned up by periodic task"
+        }
+
+        # SCHEDULED revoke must NOT terminate a running worker
+        mock_revoke.assert_called_once()
+        assert mock_revoke.call_args.kwargs == {"terminate": False}
+
+        # Temp DB never created for SCHEDULED, so no drop attempted
+        mock_drop_db.assert_not_called()
+        # Tenant Neo4j data is untouched in this path
+        mock_recover.assert_not_called()
+
+        task_result.refresh_from_db()
+        assert task_result.status == "FAILURE"
+        assert task_result.date_done is not None
+
+    @patch("tasks.jobs.attack_paths.cleanup.recover_graph_data_ready")
+    @patch("tasks.jobs.attack_paths.cleanup.graph_database.drop_database")
+    @patch(
+        "tasks.jobs.attack_paths.cleanup.rls_transaction",
+        new=lambda *args, **kwargs: nullcontext(),
+    )
+    @patch("tasks.jobs.attack_paths.cleanup._revoke_task")
+    def test_skips_scheduled_scan_when_parent_still_in_flight(
+        self,
+        mock_revoke,
+        mock_drop_db,
+        mock_recover,
+        tenants_fixture,
+        providers_fixture,
+    ):
+        from tasks.jobs.attack_paths.cleanup import cleanup_stale_attack_paths_scans
+
+        tenant = tenants_fixture[0]
+        provider = providers_fixture[0]
+        provider.provider = Provider.ProviderChoices.AWS
+        provider.save()
+
+        ap_scan, _ = self._create_scheduled_scan(
+            tenant,
+            provider,
+            age_minutes=24 * 60 * 3,
+            parent_state=StateChoices.EXECUTING,
+        )
+
+        result = cleanup_stale_attack_paths_scans()
+
+        assert result["cleaned_up_count"] == 0
+
+        ap_scan.refresh_from_db()
+        assert ap_scan.state == StateChoices.SCHEDULED
+        mock_revoke.assert_not_called()
@@ -7,8 +7,8 @@ from tasks.jobs.backfill import (
    backfill_compliance_summaries,
    backfill_provider_compliance_scores,
    backfill_resource_scan_summaries,
-    backfill_scan_category_summaries,
-    backfill_scan_resource_group_summaries,
+    aggregate_scan_category_summaries,
+    aggregate_scan_resource_group_summaries,
 )

 from api.models import (
@@ -183,6 +183,10 @@ class TestBackfillComplianceSummaries:
    def test_backfill_creates_compliance_summaries(
        self, tenants_fixture, scans_fixture, compliance_requirements_overviews_fixture
    ):
+        # Fixture seeds compliance rows the backfill aggregates over; pytest
+        # injects it by parameter name, so we reference it explicitly here
+        # to keep static analysers from flagging it as unused.
+        del compliance_requirements_overviews_fixture
        tenant = tenants_fixture[0]
        scan = scans_fixture[0]

@@ -227,22 +231,86 @@ class TestBackfillComplianceSummaries:

@pytest.mark.django_db
 class TestBackfillScanCategorySummaries:
-    def test_already_backfilled(self, scan_category_summary_fixture):
+    def test_rerun_with_no_findings_is_noop(self, scan_category_summary_fixture):
+        """When the scan has no findings, the backfill is a no-op: it
+        reports `no categories to backfill` and leaves the table
+        untouched. The upsert path cannot drop rows it does not produce,
+        so any pre-existing row survives (matching the scan-completion
+        writer that used `ignore_conflicts=True`)."""
        tenant_id = scan_category_summary_fixture.tenant_id
        scan_id = scan_category_summary_fixture.scan_id

-        result = backfill_scan_category_summaries(str(tenant_id), str(scan_id))
+        result = aggregate_scan_category_summaries(str(tenant_id), str(scan_id))

-        assert result == {"status": "already backfilled"}
+        assert result == {"status": "no categories to backfill"}
+        assert ScanCategorySummary.objects.filter(
+            tenant_id=tenant_id, scan_id=scan_id, category="existing-category"
+        ).exists()
+
+    def test_rerun_upserts_without_duplicating(self, findings_with_categories_fixture):
+        """Calling the backfill twice upserts rather than raising on
+        `unique_category_severity_per_scan`; rows are updated in place
+        (same primary keys)."""
+        finding = findings_with_categories_fixture
+        tenant_id = str(finding.tenant_id)
+        scan_id = str(finding.scan_id)
+
+        aggregate_scan_category_summaries(tenant_id, scan_id)
+        first_ids = set(
+            ScanCategorySummary.objects.filter(
+                tenant_id=tenant_id, scan_id=scan_id
+            ).values_list("id", flat=True)
+        )
+
+        aggregate_scan_category_summaries(tenant_id, scan_id)
+        second_ids = set(
+            ScanCategorySummary.objects.filter(
+                tenant_id=tenant_id, scan_id=scan_id
+            ).values_list("id", flat=True)
+        )
+
+        assert first_ids == second_ids
+        assert len(first_ids) == 2  # 2 categories x 1 severity
+
+    def test_rerun_reflects_mute_between_runs(self, findings_with_categories_fixture):
+        """Muting a finding between two backfill runs must move counters:
+        `failed_findings` and `new_failed_findings` drop to zero (muted
+        findings are excluded from those totals). Guards against a
+        regression where the upsert keeps stale counts from the first run."""
+        finding = findings_with_categories_fixture
+        tenant_id = str(finding.tenant_id)
+        scan_id = str(finding.scan_id)
+
+        aggregate_scan_category_summaries(tenant_id, scan_id)
+        before = list(
+            ScanCategorySummary.objects.filter(tenant_id=tenant_id, scan_id=scan_id)
+        )
+        assert all(s.failed_findings == 1 for s in before)
+        assert all(s.new_failed_findings == 1 for s in before)
+        assert all(s.total_findings == 1 for s in before)
+
+        Finding.all_objects.filter(pk=finding.pk).update(muted=True)
+
+        aggregate_scan_category_summaries(tenant_id, scan_id)
+        after = list(
+            ScanCategorySummary.objects.filter(tenant_id=tenant_id, scan_id=scan_id)
+        )
+
+        assert {s.id for s in after} == {s.id for s in before}
+        assert all(s.failed_findings == 0 for s in after)
+        assert all(s.new_failed_findings == 0 for s in after)
+        assert all(s.total_findings == 0 for s in after)

    def test_not_completed_scan(self, get_not_completed_scans):
        for scan in get_not_completed_scans:
-            result = backfill_scan_category_summaries(str(scan.tenant_id), str(scan.id))
+            result = aggregate_scan_category_summaries(
+                str(scan.tenant_id), str(scan.id)
+            )
            assert result == {"status": "scan is not completed"}

    def test_no_categories_to_backfill(self, scans_fixture):
        scan = scans_fixture[1]  # Failed scan with no findings
-        result = backfill_scan_category_summaries(str(scan.tenant_id), str(scan.id))
+        result = aggregate_scan_category_summaries(str(scan.tenant_id), str(scan.id))
        assert result == {"status": "no categories to backfill"}

    def test_successful_backfill(self, findings_with_categories_fixture):
@@ -250,7 +318,7 @@ class TestBackfillScanCategorySummaries:
        tenant_id = str(finding.tenant_id)
        scan_id = str(finding.scan_id)

-        result = backfill_scan_category_summaries(tenant_id, scan_id)
+        result = aggregate_scan_category_summaries(tenant_id, scan_id)

        # 2 categories × 1 severity = 2 rows
        assert result == {"status": "backfilled", "categories_count": 2}
@@ -311,24 +379,87 @@ def scan_resource_group_summary_fixture(scans_fixture):

@pytest.mark.django_db
 class TestBackfillScanGroupSummaries:
-    def test_already_backfilled(self, scan_resource_group_summary_fixture):
+    def test_rerun_with_no_findings_is_noop(self, scan_resource_group_summary_fixture):
+        """When the scan has no findings, the backfill is a no-op: it
+        reports `no resource groups to backfill` and leaves the table
+        untouched. The upsert path cannot drop rows it does not produce,
+        so any pre-existing row survives (matching the scan-completion
+        writer that used `ignore_conflicts=True`)."""
        tenant_id = scan_resource_group_summary_fixture.tenant_id
        scan_id = scan_resource_group_summary_fixture.scan_id

-        result = backfill_scan_resource_group_summaries(str(tenant_id), str(scan_id))
+        result = aggregate_scan_resource_group_summaries(str(tenant_id), str(scan_id))

-        assert result == {"status": "already backfilled"}
+        assert result == {"status": "no resource groups to backfill"}
+        assert ScanGroupSummary.objects.filter(
+            tenant_id=tenant_id, scan_id=scan_id, resource_group="existing-group"
+        ).exists()
+
+    def test_rerun_upserts_without_duplicating(self, findings_with_group_fixture):
+        """Calling the backfill twice upserts rather than raising on
+        `unique_resource_group_severity_per_scan`; rows are updated in
+        place (same primary keys)."""
+        finding = findings_with_group_fixture
+        tenant_id = str(finding.tenant_id)
+        scan_id = str(finding.scan_id)
+
+        aggregate_scan_resource_group_summaries(tenant_id, scan_id)
+        first_ids = set(
+            ScanGroupSummary.objects.filter(
+                tenant_id=tenant_id, scan_id=scan_id
+            ).values_list("id", flat=True)
+        )
+
+        aggregate_scan_resource_group_summaries(tenant_id, scan_id)
+        second_ids = set(
+            ScanGroupSummary.objects.filter(
+                tenant_id=tenant_id, scan_id=scan_id
+            ).values_list("id", flat=True)
+        )
+
+        assert first_ids == second_ids
+        assert len(first_ids) == 1  # 1 resource group x 1 severity
+
+    def test_rerun_reflects_mute_between_runs(self, findings_with_group_fixture):
+        """Muting a finding between two backfill runs must move counters:
+        `failed_findings` and `new_failed_findings` drop to zero (muted
+        findings are excluded from those totals). Guards against a
+        regression where the upsert keeps stale counts from the first run."""
+        finding = findings_with_group_fixture
+        tenant_id = str(finding.tenant_id)
+        scan_id = str(finding.scan_id)
+
+        aggregate_scan_resource_group_summaries(tenant_id, scan_id)
+        before = list(
+            ScanGroupSummary.objects.filter(tenant_id=tenant_id, scan_id=scan_id)
+        )
+        assert len(before) == 1
+        assert before[0].failed_findings == 1
+        assert before[0].new_failed_findings == 1
+        assert before[0].total_findings == 1
+
+        Finding.all_objects.filter(pk=finding.pk).update(muted=True)
+
+        aggregate_scan_resource_group_summaries(tenant_id, scan_id)
+        after = list(
+            ScanGroupSummary.objects.filter(tenant_id=tenant_id, scan_id=scan_id)
+        )
+
+        assert {s.id for s in after} == {s.id for s in before}
+        assert after[0].failed_findings == 0
+        assert after[0].new_failed_findings == 0
+        assert after[0].total_findings == 0

    def test_not_completed_scan(self, get_not_completed_scans):
        for scan in get_not_completed_scans:
-            result = backfill_scan_resource_group_summaries(
+            result = aggregate_scan_resource_group_summaries(
                str(scan.tenant_id), str(scan.id)
            )
            assert result == {"status": "scan is not completed"}

    def test_no_resource_groups_to_backfill(self, scans_fixture):
        scan = scans_fixture[1]  # Failed scan with no findings
-        result = backfill_scan_resource_group_summaries(
+        result = aggregate_scan_resource_group_summaries(
            str(scan.tenant_id), str(scan.id)
        )
        assert result == {"status": "no resource groups to backfill"}
@@ -338,7 +469,7 @@ class TestBackfillScanGroupSummaries:
        tenant_id = str(finding.tenant_id)
        scan_id = str(finding.scan_id)

-        result = backfill_scan_resource_group_summaries(tenant_id, scan_id)
+        result = aggregate_scan_resource_group_summaries(tenant_id, scan_id)

        # 1 resource group × 1 severity = 1 row
        assert result == {"status": "backfilled", "resource_groups_count": 1}
@@ -1269,6 +1269,48 @@ class TestComponentEdgeCases:
        # Should be a LongTable for large datasets
        assert isinstance(table, LongTable)

+    def test_zebra_uses_rowbackgrounds_not_per_row_background(self, monkeypatch):
+        """The styles list must contain exactly one ROWBACKGROUNDS entry
+        regardless of row count, never N per-row BACKGROUND entries.
+        """
+        captured: dict = {}
+
+        # Capture the list passed to TableStyle. create_data_table builds a
+        # list of style tuples and wraps it in a TableStyle exactly once;
+        # by patching TableStyle we intercept that list.
+        import tasks.jobs.reports.components as comp_mod
+
+        original_table_style = comp_mod.TableStyle
+
+        def _capture_table_style(style_list):
+            captured["styles"] = list(style_list)
+            return original_table_style(style_list)
+
+        monkeypatch.setattr(comp_mod, "TableStyle", _capture_table_style)
+
+        data = [{"name": f"Item {i}"} for i in range(60)]
+        columns = [ColumnConfig("Name", 2 * inch, "name")]
+        comp_mod.create_data_table(data, columns, alternate_rows=True)
+
+        styles = captured["styles"]
+        # Count by command name.
+        names = [s[0] for s in styles if isinstance(s, tuple) and s]
+        # Exactly one ROWBACKGROUNDS entry.
+        assert names.count("ROWBACKGROUNDS") == 1
+        # Zero per-row BACKGROUND entries on data rows. (The header row
+        # BACKGROUND command is intentional and lives at coords (0,0)/(-1,0).)
+        data_row_bg = [
+            s
+            for s in styles
+            if isinstance(s, tuple)
+            and s[0] == "BACKGROUND"
+            and not (s[1] == (0, 0) and s[2] == (-1, 0))
+        ]
+        assert data_row_bg == [], (
+            f"expected no per-row BACKGROUND entries on data rows; "
+            f"got {len(data_row_bg)}"
+        )
+
    def test_create_risk_component_zero_values(self):
        """Test risk component with zero values."""
        component = create_risk_component(risk_level=0, weight=0, score=0)
@@ -1344,3 +1386,194 @@ class TestFrameworkConfigEdgeCases:
        assert get_framework_config("my_custom_threatscore_compliance") is not None
        assert get_framework_config("ens_something_else") is not None
        assert get_framework_config("nis2_gcp") is not None
+
+
+# =============================================================================
+# Findings Table Chunking Tests (PROWLER-1733)
+# =============================================================================
+#
+# These tests guard the OOM-prevention behaviour added in PROWLER-1733:
+# ``_create_findings_tables`` must split a list of findings into multiple
+# small sub-tables instead of producing one giant Table, which would force
+# ReportLab to resolve layout for all rows at once and OOM the worker on
+# scans with thousands of findings per check.
+
+
+class _DummyMetadata:
+    """Lightweight stand-in for FindingOutput.metadata used in chunking tests."""
+
+    def __init__(self, check_title: str = "Title", severity: str = "high"):
+        self.CheckTitle = check_title
+        self.Severity = severity
+
+
+class _DummyFinding:
+    """Lightweight stand-in for FindingOutput used in chunking tests.
+
+    The chunking code only reads a small set of attributes via ``getattr``,
+    so a duck-typed object is enough and lets the tests run without touching
+    the DB or pydantic deserialisation.
+    """
+
+    def __init__(
+        self,
+        check_id: str = "aws_check",
+        resource_name: str = "res-1",
+        resource_uid: str = "",
+        status: str = "FAIL",
+        region: str = "us-east-1",
+        with_metadata: bool = True,
+    ):
+        self.check_id = check_id
+        self.resource_name = resource_name
+        self.resource_uid = resource_uid
+        self.status = status
+        self.region = region
+        if with_metadata:
+            self.metadata = _DummyMetadata()
+        else:
+            self.metadata = None
+
+
+def _make_concrete_generator():
+    """Return a minimal concrete subclass of BaseComplianceReportGenerator."""
+
+    class _Concrete(BaseComplianceReportGenerator):
+        def create_executive_summary(self, data):
+            return []
+
+        def create_charts_section(self, data):
+            return []
+
+        def create_requirements_index(self, data):
+            return []
+
+    return _Concrete(FrameworkConfig(name="test", display_name="Test"))
+
+
+class TestFindingsTableChunking:
+    """Tests for ``_create_findings_tables`` (PROWLER-1733)."""
+
+    def test_chunking_produces_expected_number_of_subtables(self):
+        """5000 findings @ chunk_size=300 → 17 sub-tables + 16 spacers."""
+        generator = _make_concrete_generator()
+        findings = [_DummyFinding(check_id="c1") for _ in range(5000)]
+
+        flowables = generator._create_findings_tables(findings, chunk_size=300)
+
+        tables = [f for f in flowables if isinstance(f, (Table, LongTable))]
+        spacers = [f for f in flowables if isinstance(f, Spacer)]
+        # ceil(5000 / 300) == 17
+        assert len(tables) == 17
+        # Spacer between every pair of contiguous tables, not after the last
+        assert len(spacers) == 16
+
+    def test_chunk_size_param_overrides_default(self):
+        """250 findings @ chunk_size=100 → 3 sub-tables."""
+        generator = _make_concrete_generator()
+        findings = [_DummyFinding(check_id="c2") for _ in range(250)]
+
+        flowables = generator._create_findings_tables(findings, chunk_size=100)
+        tables = [f for f in flowables if isinstance(f, (Table, LongTable))]
+        assert len(tables) == 3
+
+    def test_empty_findings_returns_empty_list(self):
+        """No findings → no flowables. Callers can extend(...) safely."""
+        generator = _make_concrete_generator()
+        assert generator._create_findings_tables([]) == []
+
+    def test_single_chunk_has_no_spacer(self):
+        """A single sub-table must not emit a trailing spacer."""
+        generator = _make_concrete_generator()
+        findings = [_DummyFinding(check_id="c3") for _ in range(10)]
+
+        flowables = generator._create_findings_tables(findings, chunk_size=300)
+        assert len(flowables) == 1
+        assert isinstance(flowables[0], (Table, LongTable))
+
+    def test_malformed_finding_is_skipped(self):
+        """A broken finding must not abort the report; it is logged and skipped."""
+        generator = _make_concrete_generator()
+
+        class _Broken:
+            # No attributes at all; getattr() defaults will mostly cope, but
+            # we force an explicit error by making the metadata attribute
+            # itself raise on access.
+            @property
+            def metadata(self):
+                raise RuntimeError("boom")
+
+            check_id = "broken"
+
+        findings = [
+            _DummyFinding(check_id="c4"),
+            _Broken(),
+            _DummyFinding(check_id="c4"),
+        ]
+        flowables = generator._create_findings_tables(findings, chunk_size=300)
+        # Two good rows → one sub-table containing them; the broken one is
+        # logged and dropped, not propagated.
+        tables = [f for f in flowables if isinstance(f, (Table, LongTable))]
+        assert len(tables) == 1
+
+    def test_create_findings_table_alias_returns_first_chunk(self):
+        """The deprecated alias must keep returning a single Table flowable."""
+        generator = _make_concrete_generator()
+        findings = [_DummyFinding(check_id="c5") for _ in range(700)]
+
+        first = generator._create_findings_table(findings)
+        assert isinstance(first, (Table, LongTable))
+
+    def test_create_findings_table_alias_empty(self):
+        """Alias on empty input returns an empty (header-only) Table, not None."""
+        generator = _make_concrete_generator()
+        result = generator._create_findings_table([])
+        # The legacy alias never returned None; an empty header-only table
+        # is a strict superset of that contract.
+        assert isinstance(result, (Table, LongTable))
+
+
+# =============================================================================
+# Logging Context Manager Tests (PROWLER-1733)
+# =============================================================================
+
+
+class TestLogPhaseContextManager:
+    """Tests for ``_log_phase`` (PROWLER-1733).
+
+    The context manager emits structured ``phase_start`` / ``phase_end``
+    logs with ``scan_id``, ``framework`` and ``elapsed_s``, so Datadog/
+    CloudWatch queries can pivot by scan and find the slow section.
+    """
+
+    def test_emits_start_and_end_with_elapsed_and_rss(self, caplog):
+        from tasks.jobs.reports.base import _log_phase
+
+        caplog.set_level("INFO", logger="tasks.jobs.reports.base")
+        with _log_phase("unit_test_phase", scan_id="s-1", framework="Test FW"):
+            pass
+
+        messages = [r.getMessage() for r in caplog.records]
+        starts = [m for m in messages if "phase_start" in m]
+        ends = [m for m in messages if "phase_end" in m]
+
+        assert len(starts) == 1 and len(ends) == 1
+        assert "phase=unit_test_phase" in starts[0]
+        assert "scan_id=s-1" in starts[0]
+        assert "framework=Test FW" in starts[0]
+        assert "elapsed_s=" in ends[0]
+        assert "rss_kb=" in ends[0]
+        assert "delta_rss_kb=" in ends[0]
+
+    def test_failure_logs_phase_failed_and_reraises(self, caplog):
+        from tasks.jobs.reports.base import _log_phase
+
+        caplog.set_level("INFO", logger="tasks.jobs.reports.base")
+        with pytest.raises(RuntimeError, match="boom"):
+            with _log_phase("failing_phase", scan_id="s-2", framework="FW"):
+                raise RuntimeError("boom")
+
+        messages = [r.getMessage() for r in caplog.records]
+        assert any("phase_failed" in m and "failing_phase" in m for m in messages)
+        # No phase_end on the failure path.
+        assert not any("phase_end" in m for m in messages)
@@ -0,0 +1,532 @@
+from unittest.mock import Mock, patch
+
+import pytest
+from reportlab.platypus import Image, LongTable, Paragraph, Table
+from tasks.jobs.reports import FRAMEWORK_REGISTRY, ComplianceData, RequirementData
+from tasks.jobs.reports.cis import (
+    CISReportGenerator,
+    _normalize_profile,
+    _profile_badge_text,
+)
+
+from api.models import StatusChoices
+
+# =============================================================================
+# Fixtures
+# =============================================================================
+
+
+@pytest.fixture
+def cis_generator():
+    """Create a CISReportGenerator instance for testing."""
+    config = FRAMEWORK_REGISTRY["cis"]
+    return CISReportGenerator(config)
+
+
+def _make_attr(
+    section: str,
+    profile_value: str = "Level 1",
+    assessment_value: str = "Automated",
+    sub_section: str = "",
+    **extras,
+) -> Mock:
+    """Build a mock CIS_Requirement_Attribute with duck-typed fields."""
+    attr = Mock()
+    attr.Section = section
+    attr.SubSection = sub_section
+    # CIS enums have `.value`. Use a simple Mock that exposes `.value`.
+    attr.Profile = Mock(value=profile_value)
+    attr.AssessmentStatus = Mock(value=assessment_value)
+    attr.Description = extras.get("description", "desc")
+    attr.RationaleStatement = extras.get("rationale", "the rationale")
+    attr.ImpactStatement = extras.get("impact", "the impact")
+    attr.RemediationProcedure = extras.get("remediation", "the remediation")
+    attr.AuditProcedure = extras.get("audit", "the audit")
+    attr.AdditionalInformation = ""
+    attr.DefaultValue = ""
+    attr.References = extras.get("references", "https://example.com")
+    return attr
+
+
+@pytest.fixture
+def basic_cis_compliance_data():
+    """Create basic ComplianceData for CIS testing (no requirements)."""
+    return ComplianceData(
+        tenant_id="tenant-123",
+        scan_id="scan-456",
+        provider_id="provider-789",
+        compliance_id="cis_5.0_aws",
+        framework="CIS",
+        name="CIS Amazon Web Services Foundations Benchmark v5.0.0",
+        version="5.0",
+        description="Center for Internet Security AWS Foundations Benchmark",
+    )
+
+
+@pytest.fixture
+def populated_cis_compliance_data(basic_cis_compliance_data):
+    """CIS data with mixed requirements across 2 sections, Profile L1/L2, Pass/Fail/Manual."""
+    data = basic_cis_compliance_data
+    data.requirements = [
+        RequirementData(
+            id="1.1",
+            description="Maintain current contact details",
+            status=StatusChoices.PASS,
+            passed_findings=5,
+            failed_findings=0,
+            total_findings=5,
+            checks=["aws_check_1"],
+        ),
+        RequirementData(
+            id="1.2",
+            description="Ensure root account has no access keys",
+            status=StatusChoices.FAIL,
+            passed_findings=0,
+            failed_findings=3,
+            total_findings=3,
+            checks=["aws_check_2"],
+        ),
+        RequirementData(
+            id="1.3",
+            description="Ensure MFA is enabled for all IAM users",
+            status=StatusChoices.MANUAL,
+            checks=[],
+        ),
+        RequirementData(
+            id="2.1",
+            description="Ensure S3 Buckets are logging",
+            status=StatusChoices.PASS,
+            passed_findings=2,
+            failed_findings=0,
+            total_findings=2,
+            checks=["aws_check_3"],
+        ),
+        RequirementData(
+            id="2.2",
+            description="Ensure encryption at rest is enabled",
+            status=StatusChoices.FAIL,
+            passed_findings=0,
+            failed_findings=4,
+            total_findings=4,
+            checks=["aws_check_4"],
+        ),
+    ]
+    data.attributes_by_requirement_id = {
+        "1.1": {
+            "attributes": {
+                "req_attributes": [
+                    _make_attr(
+                        "1 Identity and Access Management",
+                        profile_value="Level 1",
+                        assessment_value="Automated",
+                    )
+                ],
+                "checks": ["aws_check_1"],
+            }
+        },
+        "1.2": {
+            "attributes": {
+                "req_attributes": [
+                    _make_attr(
+                        "1 Identity and Access Management",
+                        profile_value="Level 1",
+                        assessment_value="Automated",
+                    )
+                ],
+                "checks": ["aws_check_2"],
+            }
+        },
+        "1.3": {
+            "attributes": {
+                "req_attributes": [
+                    _make_attr(
+                        "1 Identity and Access Management",
+                        profile_value="Level 2",
+                        assessment_value="Manual",
+                    )
+                ],
+                "checks": [],
+            }
+        },
+        "2.1": {
+            "attributes": {
+                "req_attributes": [
+                    _make_attr(
+                        "2 Storage",
+                        profile_value="Level 2",
+                        assessment_value="Automated",
+                    )
+                ],
+                "checks": ["aws_check_3"],
+            }
+        },
+        "2.2": {
+            "attributes": {
+                "req_attributes": [
+                    _make_attr(
+                        "2 Storage",
+                        profile_value="Level 1",
+                        assessment_value="Automated",
+                    )
+                ],
+                "checks": ["aws_check_4"],
+            }
+        },
+    }
+    return data
+
+
+# =============================================================================
+# Helper function tests
+# =============================================================================
+
+
+class TestNormalizeProfile:
+    """Test suite for _normalize_profile helper."""
+
+    def test_level_1_string(self):
+        assert _normalize_profile(Mock(value="Level 1")) == "L1"
+
+    def test_level_2_string(self):
+        assert _normalize_profile(Mock(value="Level 2")) == "L2"
+
+    def test_e3_level_1(self):
+        assert _normalize_profile(Mock(value="E3 Level 1")) == "L1"
+
+    def test_e5_level_2(self):
+        assert _normalize_profile(Mock(value="E5 Level 2")) == "L2"
+
+    def test_none_returns_other(self):
+        assert _normalize_profile(None) == "Other"
+
+    def test_substring_trap_rejected(self):
+        """Unrelated tokens containing the literal ``L2`` must NOT map to L2."""
+        # A future enum value like "CL2 Kubernetes Worker" would be silently
+        # misclassified by a naive substring check.
+        assert _normalize_profile(Mock(value="CL2 Worker")) == "Other"
+        assert _normalize_profile(Mock(value="HL2 Legacy")) == "Other"
+
+    def test_raw_string_level_1(self):
+        # Mock without .value falls back to str(profile); use a real string
+        class NoValue:
+            def __str__(self):
+                return "Level 1"
+
+        assert _normalize_profile(NoValue()) == "L1"
+
+    def test_unknown_profile_returns_other(self):
+        assert _normalize_profile(Mock(value="Custom Profile")) == "Other"
+
+
+class TestProfileBadgeText:
+    def test_l1_label(self):
+        assert _profile_badge_text("L1") == "Level 1"
+
+    def test_l2_label(self):
+        assert _profile_badge_text("L2") == "Level 2"
+
+    def test_other_label(self):
+        assert _profile_badge_text("Other") == "Other"
+
+
+# =============================================================================
+# Generator initialization
+# =============================================================================
+
+
+class TestCISGeneratorInitialization:
+    def test_generator_created(self, cis_generator):
+        assert cis_generator is not None
+        assert cis_generator.config.name == "cis"
+
+    def test_generator_language(self, cis_generator):
+        assert cis_generator.config.language == "en"
+
+    def test_generator_sections_dynamic(self, cis_generator):
+        # CIS sections differ per variant so config.sections MUST be None
+        assert cis_generator.config.sections is None
+
+    def test_attribute_fields_contain_cis_specific(self, cis_generator):
+        for field in ("Profile", "AssessmentStatus", "RationaleStatement"):
+            assert field in cis_generator.config.attribute_fields
+
+
+# =============================================================================
+# _derive_sections
+# =============================================================================
+
+
+class TestDeriveSections:
+    def test_preserves_first_seen_order(
+        self, cis_generator, populated_cis_compliance_data
+    ):
+        sections = cis_generator._derive_sections(populated_cis_compliance_data)
+        assert sections == [
+            "1 Identity and Access Management",
+            "2 Storage",
+        ]
+
+    def test_deduplicates_sections(self, cis_generator, basic_cis_compliance_data):
+        basic_cis_compliance_data.requirements = [
+            RequirementData(id="1.1", description="a", status=StatusChoices.PASS),
+            RequirementData(id="1.2", description="b", status=StatusChoices.PASS),
+        ]
+        attr = _make_attr("1 IAM")
+        basic_cis_compliance_data.attributes_by_requirement_id = {
+            "1.1": {"attributes": {"req_attributes": [attr], "checks": []}},
+            "1.2": {"attributes": {"req_attributes": [attr], "checks": []}},
+        }
+        assert cis_generator._derive_sections(basic_cis_compliance_data) == ["1 IAM"]
+
+    def test_empty_data_returns_empty(self, cis_generator, basic_cis_compliance_data):
+        basic_cis_compliance_data.requirements = []
+        basic_cis_compliance_data.attributes_by_requirement_id = {}
+        assert cis_generator._derive_sections(basic_cis_compliance_data) == []
+
+
+# =============================================================================
+# _compute_statistics
+# =============================================================================
+
+
+class TestComputeStatistics:
+    def test_totals(self, cis_generator, populated_cis_compliance_data):
+        stats = cis_generator._compute_statistics(populated_cis_compliance_data)
+        assert stats["total"] == 5
+        assert stats["passed"] == 2
+        assert stats["failed"] == 2
+        assert stats["manual"] == 1
+
+    def test_overall_compliance_excludes_manual(
+        self, cis_generator, populated_cis_compliance_data
+    ):
+        stats = cis_generator._compute_statistics(populated_cis_compliance_data)
+        # 2 passed / 4 evaluated (pass + fail) = 50%
+        assert stats["overall_compliance"] == pytest.approx(50.0)
+
+    def test_overall_compliance_all_manual(
+        self, cis_generator, basic_cis_compliance_data
+    ):
+        basic_cis_compliance_data.requirements = [
+            RequirementData(id="x", description="d", status=StatusChoices.MANUAL),
+        ]
+        attr = _make_attr("1 IAM", profile_value="Level 1", assessment_value="Manual")
+        basic_cis_compliance_data.attributes_by_requirement_id = {
+            "x": {"attributes": {"req_attributes": [attr], "checks": []}},
+        }
+        stats = cis_generator._compute_statistics(basic_cis_compliance_data)
+        # No evaluated → defaults to 100%
+        assert stats["overall_compliance"] == 100.0
+
+    def test_profile_counts(self, cis_generator, populated_cis_compliance_data):
+        stats = cis_generator._compute_statistics(populated_cis_compliance_data)
+        profile = stats["profile_counts"]
+        # From fixture:
+        #   L1: 1.1 (PASS, Auto), 1.2 (FAIL, Auto), 2.2 (FAIL, Auto) → pass=1, fail=2, manual=0
+        #   L2: 1.3 (MANUAL, Manual), 2.1 (PASS, Auto) → pass=1, fail=0, manual=1
+        assert profile["L1"] == {"passed": 1, "failed": 2, "manual": 0}
+        assert profile["L2"] == {"passed": 1, "failed": 0, "manual": 1}
+
+    def test_assessment_counts(self, cis_generator, populated_cis_compliance_data):
+        stats = cis_generator._compute_statistics(populated_cis_compliance_data)
+        assessment = stats["assessment_counts"]
+        # Automated: 1.1 PASS, 1.2 FAIL, 2.1 PASS, 2.2 FAIL → pass=2, fail=2, manual=0
+        # Manual: 1.3 MANUAL → pass=0, fail=0, manual=1
+        assert assessment["Automated"] == {"passed": 2, "failed": 2, "manual": 0}
+        assert assessment["Manual"] == {"passed": 0, "failed": 0, "manual": 1}
+
+    def test_top_failing_sections_includes_all_evaluated(
+        self, cis_generator, populated_cis_compliance_data
+    ):
+        stats = cis_generator._compute_statistics(populated_cis_compliance_data)
+        top = stats["top_failing_sections"]
+        # Both sections have 1 PASS + 1 FAIL evaluated → tied at 50%. The
+        # sort is stable, so both must appear and both must be capped at
+        # 5 entries.
+        assert len(top) == 2
+        section_names = {name for name, _ in top}
+        assert section_names == {
+            "1 Identity and Access Management",
+            "2 Storage",
+        }
+
+    def test_compute_statistics_is_memoized(
+        self, cis_generator, populated_cis_compliance_data
+    ):
+        """Calling ``_compute_statistics`` twice with the same data must
+        reuse the cached value and not re-run the uncached kernel."""
+        with patch.object(
+            CISReportGenerator,
+            "_compute_statistics_uncached",
+            wraps=cis_generator._compute_statistics_uncached,
+        ) as spy:
+            cis_generator._compute_statistics(populated_cis_compliance_data)
+            cis_generator._compute_statistics(populated_cis_compliance_data)
+            assert spy.call_count == 1
+
+
+# =============================================================================
+# Executive summary
+# =============================================================================
+
+
+class TestCISExecutiveSummary:
+    def test_title_present(self, cis_generator, populated_cis_compliance_data):
+        elements = cis_generator.create_executive_summary(populated_cis_compliance_data)
+        paragraphs = [e for e in elements if isinstance(e, Paragraph)]
+        text = " ".join(str(p.text) for p in paragraphs)
+        assert "Executive Summary" in text
+
+    def test_tables_rendered(self, cis_generator, populated_cis_compliance_data):
+        elements = cis_generator.create_executive_summary(populated_cis_compliance_data)
+        tables = [e for e in elements if isinstance(e, Table)]
+        # Exact count: Summary, Profile, Assessment, Top Failing Sections = 4.
+        assert len(tables) == 4
+
+    def test_no_requirements(self, cis_generator, basic_cis_compliance_data):
+        basic_cis_compliance_data.requirements = []
+        basic_cis_compliance_data.attributes_by_requirement_id = {}
+        elements = cis_generator.create_executive_summary(basic_cis_compliance_data)
+        # With no requirements: Summary table always renders, and both Profile
+        # and Assessment breakdown tables render with a 0-filled default row,
+        # but Top Failing Sections is suppressed → exactly 3 tables.
+        tables = [e for e in elements if isinstance(e, Table)]
+        assert len(tables) == 3
+
+
+# =============================================================================
+# Charts section
+# =============================================================================
+
+
+class TestCISChartsSection:
+    def test_charts_rendered(self, cis_generator, populated_cis_compliance_data):
+        elements = cis_generator.create_charts_section(populated_cis_compliance_data)
+        # At least 1 image for the pie + 1 for section bar + 1 for stacked
+        images = [e for e in elements if isinstance(e, Image)]
+        assert len(images) >= 1
+
+    def test_charts_no_data_no_crash(self, cis_generator, basic_cis_compliance_data):
+        basic_cis_compliance_data.requirements = []
+        basic_cis_compliance_data.attributes_by_requirement_id = {}
+        elements = cis_generator.create_charts_section(basic_cis_compliance_data)
+        # Must not raise; may or may not have any Image
+        assert isinstance(elements, list)
+
+
+# =============================================================================
+# Requirements index
+# =============================================================================
+
+
+class TestCISRequirementsIndex:
+    def test_title_present(self, cis_generator, populated_cis_compliance_data):
+        elements = cis_generator.create_requirements_index(
+            populated_cis_compliance_data
+        )
+        paragraphs = [e for e in elements if isinstance(e, Paragraph)]
+        text = " ".join(str(p.text) for p in paragraphs)
+        assert "Requirements Index" in text
+
+    def test_groups_by_section(self, cis_generator, populated_cis_compliance_data):
+        elements = cis_generator.create_requirements_index(
+            populated_cis_compliance_data
+        )
+        paragraphs = [e for e in elements if isinstance(e, Paragraph)]
+        text = " ".join(str(p.text) for p in paragraphs)
+        assert "1 Identity and Access Management" in text
+        assert "2 Storage" in text
+
+    def test_renders_tables_per_section(
+        self, cis_generator, populated_cis_compliance_data
+    ):
+        elements = cis_generator.create_requirements_index(
+            populated_cis_compliance_data
+        )
+        # One table per section with requirements. ``create_data_table``
+        # returns a LongTable when the row count exceeds its threshold and a
+        # plain Table otherwise — both are valid.
+        tables = [e for e in elements if isinstance(e, (Table, LongTable))]
+        assert len(tables) == 2
+
+
+# =============================================================================
+# Detailed findings extras hook
+# =============================================================================
+
+
+class TestRenderRequirementDetailExtras:
+    def test_inserts_all_fields(self, cis_generator, populated_cis_compliance_data):
+        req = populated_cis_compliance_data.requirements[1]  # 1.2 FAIL
+        extras = cis_generator._render_requirement_detail_extras(
+            req, populated_cis_compliance_data
+        )
+        text = " ".join(str(p.text) for p in extras if isinstance(p, Paragraph))
+        assert "Rationale" in text
+        assert "Impact" in text
+        assert "Audit Procedure" in text
+        assert "Remediation" in text
+        assert "References" in text
+
+    def test_missing_metadata_returns_empty(
+        self, cis_generator, basic_cis_compliance_data
+    ):
+        basic_cis_compliance_data.attributes_by_requirement_id = {}
+        req = RequirementData(id="99", description="unknown", status=StatusChoices.FAIL)
+        extras = cis_generator._render_requirement_detail_extras(
+            req, basic_cis_compliance_data
+        )
+        assert extras == []
+
+    def test_escapes_html_chars(self, cis_generator, basic_cis_compliance_data):
+        attr = _make_attr(
+            "1 IAM",
+            rationale="<script>alert('x')</script>",
+        )
+        basic_cis_compliance_data.attributes_by_requirement_id = {
+            "1.1": {"attributes": {"req_attributes": [attr], "checks": []}}
+        }
+        req = RequirementData(id="1.1", description="d", status=StatusChoices.FAIL)
+        extras = cis_generator._render_requirement_detail_extras(
+            req, basic_cis_compliance_data
+        )
+        text = " ".join(str(p.text) for p in extras if isinstance(p, Paragraph))
+        assert "<script>" not in text
+        assert "&lt;script&gt;" in text
+
+
+# =============================================================================
+# Cover page
+# =============================================================================
+
+
+class TestCISCoverPage:
+    @patch("tasks.jobs.reports.cis.Image")
+    def test_cover_page_has_logo(
+        self, mock_image, cis_generator, basic_cis_compliance_data
+    ):
+        elements = cis_generator.create_cover_page(basic_cis_compliance_data)
+        assert len(elements) > 0
+        assert mock_image.call_count >= 1
+
+    def test_cover_page_title_includes_version(
+        self, cis_generator, basic_cis_compliance_data
+    ):
+        elements = cis_generator.create_cover_page(basic_cis_compliance_data)
+        paragraphs = [e for e in elements if isinstance(e, Paragraph)]
+        content = " ".join(str(p.text) for p in paragraphs)
+        assert "CIS Benchmark" in content
+        assert "5.0" in content
+
+    def test_cover_page_title_includes_provider_when_set(
+        self, cis_generator, basic_cis_compliance_data
+    ):
+        provider = Mock()
+        provider.provider = "aws"
+        provider.uid = "123456789012"
+        provider.alias = "test-account"
+        basic_cis_compliance_data.provider_obj = provider
+        elements = cis_generator.create_cover_page(basic_cis_compliance_data)
+        paragraphs = [e for e in elements if isinstance(e, Paragraph)]
+        content = " ".join(str(p.text) for p in paragraphs)
+        assert "AWS" in content
@@ -24,6 +24,7 @@ from tasks.jobs.scan import (
    aggregate_findings,
    create_compliance_requirements,
    perform_prowler_scan,
+    reset_ephemeral_resource_findings_count,
    update_provider_compliance_scores,
 )
 from tasks.utils import CustomEncoder
@@ -35,7 +36,9 @@ from api.models import (
    MuteRule,
    Provider,
    Resource,
+    ResourceScanSummary,
    Scan,
+    ScanSummary,
    StateChoices,
    StatusChoices,
 )
@@ -3358,6 +3361,175 @@ class TestAggregateFindings:
        regions = {s.region for s in summaries}
        assert regions == {"us-east-1", "us-west-2"}

+    @patch("tasks.jobs.scan.Finding.objects.filter")
+    @patch("tasks.jobs.scan.ScanSummary.objects.bulk_create")
+    @patch("tasks.jobs.scan.rls_transaction")
+    def test_aggregate_findings_skips_rows_with_null_service_or_region(
+        self, mock_rls_transaction, mock_bulk_create, mock_findings_filter
+    ):
+        """Aggregation rows with NULL service or region (orphan Findings whose
+        ResourceFindingMapping is missing) must be dropped before
+        ``bulk_create`` so the NOT NULL constraints on ``scan_summaries`` are
+        not violated. Valid rows in the same batch must still be persisted."""
+        tenant_id = str(uuid.uuid4())
+        scan_id = str(uuid.uuid4())
+
+        base_counts = {
+            "fail": 1,
+            "_pass": 0,
+            "muted_count": 0,
+            "total": 1,
+            "new": 0,
+            "changed": 0,
+            "unchanged": 1,
+            "fail_new": 0,
+            "fail_changed": 0,
+            "pass_new": 0,
+            "pass_changed": 0,
+            "muted_new": 0,
+            "muted_changed": 0,
+        }
+
+        mock_queryset = MagicMock()
+        mock_queryset.values.return_value = mock_queryset
+        mock_queryset.annotate.return_value = [
+            {
+                "check_id": "check_valid",
+                "resources__service": "s3",
+                "severity": "high",
+                "resources__region": "us-east-1",
+                **base_counts,
+            },
+            {
+                "check_id": "check_null_service",
+                "resources__service": None,
+                "severity": "high",
+                "resources__region": "us-east-1",
+                **base_counts,
+            },
+            {
+                "check_id": "check_null_region",
+                "resources__service": "ec2",
+                "severity": "low",
+                "resources__region": None,
+                **base_counts,
+            },
+            {
+                "check_id": "check_null_both",
+                "resources__service": None,
+                "severity": "medium",
+                "resources__region": None,
+                **base_counts,
+            },
+        ]
+
+        ctx = MagicMock()
+        ctx.__enter__.return_value = None
+        ctx.__exit__.return_value = False
+        mock_rls_transaction.return_value = ctx
+        mock_findings_filter.return_value = mock_queryset
+
+        aggregate_findings(tenant_id, scan_id)
+
+        mock_bulk_create.assert_called_once()
+        args, _ = mock_bulk_create.call_args
+        summaries = list(args[0])
+
+        assert len(summaries) == 1
+        assert summaries[0].check_id == "check_valid"
+        assert summaries[0].service == "s3"
+        assert summaries[0].region == "us-east-1"
+
+    def test_aggregate_findings_is_idempotent_on_rerun(
+        self,
+        tenants_fixture,
+        scans_fixture,
+        findings_fixture,
+    ):
+        """Re-running `aggregate_findings` for the same scan must not violate
+        the `unique_scan_summary` constraint. The post-mute reaggregation
+        pipeline re-dispatches `perform_scan_summary_task` against scans
+        whose summaries already exist; upsert must update existing rows in
+        place (same primary keys) rather than inserting duplicates."""
+        tenant = tenants_fixture[0]
+        scan = scans_fixture[0]
+
+        value_columns = (
+            "check_id",
+            "service",
+            "severity",
+            "region",
+            "fail",
+            "_pass",
+            "muted",
+            "total",
+        )
+
+        aggregate_findings(str(tenant.id), str(scan.id))
+        first_run_ids = set(
+            ScanSummary.all_objects.filter(
+                tenant_id=tenant.id, scan_id=scan.id
+            ).values_list("id", flat=True)
+        )
+        first_run_rows = list(
+            ScanSummary.all_objects.filter(tenant_id=tenant.id, scan_id=scan.id).values(
+                *value_columns
+            )
+        )
+
+        # Second invocation must not raise and must not duplicate rows.
+        aggregate_findings(str(tenant.id), str(scan.id))
+        second_run_ids = set(
+            ScanSummary.all_objects.filter(
+                tenant_id=tenant.id, scan_id=scan.id
+            ).values_list("id", flat=True)
+        )
+        second_run_rows = list(
+            ScanSummary.all_objects.filter(tenant_id=tenant.id, scan_id=scan.id).values(
+                *value_columns
+            )
+        )
+
+        # Upsert preserves the original row identities; values stay stable
+        # because the underlying Finding set is unchanged between runs.
+        assert second_run_rows == first_run_rows
+        assert first_run_ids == second_run_ids
+
+    def test_aggregate_findings_reflects_mute_between_runs(
+        self,
+        tenants_fixture,
+        scans_fixture,
+        findings_fixture,
+    ):
+        """Re-running `aggregate_findings` after a finding is muted between
+        runs must move counters: the matching ScanSummary row's `fail`
+        decrements and `muted` increments. Guards against a regression where
+        upsert silently keeps stale values from the first run."""
+        tenant = tenants_fixture[0]
+        scan = scans_fixture[0]
+        finding1, _ = findings_fixture  # finding1 is FAIL and not muted.
+
+        aggregate_findings(str(tenant.id), str(scan.id))
+        before = ScanSummary.all_objects.get(
+            tenant_id=tenant.id,
+            scan_id=scan.id,
+            check_id=finding1.check_id,
+            service="ec2",
+            severity=finding1.severity,
+            region="us-east-1",
+        )
+        assert before.fail == 1
+        assert before.muted == 0
+
+        Finding.all_objects.filter(pk=finding1.pk).update(muted=True)
+
+        aggregate_findings(str(tenant.id), str(scan.id))
+        after = ScanSummary.all_objects.get(pk=before.pk)
+
+        assert after.fail == 0
+        assert after.muted == 1
+        assert after.total == before.total
+

@pytest.mark.django_db
 class TestAggregateFindingsByRegion:
@@ -3681,6 +3853,7 @@ class TestAggregateAttackSurface:
            in result["privilege-escalation"]
        )
        assert "ec2_instance_imdsv2_enabled" in result["ec2-imdsv1"]
+        assert "ec2_instance_account_imdsv2_enabled" in result["ec2-imdsv1"]

    @patch("tasks.jobs.scan.AttackSurfaceOverview.objects.bulk_create")
    @patch("tasks.jobs.scan.Finding.all_objects.filter")
@@ -4165,3 +4338,315 @@ class TestUpdateProviderComplianceScores:
        assert any("provider_compliance_scores" in c for c in calls)
        assert any("tenant_compliance_summaries" in c for c in calls)
        assert any("pg_advisory_xact_lock" in c for c in calls)
+
+
+class TestScanIsFullScope:
+    def _live_trigger(self):
+        return Scan.TriggerChoices.MANUAL
+
+    @pytest.mark.parametrize(
+        "scanner_args",
+        [
+            {},
+            {"unrelated": "value"},
+            {"checks": None},
+            {"services": []},
+            {"severities": ""},
+        ],
+    )
+    def test_full_scope_when_no_filters_present(self, scanner_args):
+        scan = Scan(scanner_args=scanner_args, trigger=self._live_trigger())
+        assert scan.is_full_scope() is True
+
+    def test_full_scope_covers_every_sdk_kwarg(self):
+        # Lock the predicate to whatever ProwlerScan's __init__ exposes today.
+        # If the SDK adds a new filter, this test still passes via the
+        # introspection-driven derivation; if it adds a non-filter kwarg
+        # (e.g. provider-like), keep the exclusion list in sync in models.py.
+        from prowler.lib.scan.scan import Scan as ProwlerScan
+        import inspect
+
+        expected = tuple(
+            name
+            for name in inspect.signature(ProwlerScan.__init__).parameters
+            if name not in ("self", "provider")
+        )
+        assert Scan.get_scoping_scanner_arg_keys() == expected
+        # Spot-check a few well-known filters survive the introspection.
+        assert "checks" in expected
+        assert "services" in expected
+        assert "severities" in expected
+
+    def test_partial_scope_for_each_sdk_filter(self):
+        for key in Scan.get_scoping_scanner_arg_keys():
+            scan = Scan(scanner_args={key: ["x"]}, trigger=self._live_trigger())
+            assert scan.is_full_scope() is False, f"{key} should mark scan as partial"
+
+    def test_imported_scan_is_never_full_scope(self):
+        # Forward-defensive: any trigger outside LIVE_SCAN_TRIGGERS (e.g. a
+        # future "imported" trigger) must never qualify, even with empty args.
+        scan = Scan(scanner_args={}, trigger="imported")
+        assert scan.is_full_scope() is False
+
+    def test_handles_none_scanner_args(self):
+        scan = Scan(scanner_args=None, trigger=self._live_trigger())
+        assert scan.is_full_scope() is True
+
+
+@pytest.mark.django_db
+class TestResetEphemeralResourceFindingsCount:
+    def _make_scan_summary(self, tenant_id, scan_id, resource):
+        return ResourceScanSummary.objects.create(
+            tenant_id=tenant_id,
+            scan_id=scan_id,
+            resource_id=resource.id,
+            service=resource.service,
+            region=resource.region,
+            resource_type=resource.type,
+        )
+
+    def test_resets_only_resources_missing_from_full_scope_scan(
+        self, tenants_fixture, scans_fixture, providers_fixture, resources_fixture
+    ):
+        tenant, *_ = tenants_fixture
+        scan1, scan2, *_ = scans_fixture
+        resource1, resource2, resource3 = resources_fixture
+
+        Resource.objects.filter(id=resource1.id).update(failed_findings_count=3)
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=5)
+        Resource.objects.filter(id=resource3.id).update(failed_findings_count=7)
+
+        # Only resource1 was scanned in scan1; resource2 is ephemeral.
+        self._make_scan_summary(tenant.id, scan1.id, resource1)
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "completed"
+        assert result["reset"] == 1
+
+        resource1.refresh_from_db()
+        resource2.refresh_from_db()
+        resource3.refresh_from_db()
+
+        assert resource1.failed_findings_count == 3
+        assert resource2.failed_findings_count == 0
+        # Other provider's resource is never touched.
+        assert resource3.failed_findings_count == 7
+
+    def test_skips_when_scan_not_completed(
+        self, tenants_fixture, scans_fixture, resources_fixture
+    ):
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        resource1, resource2, _ = resources_fixture
+
+        Scan.objects.filter(id=scan1.id).update(state=StateChoices.EXECUTING)
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=5)
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "skipped"
+        assert result["reason"] == "scan not completed"
+
+        resource2.refresh_from_db()
+        assert resource2.failed_findings_count == 5
+
+    def test_skips_when_scan_has_scoping_filters(
+        self, tenants_fixture, scans_fixture, resources_fixture
+    ):
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        _, resource2, _ = resources_fixture
+
+        Scan.objects.filter(id=scan1.id).update(scanner_args={"checks": ["check1"]})
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=5)
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "skipped"
+        assert result["reason"] == "partial scan scope"
+
+        resource2.refresh_from_db()
+        assert resource2.failed_findings_count == 5
+
+    def test_skips_when_scan_not_found(self, tenants_fixture):
+        tenant, *_ = tenants_fixture
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(uuid.uuid4())
+        )
+
+        assert result["status"] == "skipped"
+        assert result["reason"] == "scan not found"
+
+    def test_skips_when_newer_scan_completed_for_same_provider(
+        self, tenants_fixture, scans_fixture, providers_fixture, resources_fixture
+    ):
+        # If a newer completed scan exists for the same provider, our
+        # ResourceScanSummary set is stale relative to the resources' current
+        # counts, and applying the diff would corrupt them.
+        from datetime import timedelta
+
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        provider, *_ = providers_fixture
+        _, resource2, _ = resources_fixture
+
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=5)
+
+        # Create a newer COMPLETED scan for the same provider, with an
+        # explicit completed_at strictly after scan1's so ordering is
+        # deterministic regardless of clock resolution.
+        newer_completed_at = scan1.completed_at + timedelta(minutes=5)
+        Scan.objects.create(
+            name="Newer Scan",
+            provider=provider,
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=StateChoices.COMPLETED,
+            tenant_id=tenant.id,
+            started_at=newer_completed_at,
+            completed_at=newer_completed_at,
+        )
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "skipped"
+        assert result["reason"] == "newer scan exists"
+
+        resource2.refresh_from_db()
+        assert resource2.failed_findings_count == 5
+
+    def test_does_not_touch_other_providers_resources(
+        self, tenants_fixture, scans_fixture, providers_fixture, resources_fixture
+    ):
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        _, _, resource3 = resources_fixture
+
+        # resource3 belongs to provider2 with failed_findings_count > 0 and is
+        # not in scan1's summary. It MUST NOT be reset.
+        Resource.objects.filter(id=resource3.id).update(failed_findings_count=9)
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "completed"
+        assert result["reset"] == 0
+
+        resource3.refresh_from_db()
+        assert resource3.failed_findings_count == 9
+
+    def test_resources_already_zero_are_not_rewritten(
+        self, tenants_fixture, scans_fixture, resources_fixture
+    ):
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        resource1, resource2, _ = resources_fixture
+
+        # Both resources already at 0, neither in summary -> nothing to update.
+        Resource.objects.filter(id=resource1.id).update(failed_findings_count=0)
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=0)
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "completed"
+        assert result["reset"] == 0
+
+    def test_skips_when_summaries_missing_for_scan_with_resources(
+        self, tenants_fixture, scans_fixture, resources_fixture
+    ):
+        # Catastrophic guard: if a scan reports unique_resource_count > 0 but
+        # no ResourceScanSummary rows are persisted (e.g. bulk_create silently
+        # failed), the anti-join would classify EVERY resource as ephemeral
+        # and zero their counts. The gate must skip and preserve the data.
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        resource1, resource2, _ = resources_fixture
+
+        Scan.objects.filter(id=scan1.id).update(unique_resource_count=10)
+        Resource.objects.filter(id=resource1.id).update(failed_findings_count=3)
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=5)
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "skipped"
+        assert result["reason"] == "summaries missing"
+
+        resource1.refresh_from_db()
+        resource2.refresh_from_db()
+        assert resource1.failed_findings_count == 3
+        assert resource2.failed_findings_count == 5
+
+    def test_ignores_sibling_scan_with_null_completed_at(
+        self, tenants_fixture, scans_fixture, providers_fixture, resources_fixture
+    ):
+        # Postgres orders NULL first in DESC; a sibling COMPLETED scan with a
+        # missing completed_at must not be treated as the latest scan and
+        # cause us to incorrectly skip the reset.
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        provider, *_ = providers_fixture
+        resource1, resource2, _ = resources_fixture
+
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=5)
+        self._make_scan_summary(tenant.id, scan1.id, resource1)
+
+        Scan.objects.create(
+            name="Ghost Scan",
+            provider=provider,
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=StateChoices.COMPLETED,
+            tenant_id=tenant.id,
+            started_at=scan1.completed_at,
+            completed_at=None,
+        )
+
+        result = reset_ephemeral_resource_findings_count(
+            tenant_id=str(tenant.id), scan_id=str(scan1.id)
+        )
+
+        assert result["status"] == "completed"
+        assert result["reset"] == 1
+
+        resource2.refresh_from_db()
+        assert resource2.failed_findings_count == 0
+
+    def test_batches_updates_when_many_ephemeral_resources(
+        self, tenants_fixture, scans_fixture, resources_fixture
+    ):
+        # Forces multiple batches to confirm the chunked UPDATE path executes
+        # cleanly and the count is the sum across batches.
+        tenant, *_ = tenants_fixture
+        scan1, *_ = scans_fixture
+        resource1, resource2, _ = resources_fixture
+
+        Resource.objects.filter(id=resource1.id).update(failed_findings_count=2)
+        Resource.objects.filter(id=resource2.id).update(failed_findings_count=4)
+
+        # No ResourceScanSummary -> both resource1 and resource2 are ephemeral.
+        # Force a 1-row batch via the shared findings batch size knob.
+        with patch("tasks.jobs.scan.DJANGO_FINDINGS_BATCH_SIZE", 1):
+            result = reset_ephemeral_resource_findings_count(
+                tenant_id=str(tenant.id), scan_id=str(scan1.id)
+            )
+
+        assert result["status"] == "completed"
+        assert result["reset"] == 2
+
+        resource1.refresh_from_db()
+        resource2.refresh_from_db()
+        assert resource1.failed_findings_count == 0
+        assert resource2.failed_findings_count == 0
@@ -13,6 +13,8 @@ from tasks.jobs.lighthouse_providers import (
    _extract_bedrock_credentials,
 )
 from tasks.tasks import (
+    DJANGO_TMP_OUTPUT_DIRECTORY,
+    STALE_TMP_OUTPUT_MAX_AGE_HOURS,
    _cleanup_orphan_scheduled_scans,
    _perform_scan_complete_tasks,
    check_integrations_task,
@@ -236,7 +238,8 @@ class TestGenerateOutputs:
        self.provider_id = str(uuid.uuid4())
        self.tenant_id = str(uuid.uuid4())

-    def test_no_findings_returns_early(self):
+    @patch("tasks.tasks._cleanup_stale_tmp_output_directories")
+    def test_no_findings_returns_early(self, mock_cleanup_stale_tmp_output_directories):
        with patch("tasks.tasks.ScanSummary.objects.filter") as mock_filter:
            mock_filter.return_value.exists.return_value = False

@@ -248,6 +251,34 @@ class TestGenerateOutputs:

            assert result == {"upload": False}
            mock_filter.assert_called_once_with(scan_id=self.scan_id)
+            mock_cleanup_stale_tmp_output_directories.assert_called_once_with(
+                DJANGO_TMP_OUTPUT_DIRECTORY,
+                max_age_hours=STALE_TMP_OUTPUT_MAX_AGE_HOURS,
+                exclude_scan=(self.tenant_id, self.scan_id),
+            )
+
+    @patch(
+        "tasks.tasks._cleanup_stale_tmp_output_directories",
+        side_effect=RuntimeError("cleanup boom"),
+    )
+    def test_cleanup_exception_does_not_break_no_findings_flow(
+        self, mock_cleanup_stale_tmp_output_directories
+    ):
+        with patch("tasks.tasks.ScanSummary.objects.filter") as mock_filter:
+            mock_filter.return_value.exists.return_value = False
+
+            result = generate_outputs_task(
+                scan_id=self.scan_id,
+                provider_id=self.provider_id,
+                tenant_id=self.tenant_id,
+            )
+
+            assert result == {"upload": False}
+            mock_cleanup_stale_tmp_output_directories.assert_called_once_with(
+                DJANGO_TMP_OUTPUT_DIRECTORY,
+                max_age_hours=STALE_TMP_OUTPUT_MAX_AGE_HOURS,
+                exclude_scan=(self.tenant_id, self.scan_id),
+            )

    @patch("tasks.tasks._upload_to_s3")
    @patch("tasks.tasks._compress_output_files")
@@ -309,7 +340,7 @@ class TestGenerateOutputs:
            ),
            patch(
                "tasks.tasks.COMPLIANCE_CLASS_MAP",
-                {"aws": [(lambda x: True, MagicMock(name="CSVCompliance"))]},
+                {"aws": [(lambda _x: True, MagicMock(name="CSVCompliance"))]},
            ),
            patch(
                "tasks.tasks._generate_output_directory",
@@ -361,7 +392,7 @@ class TestGenerateOutputs:
            ),
            patch(
                "tasks.tasks.COMPLIANCE_CLASS_MAP",
-                {"aws": [(lambda x: True, MagicMock())]},
+                {"aws": [(lambda _x: True, MagicMock())]},
            ),
            patch("tasks.tasks._compress_output_files", return_value="/tmp/compressed"),
            patch("tasks.tasks._upload_to_s3", return_value=None),
@@ -441,7 +472,7 @@ class TestGenerateOutputs:
            ),
            patch(
                "tasks.tasks.COMPLIANCE_CLASS_MAP",
-                {"aws": [(lambda x: True, mock_compliance_class)]},
+                {"aws": [(lambda _x: True, mock_compliance_class)]},
            ),
        ):
            mock_filter.return_value.exists.return_value = True
@@ -470,6 +501,10 @@ class TestGenerateOutputs:

        class TrackingWriter:
            def __init__(self, findings, file_path, file_extension, from_cli):
+                self.findings = findings
+                self.file_path = file_path
+                self.file_extension = file_extension
+                self.from_cli = from_cli
                self.transform_called = 0
                self.batch_write_data_to_file = MagicMock()
                self._data = []
@@ -578,13 +613,13 @@ class TestGenerateOutputs:
            patch("tasks.tasks.FindingOutput._transform_findings_stats"),
            patch(
                "tasks.tasks.FindingOutput.transform_api_finding",
-                side_effect=lambda f, prov: f,
+                side_effect=lambda f, _prov: f,
            ),
            patch("tasks.tasks._compress_output_files", return_value="outdir.zip"),
            patch("tasks.tasks._upload_to_s3", return_value="s3://bucket/outdir.zip"),
            patch(
                "tasks.tasks.Scan.all_objects.filter",
-                return_value=MagicMock(update=lambda **kw: None),
+                return_value=MagicMock(update=lambda **_kw: None),
            ),
            patch("tasks.tasks.batched", return_value=two_batches),
            patch("tasks.tasks.OUTPUT_FORMATS_MAPPING", {}),
@@ -666,7 +701,7 @@ class TestGenerateOutputs:
            ),
            patch(
                "tasks.tasks.COMPLIANCE_CLASS_MAP",
-                {"aws": [(lambda x: True, mock_compliance_class)]},
+                {"aws": [(lambda _x: True, mock_compliance_class)]},
            ),
        ):
            mock_filter.return_value.exists.return_value = True
@@ -748,7 +783,7 @@ class TestScanCompleteTasks:
    @patch("tasks.tasks.can_provider_run_attack_paths_scan", return_value=False)
    def test_scan_complete_tasks(
        self,
-        mock_can_run_attack_paths,
+        _mock_can_run_attack_paths,
        mock_attack_paths_task,
        mock_check_integrations_task,
        mock_compliance_reports_task,
@@ -807,6 +842,72 @@ class TestScanCompleteTasks:
        # Attack Paths task should be skipped when provider cannot run it
        mock_attack_paths_task.assert_not_called()

+    @pytest.mark.parametrize(
+        "row_pre_existing",
+        [True, False],
+        ids=["row-pre-existing", "row-missing-fallback"],
+    )
+    @patch("tasks.tasks.aggregate_attack_surface_task.apply_async")
+    @patch("tasks.tasks.chain")
+    @patch("tasks.tasks.create_compliance_requirements_task.si")
+    @patch("tasks.tasks.update_provider_compliance_scores_task.si")
+    @patch("tasks.tasks.perform_scan_summary_task.si")
+    @patch("tasks.tasks.generate_outputs_task.si")
+    @patch("tasks.tasks.generate_compliance_reports_task.si")
+    @patch("tasks.tasks.check_integrations_task.si")
+    @patch("tasks.tasks.attack_paths_db_utils.set_attack_paths_scan_task_id")
+    @patch("tasks.tasks.attack_paths_db_utils.create_attack_paths_scan")
+    @patch("tasks.tasks.attack_paths_db_utils.retrieve_attack_paths_scan")
+    @patch("tasks.tasks.perform_attack_paths_scan_task.apply_async")
+    @patch("tasks.tasks.can_provider_run_attack_paths_scan", return_value=True)
+    def test_scan_complete_dispatches_attack_paths_scan(
+        self,
+        _mock_can_run_attack_paths,
+        mock_attack_paths_task,
+        mock_retrieve,
+        mock_create,
+        mock_set_task_id,
+        mock_check_integrations_task,
+        mock_compliance_reports_task,
+        mock_outputs_task,
+        mock_scan_summary_task,
+        mock_update_compliance_scores_task,
+        mock_compliance_requirements_task,
+        mock_chain,
+        mock_attack_surface_task,
+        row_pre_existing,
+    ):
+        """When a provider can run Attack Paths, dispatch must:
+        1. Reuse the existing row or create one if missing.
+        2. Call apply_async on the Attack Paths task.
+        3. Persist the returned Celery task id on the row.
+        """
+        existing_row = MagicMock(id="ap-scan-id")
+        if row_pre_existing:
+            mock_retrieve.return_value = existing_row
+        else:
+            mock_retrieve.return_value = None
+            mock_create.return_value = existing_row
+
+        async_result = MagicMock(task_id="celery-task-id")
+        mock_attack_paths_task.return_value = async_result
+
+        _perform_scan_complete_tasks("tenant-id", "scan-id", "provider-id")
+
+        mock_retrieve.assert_called_once_with("tenant-id", "scan-id")
+        if row_pre_existing:
+            mock_create.assert_not_called()
+        else:
+            mock_create.assert_called_once_with("tenant-id", "scan-id", "provider-id")
+
+        mock_attack_paths_task.assert_called_once_with(
+            kwargs={"tenant_id": "tenant-id", "scan_id": "scan-id"}
+        )
+
+        mock_set_task_id.assert_called_once_with(
+            "tenant-id", "ap-scan-id", "celery-task-id"
+        )
+

 class TestAttackPathsTasks:
    @staticmethod
@@ -994,7 +1095,7 @@ class TestCheckIntegrationsTask:
    @patch("tasks.tasks.rmtree")
    def test_generate_outputs_with_asff_for_aws_with_security_hub(
        self,
-        mock_rmtree,
+        _mock_rmtree,
        mock_scan_update,
        mock_upload,
        mock_compress,
@@ -1122,7 +1223,7 @@ class TestCheckIntegrationsTask:
    @patch("tasks.tasks.rmtree")
    def test_generate_outputs_no_asff_for_aws_without_security_hub(
        self,
-        mock_rmtree,
+        _mock_rmtree,
        mock_scan_update,
        mock_upload,
        mock_compress,
@@ -1245,7 +1346,7 @@ class TestCheckIntegrationsTask:
    @patch("tasks.tasks.rmtree")
    def test_generate_outputs_no_asff_for_non_aws_provider(
        self,
-        mock_rmtree,
+        _mock_rmtree,
        mock_scan_update,
        mock_upload,
        mock_compress,
@@ -2359,11 +2460,26 @@ class TestReaggregateAllFindingGroupSummaries:
    def setup_method(self):
        self.tenant_id = str(uuid.uuid4())

+    @patch("tasks.tasks.chain")
    @patch("tasks.tasks.group")
+    @patch("tasks.tasks.aggregate_attack_surface_task")
+    @patch("tasks.tasks.aggregate_scan_category_summaries_task")
+    @patch("tasks.tasks.aggregate_scan_resource_group_summaries_task")
    @patch("tasks.tasks.aggregate_finding_group_summaries_task")
+    @patch("tasks.tasks.aggregate_daily_severity_task")
+    @patch("tasks.tasks.perform_scan_summary_task")
    @patch("tasks.tasks.Scan.objects.filter")
    def test_dispatches_subtasks_for_each_provider_per_day(
-        self, mock_scan_filter, mock_agg_task, mock_group
+        self,
+        mock_scan_filter,
+        mock_scan_summary_task,
+        mock_daily_severity_task,
+        mock_finding_group_task,
+        mock_resource_group_task,
+        mock_category_task,
+        mock_attack_surface_task,
+        mock_group,
+        mock_chain,
    ):
        provider_id_1 = uuid.uuid4()
        provider_id_2 = uuid.uuid4()
@@ -2373,8 +2489,13 @@ class TestReaggregateAllFindingGroupSummaries:
        today = datetime.now(tz=timezone.utc)
        yesterday = today - timedelta(days=1)

-        mock_group_result = MagicMock()
-        mock_group.side_effect = lambda gen: (list(gen), mock_group_result)[1]
+        mock_outer_group_result = MagicMock()
+        # The first `group()` call wraps the inner parallel step; subsequent
+        # calls wrap the outer per-scan generator.
+        mock_group.side_effect = lambda *args, **kwargs: (
+            list(args[0]) if args and hasattr(args[0], "__iter__") else None,
+            mock_outer_group_result,
+        )[1]

        mock_scan_filter.return_value.order_by.return_value.values.return_value = [
            {
@@ -2397,23 +2518,49 @@ class TestReaggregateAllFindingGroupSummaries:
        result = reaggregate_all_finding_group_summaries_task(tenant_id=self.tenant_id)

        assert result == {"scans_reaggregated": 3}
-        assert mock_agg_task.si.call_count == 3
-        mock_agg_task.si.assert_any_call(
-            tenant_id=self.tenant_id, scan_id=str(scan_id_today_p1)
-        )
-        mock_agg_task.si.assert_any_call(
-            tenant_id=self.tenant_id, scan_id=str(scan_id_today_p2)
-        )
-        mock_agg_task.si.assert_any_call(
-            tenant_id=self.tenant_id, scan_id=str(scan_id_yesterday_p1)
-        )
-        mock_group_result.apply_async.assert_called_once()
+        expected_scan_ids = {
+            str(scan_id_today_p1),
+            str(scan_id_today_p2),
+            str(scan_id_yesterday_p1),
+        }
+        for task_mock in (
+            mock_scan_summary_task,
+            mock_daily_severity_task,
+            mock_finding_group_task,
+            mock_resource_group_task,
+            mock_category_task,
+            mock_attack_surface_task,
+        ):
+            assert task_mock.si.call_count == 3
+            dispatched = {
+                call.kwargs["scan_id"] for call in task_mock.si.call_args_list
+            }
+            assert dispatched == expected_scan_ids
+            for call in task_mock.si.call_args_list:
+                assert call.kwargs["tenant_id"] == self.tenant_id
+        assert mock_chain.call_count == 3
+        mock_outer_group_result.apply_async.assert_called_once()

+    @patch("tasks.tasks.chain")
    @patch("tasks.tasks.group")
+    @patch("tasks.tasks.aggregate_attack_surface_task")
+    @patch("tasks.tasks.aggregate_scan_category_summaries_task")
+    @patch("tasks.tasks.aggregate_scan_resource_group_summaries_task")
    @patch("tasks.tasks.aggregate_finding_group_summaries_task")
+    @patch("tasks.tasks.aggregate_daily_severity_task")
+    @patch("tasks.tasks.perform_scan_summary_task")
    @patch("tasks.tasks.Scan.objects.filter")
    def test_dedupes_scans_to_latest_per_provider_per_day(
-        self, mock_scan_filter, mock_agg_task, mock_group
+        self,
+        mock_scan_filter,
+        mock_scan_summary_task,
+        mock_daily_severity_task,
+        mock_finding_group_task,
+        mock_resource_group_task,
+        mock_category_task,
+        mock_attack_surface_task,
+        mock_group,
+        mock_chain,
    ):
        """When several scans run on the same day for the same provider, only
        the latest one is dispatched (matching the daily summary unique key)."""
@@ -2423,8 +2570,11 @@ class TestReaggregateAllFindingGroupSummaries:
        today_late = datetime.now(tz=timezone.utc)
        today_early = today_late - timedelta(hours=4)

-        mock_group_result = MagicMock()
-        mock_group.side_effect = lambda gen: (list(gen), mock_group_result)[1]
+        mock_outer_group_result = MagicMock()
+        mock_group.side_effect = lambda *args, **kwargs: (
+            list(args[0]) if args and hasattr(args[0], "__iter__") else None,
+            mock_outer_group_result,
+        )[1]

        # Returned ordered by `-completed_at`, so the most recent comes first.
        mock_scan_filter.return_value.order_by.return_value.values.return_value = [
@@ -2443,17 +2593,30 @@ class TestReaggregateAllFindingGroupSummaries:
        result = reaggregate_all_finding_group_summaries_task(tenant_id=self.tenant_id)

        assert result == {"scans_reaggregated": 1}
-        mock_agg_task.si.assert_called_once_with(
-            tenant_id=self.tenant_id, scan_id=str(latest_scan_today)
-        )
-        mock_group_result.apply_async.assert_called_once()
+        for task_mock in (
+            mock_scan_summary_task,
+            mock_daily_severity_task,
+            mock_finding_group_task,
+            mock_resource_group_task,
+            mock_category_task,
+            mock_attack_surface_task,
+        ):
+            task_mock.si.assert_called_once_with(
+                tenant_id=self.tenant_id, scan_id=str(latest_scan_today)
+            )
+        mock_chain.assert_called_once()
+        mock_outer_group_result.apply_async.assert_called_once()

+    @patch("tasks.tasks.chain")
    @patch("tasks.tasks.group")
    @patch("tasks.tasks.Scan.objects.filter")
-    def test_no_completed_scans_skips_dispatch(self, mock_scan_filter, mock_group):
+    def test_no_completed_scans_skips_dispatch(
+        self, mock_scan_filter, mock_group, mock_chain
+    ):
        mock_scan_filter.return_value.order_by.return_value.values.return_value = []

        result = reaggregate_all_finding_group_summaries_task(tenant_id=self.tenant_id)

        assert result == {"scans_reaggregated": 0}
        mock_group.assert_not_called()
+        mock_chain.assert_not_called()
@@ -0,0 +1,335 @@
+# AWS Inventory Connectivity Graph
+
+A community-contributed tool that generates interactive connectivity graphs from Prowler AWS scans, visualizing relationships between AWS resources with zero additional API calls.
+
+## Overview
+
+This tool extends Prowler by producing two artifacts after a scan completes:
+
+- **`<output>.inventory.json`** – Machine-readable graph (nodes + edges)
+- **`<output>.inventory.html`** – Interactive D3.js force-directed visualization
+
+### Why?
+
+Prowler's existing outputs (CSV, ASFF, OCSF, HTML) report individual check findings but provide no cross-service topology view. Security engineers need to understand **how** resources are connected—which Lambda functions sit inside which VPC, which IAM roles can be assumed by which services, which event sources trigger which functions—before they can reason about attack paths, blast-radius, or lateral-movement risk.
+
+This tool fills that gap by building a connectivity graph from the service clients that are already loaded during a Prowler scan.
+
+## Features
+
+### Supported AWS Services
+
+The tool currently extracts connectivity information from:
+
+- **Lambda** – Functions, VPC/subnet/SG edges, event source mappings, layers, DLQ, KMS
+- **EC2** – Instances, security groups, subnet/VPC edges
+- **VPC** – VPCs, subnets, peering connections
+- **RDS** – DB instances, VPC/SG/cluster/KMS edges
+- **ELBv2** – ALB/NLB load balancers, SG and VPC edges
+- **S3** – Buckets, replication targets, logging buckets, KMS keys
+- **IAM** – Roles, trust-relationship edges (who can assume what)
+
+### Edge Semantic Types
+
+Edges are typed for downstream filtering and attack-path analysis:
+
+- `network` – Resources share a network path (VPC/subnet/SG)
+- `iam` – IAM trust or permission relationship
+- `triggers` – One resource can invoke another (event source → Lambda)
+- `data_flow` – Data is written/read (Lambda → SQS dead-letter queue)
+- `depends_on` – Soft dependency (Lambda layer, subnet belongs to VPC)
+- `routes_to` – Traffic routing (LB → target)
+- `replicates_to` – S3 replication
+- `encrypts` – KMS key encrypts the resource
+- `logs_to` – Logging relationship
+
+### Interactive HTML Graph Features
+
+- Force-directed layout with drag-and-drop node pinning
+- Zoom / pan (mouse wheel + click-drag on background)
+- Per-service color-coded nodes with a legend
+- Hover tooltips showing ARN + all metadata properties
+- Service filter dropdown (show only Lambda, EC2, RDS, etc.)
+- Adjustable link-distance and charge-strength physics sliders
+- Edge labels on every arrow
+
+## Installation
+
+### Prerequisites
+
+- Python 3.9.1 or higher
+- Prowler installed and configured (see [Prowler documentation](https://docs.prowler.com/))
+
+### Setup
+
+1. Clone or download this directory to your local machine
+2. Ensure Prowler is installed and working
+3. No additional dependencies required beyond Prowler's existing requirements
+
+## Usage
+
+### Basic Usage
+
+Run Prowler with your desired checks, then use the inventory graph script:
+
+```bash
+# Run Prowler scan (example)
+prowler aws --output-formats csv
+
+# Generate inventory graph from the scan
+python contrib/inventory-graph/inventory_graph.py --output-directory ./output
+```
+
+### Command-Line Options
+
+```bash
+python contrib/inventory-graph/inventory_graph.py [OPTIONS]
+
+Options:
+  --output-directory DIR    Directory to save output files (default: ./output)
+  --output-filename NAME    Base filename without extension (default: prowler-inventory-<timestamp>)
+  --help                    Show this help message and exit
+```
+
+### Example Workflow
+
+```bash
+# 1. Run a Prowler scan on your AWS account
+prowler aws --profile my-aws-profile --output-formats csv html
+
+# 2. Generate the inventory graph
+python contrib/inventory-graph/inventory_graph.py \
+  --output-directory ./output \
+  --output-filename my-aws-inventory
+
+# 3. Open the HTML file in your browser
+open output/my-aws-inventory.inventory.html
+```
+
+### Integration with Prowler Scans
+
+The tool reads from already-loaded AWS service clients in memory (via `sys.modules`). This means:
+
+- **Zero extra AWS API calls** – Uses data already collected during the Prowler scan
+- **Graceful degradation** – Services not scanned are silently skipped
+- **Flexible** – Works with any subset of Prowler checks
+
+## Output Files
+
+### JSON Output (`*.inventory.json`)
+
+Machine-readable graph structure:
+
+```json
+{
+  "generated_at": "2026-03-19T12:34:56Z",
+  "nodes": [
+    {
+      "id": "arn:aws:lambda:us-east-1:123456789012:function:my-function",
+      "type": "lambda_function",
+      "name": "my-function",
+      "service": "lambda",
+      "region": "us-east-1",
+      "account_id": "123456789012",
+      "properties": {
+        "runtime": "python3.9",
+        "vpc_id": "vpc-abc123"
+      }
+    }
+  ],
+  "edges": [
+    {
+      "source_id": "arn:aws:lambda:...",
+      "target_id": "arn:aws:ec2:...:vpc/vpc-abc123",
+      "edge_type": "network",
+      "label": "in-vpc"
+    }
+  ],
+  "stats": {
+    "node_count": 42,
+    "edge_count": 87
+  }
+}
+```
+
+### HTML Output (`*.inventory.html`)
+
+Self-contained interactive visualization that opens in any modern browser. No server or build step required.
+
+## Architecture
+
+### Design Decisions
+
+| Decision | Rationale |
+|----------|-----------|
+| **Read from sys.modules** | Zero extra AWS API calls; services not scanned are silently skipped |
+| **Self-contained HTML** | D3.js v7 via CDN; no server, no build step; opens in any browser |
+| **One extractor per service** | Each extractor is independently testable; adding a new service = one new file + one line in the registry |
+| **Typed edges** | Semantic types allow downstream consumers (attack-path tools, Neo4j import) to filter by relationship class |
+
+### Project Structure
+
+```
+contrib/inventory-graph/
+├── README.md                    # This file
+├── inventory_graph.py           # Main entry point script
+├── lib/
+│   ├── __init__.py
+│   ├── models.py                # ResourceNode, ResourceEdge, ConnectivityGraph dataclasses
+│   ├── graph_builder.py         # Reads loaded service clients from sys.modules
+│   ├── inventory_output.py      # write_json(), write_html()
+│   └── extractors/
+│       ├── __init__.py
+│       ├── lambda_extractor.py  # Lambda functions → VPC/subnet/SG/event-sources/layers/DLQ/KMS
+│       ├── ec2_extractor.py     # EC2 instances + security groups → subnet/VPC
+│       ├── vpc_extractor.py     # VPCs, subnets, peering connections
+│       ├── rds_extractor.py     # RDS instances → VPC/SG/cluster/KMS
+│       ├── elbv2_extractor.py   # ALB/NLB load balancers → SG/VPC
+│       ├── s3_extractor.py      # S3 buckets → replication targets/logging buckets/KMS keys
+│       └── iam_extractor.py     # IAM roles + trust-relationship edges
+└── examples/
+    └── sample_output.html       # Example output (optional)
+```
+
+## Testing
+
+### Smoke Test (No AWS Credentials Needed)
+
+```python
+import sys
+from unittest.mock import MagicMock
+
+# Wire a fake Lambda client
+mock_module = MagicMock()
+mock_fn = MagicMock()
+mock_fn.arn = "arn:aws:lambda:us-east-1:123:function:test"
+mock_fn.name = "test"
+mock_fn.region = "us-east-1"
+mock_fn.vpc_id = "vpc-abc"
+mock_fn.security_groups = ["sg-111"]
+mock_fn.subnet_ids = {"subnet-aaa"}
+mock_fn.environment = None
+mock_fn.kms_key_arn = None
+mock_fn.layers = []
+mock_fn.dead_letter_config = None
+mock_fn.event_source_mappings = []
+mock_module.awslambda_client.functions = {mock_fn.arn: mock_fn}
+mock_module.awslambda_client.audited_account = "123"
+sys.modules["prowler.providers.aws.services.awslambda.awslambda_client"] = mock_module
+
+from contrib.inventory_graph.lib.graph_builder import build_graph
+from contrib.inventory_graph.lib.inventory_output import write_json, write_html
+
+graph = build_graph()
+write_json(graph, "/tmp/test.inventory.json")
+write_html(graph, "/tmp/test.inventory.html")
+# Open /tmp/test.inventory.html in a browser
+```
+
+## Extending
+
+### Adding a New Service
+
+1. Create a new extractor file in `lib/extractors/` (e.g., `dynamodb_extractor.py`)
+2. Implement the `extract(client)` function that returns `(nodes, edges)`
+3. Register it in `lib/graph_builder.py` in the `_SERVICE_REGISTRY` tuple
+
+Example extractor template:
+
+```python
+from typing import List, Tuple
+from prowler.lib.outputs.inventory.models import ResourceNode, ResourceEdge
+
+def extract(client) -> Tuple[List[ResourceNode], List[ResourceEdge]]:
+    """Extract DynamoDB tables and their relationships."""
+    nodes = []
+    edges = []
+    
+    for table in client.tables:
+        nodes.append(
+            ResourceNode(
+                id=table.arn,
+                type="dynamodb_table",
+                name=table.name,
+                service="dynamodb",
+                region=table.region,
+                account_id=client.audited_account,
+                properties={"billing_mode": table.billing_mode}
+            )
+        )
+        
+        # Add edges for KMS encryption, streams, etc.
+        if table.kms_key_arn:
+            edges.append(
+                ResourceEdge(
+                    source_id=table.kms_key_arn,
+                    target_id=table.arn,
+                    edge_type="encrypts",
+                    label="encrypts"
+                )
+            )
+    
+    return nodes, edges
+```
+
+## Troubleshooting
+
+### No nodes discovered
+
+**Problem:** The tool reports "no nodes discovered" after running.
+
+**Solution:** Ensure you've run a Prowler scan first. The tool reads from in-memory service clients loaded during the scan. If no services were scanned, no nodes will be discovered.
+
+### Missing services in the graph
+
+**Problem:** Some AWS services are not appearing in the graph.
+
+**Solution:** The tool only includes services that have been scanned by Prowler. Run Prowler with the services you want to include, or run without service filters to scan all available services.
+
+### HTML file doesn't display properly
+
+**Problem:** The HTML visualization doesn't load or shows errors.
+
+**Solution:** 
+- Ensure you're opening the file in a modern browser (Chrome, Firefox, Safari, Edge)
+- Check your browser's console for JavaScript errors
+- Verify the file was generated completely (check file size > 0)
+- The HTML requires internet access to load D3.js from CDN
+
+## Roadmap
+
+Potential future enhancements:
+
+- [ ] Support for additional AWS services (DynamoDB, SQS, SNS, etc.)
+- [ ] Export to Neo4j / Cartography format
+- [ ] Attack path analysis integration
+- [ ] Multi-account/multi-region aggregation
+- [ ] Custom edge type filtering in HTML UI
+- [ ] Graph diff between two scans
+
+## Contributing
+
+This is a community contribution. If you'd like to enhance it:
+
+1. Fork the Prowler repository
+2. Make your changes in `contrib/inventory-graph/`
+3. Test thoroughly
+4. Submit a pull request with a clear description
+
+## License
+
+This tool is part of the Prowler project and is licensed under the Apache License 2.0.
+
+## Credits
+
+- **Author:** [@sandiyochristan](https://github.com/sandiyochristan)
+- **Related PR:** [#10382](https://github.com/prowler-cloud/prowler/pull/10382)
+- **Prowler Project:** [prowler-cloud/prowler](https://github.com/prowler-cloud/prowler)
+
+## Support
+
+For issues or questions:
+
+- Open an issue in the [Prowler repository](https://github.com/prowler-cloud/prowler/issues)
+- Join the [Prowler Community Slack](https://goto.prowler.com/slack)
+- Tag your issue with `contrib:inventory-graph`
@@ -0,0 +1,181 @@
+#!/usr/bin/env python3
+"""
+Example: Generate AWS Inventory Graph with Mock Data
+
+This example demonstrates how to use the inventory graph tool with mock AWS data.
+No AWS credentials required.
+"""
+
+import sys
+from pathlib import Path
+from unittest.mock import MagicMock
+
+# Add parent directory to path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+
+from lib.graph_builder import build_graph
+from lib.inventory_output import write_json, write_html
+
+
+def create_mock_lambda_client():
+    """Create a mock Lambda client with sample data."""
+    mock_module = MagicMock()
+
+    # Create a mock Lambda function
+    mock_fn = MagicMock()
+    mock_fn.arn = "arn:aws:lambda:us-east-1:123456789012:function:my-test-function"
+    mock_fn.name = "my-test-function"
+    mock_fn.region = "us-east-1"
+    mock_fn.vpc_id = "vpc-abc123"
+    mock_fn.security_groups = ["sg-111222"]
+    mock_fn.subnet_ids = {"subnet-aaa111", "subnet-bbb222"}
+    mock_fn.environment = {"Variables": {"ENV": "production"}}
+    mock_fn.kms_key_arn = (
+        "arn:aws:kms:us-east-1:123456789012:key/12345678-1234-1234-1234-123456789012"
+    )
+    mock_fn.layers = []
+    mock_fn.dead_letter_config = None
+    mock_fn.event_source_mappings = []
+
+    mock_module.awslambda_client.functions = {mock_fn.arn: mock_fn}
+    mock_module.awslambda_client.audited_account = "123456789012"
+
+    return mock_module
+
+
+def create_mock_ec2_client():
+    """Create a mock EC2 client with sample data."""
+    mock_module = MagicMock()
+
+    # Create a mock EC2 instance
+    mock_instance = MagicMock()
+    mock_instance.arn = (
+        "arn:aws:ec2:us-east-1:123456789012:instance/i-1234567890abcdef0"
+    )
+    mock_instance.id = "i-1234567890abcdef0"
+    mock_instance.region = "us-east-1"
+    mock_instance.vpc_id = "vpc-abc123"
+    mock_instance.subnet_id = "subnet-aaa111"
+    mock_instance.security_groups = [MagicMock(id="sg-111222")]
+    mock_instance.state = "running"
+    mock_instance.type = "t3.micro"
+    mock_instance.tags = [{"Key": "Name", "Value": "test-instance"}]
+
+    # Create a mock security group
+    mock_sg = MagicMock()
+    mock_sg.arn = "arn:aws:ec2:us-east-1:123456789012:security-group/sg-111222"
+    mock_sg.id = "sg-111222"
+    mock_sg.name = "test-security-group"
+    mock_sg.region = "us-east-1"
+    mock_sg.vpc_id = "vpc-abc123"
+
+    mock_module.ec2_client.instances = [mock_instance]
+    mock_module.ec2_client.security_groups = [mock_sg]
+    mock_module.ec2_client.audited_account = "123456789012"
+
+    return mock_module
+
+
+def create_mock_vpc_client():
+    """Create a mock VPC client with sample data."""
+    mock_module = MagicMock()
+
+    # Create a mock VPC
+    mock_vpc = MagicMock()
+    mock_vpc.arn = "arn:aws:ec2:us-east-1:123456789012:vpc/vpc-abc123"
+    mock_vpc.id = "vpc-abc123"
+    mock_vpc.region = "us-east-1"
+    mock_vpc.cidr_block = "10.0.0.0/16"
+    mock_vpc.tags = [{"Key": "Name", "Value": "test-vpc"}]
+
+    # Create mock subnets
+    mock_subnet1 = MagicMock()
+    mock_subnet1.arn = "arn:aws:ec2:us-east-1:123456789012:subnet/subnet-aaa111"
+    mock_subnet1.id = "subnet-aaa111"
+    mock_subnet1.region = "us-east-1"
+    mock_subnet1.vpc_id = "vpc-abc123"
+    mock_subnet1.cidr_block = "10.0.1.0/24"
+    mock_subnet1.availability_zone = "us-east-1a"
+
+    mock_subnet2 = MagicMock()
+    mock_subnet2.arn = "arn:aws:ec2:us-east-1:123456789012:subnet/subnet-bbb222"
+    mock_subnet2.id = "subnet-bbb222"
+    mock_subnet2.region = "us-east-1"
+    mock_subnet2.vpc_id = "vpc-abc123"
+    mock_subnet2.cidr_block = "10.0.2.0/24"
+    mock_subnet2.availability_zone = "us-east-1b"
+
+    mock_module.vpc_client.vpcs = [mock_vpc]
+    mock_module.vpc_client.subnets = [mock_subnet1, mock_subnet2]
+    mock_module.vpc_client.vpc_peering_connections = []
+    mock_module.vpc_client.audited_account = "123456789012"
+
+    return mock_module
+
+
+def main():
+    """Main function to demonstrate the inventory graph generation."""
+    print("=" * 70)
+    print("AWS Inventory Graph - Mock Data Example")
+    print("=" * 70)
+    print()
+
+    # Create mock clients and inject them into sys.modules
+    print("Creating mock AWS service clients...")
+    sys.modules["prowler.providers.aws.services.awslambda.awslambda_client"] = (
+        create_mock_lambda_client()
+    )
+    sys.modules["prowler.providers.aws.services.ec2.ec2_client"] = (
+        create_mock_ec2_client()
+    )
+    sys.modules["prowler.providers.aws.services.vpc.vpc_client"] = (
+        create_mock_vpc_client()
+    )
+    print("✓ Mock clients created")
+    print()
+
+    # Build the graph
+    print("Building connectivity graph...")
+    graph = build_graph()
+    print(f"✓ Graph built: {len(graph.nodes)} nodes, {len(graph.edges)} edges")
+    print()
+
+    # Display discovered nodes
+    print("Discovered nodes:")
+    for node in graph.nodes:
+        print(f"  - {node.type}: {node.name} ({node.region})")
+    print()
+
+    # Display discovered edges
+    print("Discovered edges:")
+    for edge in graph.edges:
+        source_node = next((n for n in graph.nodes if n.id == edge.source_id), None)
+        target_node = next((n for n in graph.nodes if n.id == edge.target_id), None)
+        source_name = source_node.name if source_node else edge.source_id
+        target_name = target_node.name if target_node else edge.target_id
+        print(f"  - {source_name} --[{edge.edge_type}]--> {target_name}")
+    print()
+
+    # Write outputs
+    output_dir = Path(__file__).parent
+    json_path = output_dir / "example_output.inventory.json"
+    html_path = output_dir / "example_output.inventory.html"
+
+    print("Writing output files...")
+    write_json(graph, str(json_path))
+    write_html(graph, str(html_path))
+    print(f"✓ JSON written to: {json_path}")
+    print(f"✓ HTML written to: {html_path}")
+    print()
+
+    print("=" * 70)
+    print("✓ Example complete!")
+    print("=" * 70)
+    print()
+    print(f"Open the HTML file to view the interactive graph:")
+    print(f"  open {html_path}")
+    print()
+
+
+if __name__ == "__main__":
+    main()
@@ -0,0 +1,158 @@
+#!/usr/bin/env python3
+"""
+AWS Inventory Connectivity Graph Generator
+
+A standalone tool that generates interactive connectivity graphs from Prowler AWS scans.
+This tool reads from already-loaded AWS service clients in memory and produces:
+  - JSON graph (nodes + edges)
+  - Interactive HTML visualization
+
+Usage:
+    python inventory_graph.py --output-directory ./output --output-filename my-inventory
+
+For more information, see README.md
+"""
+
+import argparse
+import os
+import sys
+from datetime import datetime
+from pathlib import Path
+
+# Add the contrib directory to the path so we can import the lib modules
+CONTRIB_DIR = Path(__file__).parent
+sys.path.insert(0, str(CONTRIB_DIR))
+
+from lib.graph_builder import build_graph
+from lib.inventory_output import write_json, write_html
+
+
+def parse_arguments():
+    """Parse command-line arguments."""
+    parser = argparse.ArgumentParser(
+        description="Generate AWS inventory connectivity graph from Prowler scan data",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog="""
+Examples:
+  # Generate graph with default settings
+  python inventory_graph.py
+
+  # Specify custom output directory and filename
+  python inventory_graph.py --output-directory ./my-output --output-filename aws-inventory
+
+  # After running a Prowler scan
+  prowler aws --profile my-profile
+  python inventory_graph.py --output-directory ./output
+
+For more information, see README.md
+        """,
+    )
+
+    parser.add_argument(
+        "--output-directory",
+        "-o",
+        default="./output",
+        help="Directory to save output files (default: ./output)",
+    )
+
+    parser.add_argument(
+        "--output-filename",
+        "-f",
+        default=None,
+        help="Base filename without extension (default: prowler-inventory-<timestamp>)",
+    )
+
+    parser.add_argument(
+        "--verbose",
+        "-v",
+        action="store_true",
+        help="Enable verbose output",
+    )
+
+    return parser.parse_args()
+
+
+def main():
+    """Main entry point for the inventory graph generator."""
+    args = parse_arguments()
+
+    # Set up output paths
+    output_dir = Path(args.output_directory)
+    output_dir.mkdir(parents=True, exist_ok=True)
+
+    # Generate filename with timestamp if not provided
+    if args.output_filename:
+        base_filename = args.output_filename
+    else:
+        timestamp = datetime.now().strftime("%Y%m%d%H%M%S")
+        base_filename = f"prowler-inventory-{timestamp}"
+
+    json_path = output_dir / f"{base_filename}.inventory.json"
+    html_path = output_dir / f"{base_filename}.inventory.html"
+
+    print("=" * 70)
+    print("AWS Inventory Connectivity Graph Generator")
+    print("=" * 70)
+    print()
+
+    # Build the graph from loaded service clients
+    if args.verbose:
+        print("Building connectivity graph from loaded AWS service clients...")
+
+    graph = build_graph()
+
+    # Check if any nodes were discovered
+    if not graph.nodes:
+        print("⚠️  WARNING: No nodes discovered!")
+        print()
+        print("This usually means:")
+        print("  1. No Prowler scan has been run yet in this Python session")
+        print("  2. No AWS service clients are loaded in memory")
+        print()
+        print("To fix this:")
+        print("  1. Run a Prowler scan first: prowler aws --output-formats csv")
+        print("  2. Then run this script in the same session")
+        print()
+        print(
+            "Alternatively, integrate this tool directly into Prowler's output pipeline."
+        )
+        sys.exit(1)
+
+    print(f"✓ Discovered {len(graph.nodes)} nodes and {len(graph.edges)} edges")
+    print()
+
+    # Write outputs
+    if args.verbose:
+        print(f"Writing JSON output to: {json_path}")
+    write_json(graph, str(json_path))
+
+    if args.verbose:
+        print(f"Writing HTML output to: {html_path}")
+    write_html(graph, str(html_path))
+
+    print()
+    print("=" * 70)
+    print("✓ Graph generation complete!")
+    print("=" * 70)
+    print()
+    print(f"📄 JSON: {json_path}")
+    print(f"🌐 HTML: {html_path}")
+    print()
+    print(f"Open the HTML file in your browser to explore the interactive graph:")
+    print(f"  open {html_path}")
+    print()
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except KeyboardInterrupt:
+        print("\n\nInterrupted by user. Exiting...")
+        sys.exit(130)
+    except Exception as e:
+        print(f"\n❌ Error: {e}", file=sys.stderr)
+        if "--verbose" in sys.argv or "-v" in sys.argv:
+            import traceback
+
+            traceback.print_exc()
+        sys.exit(1)
@@ -0,0 +1,94 @@
+from typing import List, Tuple
+
+from lib.models import ResourceEdge, ResourceNode
+
+
+def extract(client) -> Tuple[List[ResourceNode], List[ResourceEdge]]:
+    """
+    Extract EC2 instance and security-group nodes with their edges.
+
+    Edges produced:
+      - instance → security-group  [network]
+      - instance → subnet          [network]
+      - security-group → VPC       [network]
+    """
+    nodes: List[ResourceNode] = []
+    edges: List[ResourceEdge] = []
+
+    # EC2 Instances
+    for instance in client.instances:
+        name = instance.id
+        for tag in instance.tags or []:
+            if tag.get("Key") == "Name":
+                name = tag["Value"]
+                break
+
+        props = {
+            "instance_type": getattr(instance, "type", None),
+            "state": getattr(instance, "state", None),
+            "vpc_id": getattr(instance, "vpc_id", None),
+            "subnet_id": getattr(instance, "subnet_id", None),
+            "public_ip": getattr(instance, "public_ip_address", None),
+            "private_ip": getattr(instance, "private_ip_address", None),
+        }
+
+        nodes.append(
+            ResourceNode(
+                id=instance.arn,
+                type="ec2_instance",
+                name=name,
+                service="ec2",
+                region=instance.region,
+                account_id=client.audited_account,
+                properties={k: v for k, v in props.items() if v is not None},
+            )
+        )
+
+        for sg_id in instance.security_groups or []:
+            edges.append(
+                ResourceEdge(
+                    source_id=instance.arn,
+                    target_id=sg_id,
+                    edge_type="network",
+                    label="sg",
+                )
+            )
+
+        if instance.subnet_id:
+            edges.append(
+                ResourceEdge(
+                    source_id=instance.arn,
+                    target_id=instance.subnet_id,
+                    edge_type="network",
+                    label="subnet",
+                )
+            )
+
+    # Security Groups
+    for sg in client.security_groups.values():
+        name = (
+            sg.name if hasattr(sg, "name") else sg.id if hasattr(sg, "id") else sg.arn
+        )
+        nodes.append(
+            ResourceNode(
+                id=sg.arn,
+                type="security_group",
+                name=name,
+                service="ec2",
+                region=sg.region,
+                account_id=client.audited_account,
+                properties={"vpc_id": sg.vpc_id},
+            )
+        )
+
+        if sg.vpc_id:
+            edges.append(
+                ResourceEdge(
+                    source_id=sg.arn,
+                    target_id=sg.vpc_id,
+                    edge_type="network",
+                    label="in-vpc",
+                )
+            )
+
+    return nodes, edges
@@ -0,0 +1,60 @@
+from typing import List, Tuple
+
+from lib.models import ResourceEdge, ResourceNode
+
+
+def extract(client) -> Tuple[List[ResourceNode], List[ResourceEdge]]:
+    """
+    Extract ELBv2 (ALB/NLB) load balancer nodes and their edges.
+
+    Edges produced:
+      - load_balancer → security-group  [network]
+      - load_balancer → VPC             [network]
+    """
+    nodes: List[ResourceNode] = []
+    edges: List[ResourceEdge] = []
+
+    for lb in client.loadbalancersv2.values():
+        props = {
+            "type": getattr(lb, "type", None),
+            "scheme": getattr(lb, "scheme", None),
+            "dns_name": getattr(lb, "dns", None),
+            "vpc_id": getattr(lb, "vpc_id", None),
+        }
+
+        name = getattr(lb, "name", lb.arn.split("/")[-2] if "/" in lb.arn else lb.arn)
+
+        nodes.append(
+            ResourceNode(
+                id=lb.arn,
+                type="load_balancer",
+                name=name,
+                service="elbv2",
+                region=lb.region,
+                account_id=client.audited_account,
+                properties={k: v for k, v in props.items() if v is not None},
+            )
+        )
+
+        for sg_id in lb.security_groups or []:
+            edges.append(
+                ResourceEdge(
+                    source_id=lb.arn,
+                    target_id=sg_id,
+                    edge_type="network",
+                    label="sg",
+                )
+            )
+
+        vpc_id = getattr(lb, "vpc_id", None)
+        if vpc_id:
+            edges.append(
+                ResourceEdge(
+                    source_id=lb.arn,
+                    target_id=vpc_id,
+                    edge_type="network",
+                    label="in-vpc",
+                )
+            )
+
+    return nodes, edges
--- a/Show More
+++ b/Show More