fix(ui): hide line numbers in CLI command remediation block (#11061 )

Co-authored-by: Hugo Pereira Brito <101209179+HugoPBrito@users.noreply.github.com>
fix: PR number in changelog entry for #10529 (#11058 )
2026-05-06 16:58:19 +00:00 · 2026-05-06 15:06:00 +01:00 · 2026-05-06 11:56:21 +01:00 · 2026-05-06 11:44:26 +01:00 · 2026-05-05 10:45:57 +02:00 · 2026-05-05 10:45:35 +02:00
978 changed files with 99878 additions and 24774 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=v5.16.0
+NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.25.3

 # 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
@@ -13,11 +13,19 @@ inputs:
  poetry-version:
    description: 'Poetry version to install'
    required: false
-    default: '2.1.1'
+    default: '2.3.4'
  install-dependencies:
    description: 'Install Python dependencies with Poetry'
    required: false
    default: 'true'
+  update-lock:
+    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'
@@ -60,21 +68,8 @@ 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'
+      if: github.repository == 'prowler-cloud/prowler' && inputs.update-lock == 'true'
      shell: bash
      working-directory: ${{ inputs.working-directory }}
      run: poetry lock
@@ -83,8 +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'
@@ -66,6 +66,18 @@ updates:
    cooldown:
      default-days: 7

+  - package-ecosystem: "pre-commit"
+    directory: "/"
+    schedule:
+      interval: "monthly"
+    open-pull-requests-limit: 25
+    target-branch: master
+    labels:
+      - "dependencies"
+      - "pre-commit"
+    cooldown:
+      default-days: 7
+
  # Dependabot Updates are temporary disabled - 2025/04/15
  # v4.6
  # - package-ecosystem: "pip"
@@ -13,6 +13,8 @@ env:
  PROWLER_VERSION: ${{ github.event.release.tag_name }}
  BASE_BRANCH: master

+permissions: {}
+
 jobs:
  detect-release-type:
    runs-on: ubuntu-latest
@@ -17,6 +17,8 @@ concurrency:
 env:
  API_WORKING_DIR: ./api

+permissions: {}
+
 jobs:
  api-code-quality:
    runs-on: ubuntu-latest
@@ -50,7 +52,7 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            api/**
@@ -67,6 +69,7 @@ jobs:
        with:
          python-version: ${{ matrix.python-version }}
          working-directory: ./api
+          update-lock: 'true'

      - name: Poetry check
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -24,6 +24,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  api-analyze:
    name: CodeQL Security Analysis
@@ -33,6 +33,8 @@ env:
  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-api

+permissions: {}
+
 jobs:
  setup:
    if: github.repository == 'prowler-cloud/prowler'
@@ -137,18 +139,18 @@ jobs:
          sed -i "s|prowler-cloud/prowler.git@master|prowler-cloud/prowler.git@${LATEST_SHA}|" api/pyproject.toml

      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build and push API container for ${{ matrix.arch }}
        id: container-push
        if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.WORKING_DIRECTORY }}
          push: true
@@ -178,7 +180,7 @@ jobs:
            auth.docker.io:443
            production.cloudflare.docker.com:443
      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}
@@ -18,6 +18,8 @@ env:
  API_WORKING_DIR: ./api
  IMAGE_NAME: prowler-api

+permissions: {}
+
 jobs:
  api-dockerfile-lint:
    if: github.repository == 'prowler-cloud/prowler'
@@ -42,7 +44,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: api/Dockerfile

@@ -104,7 +106,7 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: api/**
          files_ignore: |
@@ -115,11 +117,11 @@ jobs:

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.API_WORKING_DIR }}
          push: false
@@ -17,6 +17,8 @@ concurrency:
 env:
  API_WORKING_DIR: ./api

+permissions: {}
+
 jobs:
  api-security-scans:
    runs-on: ubuntu-latest
@@ -53,11 +55,12 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            api/**
            .github/workflows/api-security.yml
+            .safety-policy.yml
          files_ignore: |
            api/docs/**
            api/README.md
@@ -70,6 +73,7 @@ jobs:
        with:
          python-version: ${{ matrix.python-version }}
          working-directory: ./api
+          update-lock: 'true'

      - name: Bandit
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -77,9 +81,8 @@ jobs:

      - name: Safety
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run safety check --ignore 79023,79027,86217
-        # 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`
+        # 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'
@@ -30,6 +30,8 @@ env:
  VALKEY_DB: 0
  API_WORKING_DIR: ./api

+permissions: {}
+
 jobs:
  api-tests:
    runs-on: ubuntu-latest
@@ -99,7 +101,7 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            api/**
@@ -116,6 +118,7 @@ jobs:
        with:
          python-version: ${{ matrix.python-version }}
          working-directory: ./api
+          update-lock: 'true'

      - name: Run tests with pytest
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -17,6 +17,8 @@ env:
  BACKPORT_LABEL_PREFIX: backport-to-
  BACKPORT_LABEL_IGNORE: was-backported

+permissions: {}
+
 jobs:
  backport:
    if: github.event.pull_request.merged == true && !(contains(github.event.pull_request.labels.*.name, 'backport')) && !(contains(github.event.pull_request.labels.*.name, 'was-backported'))
@@ -33,6 +35,7 @@ jobs:
          egress-policy: block
          allowed-endpoints: >
            api.github.com:443
+            github.com:443

      - name: Check labels
        id: label_check
@@ -46,7 +49,7 @@ jobs:

      - name: Backport PR
        if: steps.label_check.outputs.label_check == 'success'
-        uses: sorenlouv/backport-github-action@516854e7c9f962b9939085c9a92ea28411d1ae90 # v10.2.0
+        uses: sorenlouv/backport-github-action@9460b7102fea25466026ce806c9ebf873ac48721 # v11.0.0
        with:
          github_token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          auto_backport_label_prefix: ${{ env.BACKPORT_LABEL_PREFIX }}
@@ -21,6 +21,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  zizmor:
    if: github.repository == 'prowler-cloud/prowler'
@@ -49,6 +51,6 @@ jobs:
          persist-credentials: false

      - name: Run zizmor
-        uses: zizmorcore/zizmor-action@0dce2577a4760a2749d8cfb7a84b7d5585ebcb7d # v0.5.0
+        uses: zizmorcore/zizmor-action@71321a20a9ded102f6e9ce5718a2fcec2c4f70d8 # v0.5.2
        with:
          token: ${{ github.token }}
@@ -9,6 +9,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.issue.number }}
  cancel-in-progress: false

+permissions: {}
+
 jobs:
  update-labels:
    if: contains(github.event.issue.labels.*.name, 'status/awaiting-response')
@@ -16,6 +16,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  conventional-commit-check:
    runs-on: ubuntu-latest
@@ -13,6 +13,8 @@ env:
  BACKPORT_LABEL_PREFIX: backport-to-
  BACKPORT_LABEL_COLOR: B60205

+permissions: {}
+
 jobs:
  create-label:
    runs-on: ubuntu-latest
@@ -12,72 +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:
@@ -89,185 +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
@@ -14,6 +14,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  scan-secrets:
    runs-on: ubuntu-latest
@@ -25,11 +27,12 @@ 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
@@ -21,6 +21,8 @@ concurrency:
 env:
  CHART_PATH: contrib/k8s/helm/prowler-app

+permissions: {}
+
 jobs:
  helm-lint:
    if: github.repository == 'prowler-cloud/prowler'
@@ -36,12 +38,12 @@ jobs:
          egress-policy: audit

      - name: Checkout repository
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
          persist-credentials: false

      - name: Set up Helm
-        uses: azure/setup-helm@1a275c3b69536ee54be43f2070a358922e12c8d4 # v4.3.1
+        uses: azure/setup-helm@dda3372f752e03dde6b3237bc9431cdc2f7a02a2 # v5.0.0

      - name: Update chart dependencies
        run: helm dependency update ${{ env.CHART_PATH }}
@@ -13,6 +13,8 @@ concurrency:
 env:
  CHART_PATH: contrib/k8s/helm/prowler-app

+permissions: {}
+
 jobs:
  release-helm-chart:
    if: github.repository == 'prowler-cloud/prowler'
@@ -29,12 +31,12 @@ jobs:
          egress-policy: audit

      - name: Checkout repository
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
          persist-credentials: false

      - name: Set up Helm
-        uses: azure/setup-helm@b9e51907a09c216f16ebe8536097933489208112 # v4.3.0
+        uses: azure/setup-helm@dda3372f752e03dde6b3237bc9431cdc2f7a02a2 # v5.0.0

      - name: Set appVersion from release tag
        run: |
@@ -0,0 +1,53 @@
+name: 'Tools: Lock Issue on Close'
+
+on:
+  issues:
+    types:
+      - closed
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.issue.number }}
+  cancel-in-progress: false
+
+permissions: {}
+
+jobs:
+  lock:
+    if: |
+      github.repository == 'prowler-cloud/prowler' &&
+      github.event.issue.locked == false
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      issues: write
+    steps:
+      - name: Harden Runner
+        uses: step-security/harden-runner@fa2e9d605c4eeb9fcad4c99c224cee0c6c7f3594 # v2.16.0
+        with:
+          egress-policy: block
+          allowed-endpoints: >
+            api.github.com:443
+
+      - name: Comment and lock issue
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const issue_number = context.payload.issue.number;
+
+            try {
+              await github.rest.issues.createComment({
+                owner,
+                repo,
+                issue_number,
+                body: 'This issue is now locked as it has been closed. If you are still hitting a related problem, please open a new issue and link back to this one for context. Thanks!'
+              });
+            } catch (error) {
+              core.warning(`Failed to post lock comment on issue #${issue_number}: ${error.message}`);
+            }
+
+            const lockParams = { owner, repo, issue_number };
+            if (context.payload.issue.state_reason === 'completed') {
+              lockParams.lock_reason = 'resolved';
+            }
+            await github.rest.issues.lock(lockParams);
@@ -772,7 +772,7 @@ jobs:
          SECRET_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
      - name: Upload Safe Outputs
        if: always()
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
        with:
          name: safe-output
          path: ${{ env.GH_AW_SAFE_OUTPUTS }}
@@ -793,13 +793,13 @@ jobs:
            await main();
      - name: Upload sanitized agent output
        if: always() && env.GH_AW_AGENT_OUTPUT
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
        with:
          name: agent-output
          path: ${{ env.GH_AW_AGENT_OUTPUT }}
          if-no-files-found: warn
      - name: Upload engine output files
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
        with:
          name: agent_outputs
          path: |
@@ -839,7 +839,7 @@ jobs:
      - name: Upload agent artifacts
        if: always()
        continue-on-error: true
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
        with:
          name: agent-artifacts
          path: |
@@ -880,7 +880,7 @@ jobs:
          destination: /opt/gh-aw/actions
      - name: Download agent output artifact
        continue-on-error: true
-        uses: actions/download-artifact@018cc2cf5baa6db3ef3c5f8a56943fffe632ef53 # v6.0.0
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: agent-output
          path: /tmp/gh-aw/safeoutputs/
@@ -992,13 +992,13 @@ jobs:
          destination: /opt/gh-aw/actions
      - name: Download agent artifacts
        continue-on-error: true
-        uses: actions/download-artifact@018cc2cf5baa6db3ef3c5f8a56943fffe632ef53 # v6.0.0
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: agent-artifacts
          path: /tmp/gh-aw/threat-detection/
      - name: Download agent output artifact
        continue-on-error: true
-        uses: actions/download-artifact@018cc2cf5baa6db3ef3c5f8a56943fffe632ef53 # v6.0.0
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: agent-output
          path: /tmp/gh-aw/threat-detection/
@@ -1071,7 +1071,7 @@ jobs:
            await main();
      - name: Upload threat detection log
        if: always()
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
        with:
          name: threat-detection.log
          path: /tmp/gh-aw/threat-detection/detection.log
@@ -1174,7 +1174,7 @@ jobs:
          destination: /opt/gh-aw/actions
      - name: Download agent output artifact
        continue-on-error: true
-        uses: actions/download-artifact@018cc2cf5baa6db3ef3c5f8a56943fffe632ef53 # v6.0.0
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: agent-output
          path: /tmp/gh-aw/safeoutputs/
@@ -15,6 +15,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  labeler:
    runs-on: ubuntu-latest
@@ -76,6 +78,7 @@ jobs:
            "StylusFrost"
            "toniblyx"
            "davidm4r"
+            "pfe-nazaries"
          )

          echo "Checking if $AUTHOR is a member of prowler-cloud organization"
@@ -32,6 +32,8 @@ env:
  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-mcp

+permissions: {}
+
 jobs:
  setup:
    if: github.repository == 'prowler-cloud/prowler'
@@ -123,18 +125,18 @@ jobs:
          persist-credentials: false

      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build and push MCP container for ${{ matrix.arch }}
        id: container-push
        if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.WORKING_DIRECTORY }}
          push: true
@@ -173,7 +175,7 @@ jobs:
            release-assets.githubusercontent.com:443

      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}
@@ -18,6 +18,8 @@ env:
  MCP_WORKING_DIR: ./mcp_server
  IMAGE_NAME: prowler-mcp

+permissions: {}
+
 jobs:
  mcp-dockerfile-lint:
    if: github.repository == 'prowler-cloud/prowler'
@@ -42,7 +44,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: mcp_server/Dockerfile

@@ -87,6 +89,9 @@ jobs:
            api.github.com:443
            mirror.gcr.io:443
            check.trivy.dev:443
+            get.trivy.dev:443
+            release-assets.githubusercontent.com:443
+            objects.githubusercontent.com:443

      - name: Checkout repository
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -96,7 +101,7 @@ jobs:

      - name: Check for MCP changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: mcp_server/**
          files_ignore: |
@@ -105,11 +110,11 @@ jobs:

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build MCP container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.MCP_WORKING_DIR }}
          push: false
@@ -14,6 +14,8 @@ env:
  PYTHON_VERSION: "3.12"
  WORKING_DIRECTORY: ./mcp_server

+permissions: {}
+
 jobs:
  validate-release:
    if: github.repository == 'prowler-cloud/prowler'
@@ -16,6 +16,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  check-changelog:
    if: contains(github.event.pull_request.labels.*.name, 'no-changelog') == false
@@ -45,7 +47,7 @@ jobs:

      - name: Get changed files
        id: changed-files
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            api/**
@@ -16,9 +16,17 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
  cancel-in-progress: true

+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:
@@ -43,7 +51,7 @@ jobs:

      - name: Get changed files
        id: changed-files
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            prowler/providers/**/services/**/*.metadata.json
@@ -15,6 +15,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  check-conflicts:
    runs-on: ubuntu-latest
@@ -39,7 +41,7 @@ jobs:

      - name: Get changed files
        id: changed-files
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: '**'

@@ -12,6 +12,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
  cancel-in-progress: false

+permissions: {}
+
 jobs:
  trigger-cloud-pull-request:
    if: |
@@ -17,6 +17,8 @@ concurrency:
 env:
  PROWLER_VERSION: ${{ inputs.prowler_version }}

+permissions: {}
+
 jobs:
  prepare-release:
    if: github.event_name == 'workflow_dispatch' && github.repository == 'prowler-cloud/prowler'
@@ -38,15 +40,12 @@ jobs:
        token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
        persist-credentials: false

-    - name: Set up Python
-      uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+    - name: Setup Python with Poetry
+      uses: ./.github/actions/setup-python-poetry
      with:
        python-version: '3.12'
-
-    - name: Install Poetry
-      run: |
-        python3 -m pip install --user poetry==2.1.1
-        echo "$HOME/.local/bin" >> $GITHUB_PATH
+        install-dependencies: 'false'
+        enable-cache: 'false'

    - name: Configure Git
      run: |
@@ -380,7 +379,7 @@ jobs:
          no-changelog

    - name: Create draft release
-      uses: softprops/action-gh-release@a06a81a03ee405af7f2048a818ed3f03bbf83c7b # v2.5.0
+      uses: softprops/action-gh-release@153bb8e04406b158c6c84fc1615b65b24149a1fe # v2.6.1
      with:
        tag_name: ${{ env.PROWLER_VERSION }}
        name: Prowler ${{ env.PROWLER_VERSION }}
@@ -13,6 +13,8 @@ env:
  PROWLER_VERSION: ${{ github.event.release.tag_name }}
  BASE_BRANCH: master

+permissions: {}
+
 jobs:
  detect-release-type:
    runs-on: ubuntu-latest
@@ -111,9 +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
@@ -163,9 +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
@@ -231,9 +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
@@ -10,6 +10,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  check-duplicate-test-names:
    if: github.repository == 'prowler-cloud/prowler'
@@ -14,6 +14,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  sdk-code-quality:
    if: github.repository == 'prowler-cloud/prowler'
@@ -46,7 +48,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: ./**
          files_ignore: |
@@ -69,22 +71,11 @@ jobs:
            contrib/**
            **/AGENTS.md

-      - name: Install Poetry
+      - name: Setup Python with Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: pipx install poetry==2.1.1
-
-      - name: Set up Python ${{ matrix.python-version }}
-        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        uses: ./.github/actions/setup-python-poetry
        with:
          python-version: ${{ matrix.python-version }}
-          cache: 'poetry'
-
-      - name: Install dependencies
-        if: steps.check-changes.outputs.any_changed == 'true'
-        run: |
-          poetry install --no-root
-          poetry run pip list

      - name: Check Poetry lock file
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -30,6 +30,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  sdk-analyze:
    if: github.repository == 'prowler-cloud/prowler'
@@ -47,6 +47,8 @@ env:
  # AWS configuration (for ECR)
  AWS_REGION: us-east-1

+permissions: {}
+
 jobs:
  setup:
    if: github.repository == 'prowler-cloud/prowler'
@@ -74,15 +76,15 @@ jobs:
        with:
          persist-credentials: false

-      - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+      - name: Setup Python with Poetry
+        uses: ./.github/actions/setup-python-poetry
        with:
          python-version: ${{ env.PYTHON_VERSION }}
+          install-dependencies: 'false'
+          enable-cache: 'false'

-      - name: Install Poetry
-        run: |
-          pipx install poetry==2.1.1
-          pipx inject poetry poetry-bumpversion
+      - name: Inject poetry-bumpversion plugin
+        run: pipx inject poetry poetry-bumpversion

      - name: Get Prowler version and set tags
        id: get-prowler-version
@@ -197,13 +199,13 @@ jobs:
          persist-credentials: false

      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Login to Public ECR
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          registry: public.ecr.aws
          username: ${{ secrets.PUBLIC_ECR_AWS_ACCESS_KEY_ID }}
@@ -212,12 +214,12 @@ jobs:
          AWS_REGION: ${{ env.AWS_REGION }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build and push SDK container for ${{ matrix.arch }}
        id: container-push
        if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: .
          file: ${{ env.DOCKERFILE_PATH }}
@@ -252,13 +254,13 @@ jobs:


      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Login to Public ECR
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          registry: public.ecr.aws
          username: ${{ secrets.PUBLIC_ECR_AWS_ACCESS_KEY_ID }}
@@ -295,7 +297,7 @@ jobs:
      # Push to toniblyx/prowler only for current version (latest/stable/release tags)
      - name: Login to DockerHub (toniblyx)
        if: needs.setup.outputs.latest_tag == 'latest'
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.TONIBLYX_DOCKERHUB_USERNAME }}
          password: ${{ secrets.TONIBLYX_DOCKERHUB_PASSWORD }}
@@ -320,7 +322,7 @@ jobs:
      # Re-login as prowlercloud for cleanup of intermediate tags
      - name: Login to DockerHub (prowlercloud)
        if: always()
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}
@@ -17,6 +17,8 @@ concurrency:
 env:
  IMAGE_NAME: prowler

+permissions: {}
+
 jobs:
  sdk-dockerfile-lint:
    if: github.repository == 'prowler-cloud/prowler'
@@ -41,7 +43,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: Dockerfile

@@ -85,6 +87,7 @@ jobs:
            check.trivy.dev:443
            debian.map.fastlydns.net:80
            release-assets.githubusercontent.com:443
+            objects.githubusercontent.com:443
            pypi.org:443
            files.pythonhosted.org:443
            www.powershellgallery.com:443
@@ -102,7 +105,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: ./**
          files_ignore: |
@@ -127,11 +130,11 @@ jobs:

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build SDK container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: .
          push: false
@@ -13,6 +13,8 @@ env:
  RELEASE_TAG: ${{ github.event.release.tag_name }}
  PYTHON_VERSION: '3.12'

+permissions: {}
+
 jobs:
  validate-release:
    if: github.repository == 'prowler-cloud/prowler'
@@ -73,13 +75,12 @@ jobs:
        with:
          persist-credentials: false

-      - name: Install Poetry
-        run: pipx install poetry==2.1.1
-
-      - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+      - name: Setup Python with Poetry
+        uses: ./.github/actions/setup-python-poetry
        with:
          python-version: ${{ env.PYTHON_VERSION }}
+          install-dependencies: 'false'
+          enable-cache: 'false'

      - name: Build Prowler package
        run: poetry build
@@ -111,13 +112,12 @@ jobs:
        with:
          persist-credentials: false

-      - name: Install Poetry
-        run: pipx install poetry==2.1.1
-
-      - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+      - name: Setup Python with Poetry
+        uses: ./.github/actions/setup-python-poetry
        with:
          python-version: ${{ env.PYTHON_VERSION }}
+          install-dependencies: 'false'
+          enable-cache: 'false'

      - name: Install toml package
        run: pip install toml
@@ -13,6 +13,8 @@ env:
  PYTHON_VERSION: '3.12'
  AWS_REGION: 'us-east-1'

+permissions: {}
+
 jobs:
  refresh-aws-regions:
    if: github.repository == 'prowler-cloud/prowler'
@@ -12,6 +12,8 @@ concurrency:
 env:
  PYTHON_VERSION: '3.12'

+permissions: {}
+
 jobs:
  refresh-oci-regions:
    if: github.repository == 'prowler-cloud/prowler'
@@ -14,6 +14,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  sdk-security-scans:
    if: github.repository == 'prowler-cloud/prowler'
@@ -44,7 +46,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files:
            ./**
@@ -69,20 +71,11 @@ jobs:
            contrib/**
            **/AGENTS.md

-      - name: Install Poetry
+      - name: Setup Python with Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: pipx install poetry==2.1.1
-
-      - name: Set up Python 3.12
-        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        uses: ./.github/actions/setup-python-poetry
        with:
          python-version: '3.12'
-          cache: 'poetry'
-
-      - name: Install dependencies
-        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry install --no-root

      - name: Security scan with Bandit
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -90,7 +83,8 @@ 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'
@@ -14,6 +14,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  sdk-tests:
    if: github.repository == 'prowler-cloud/prowler'
@@ -67,7 +69,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: ./**
          files_ignore: |
@@ -90,26 +92,17 @@ jobs:
            contrib/**
            **/AGENTS.md

-      - name: Install Poetry
+      - name: Setup Python with Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: pipx install poetry==2.1.1
-
-      - name: Set up Python ${{ matrix.python-version }}
-        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        uses: ./.github/actions/setup-python-poetry
        with:
          python-version: ${{ matrix.python-version }}
-          cache: 'poetry'
-
-      - name: Install dependencies
-        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry install --no-root

      # AWS Provider
      - name: Check if AWS files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-aws
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/aws/**
@@ -216,11 +209,11 @@ jobs:
          echo "AWS service_paths='${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}'"

          if [ "${STEPS_AWS_SERVICES_OUTPUTS_RUN_ALL}" = "true" ]; then
-            poetry run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml tests/providers/aws
+            poetry run pytest -p no:randomly -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml tests/providers/aws
          elif [ -z "${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}" ]; then
            echo "No AWS service paths detected; skipping AWS tests."
          else
-            poetry run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml ${STEPS_AWS_SERVICES_OUTPUTS_SERVICE_PATHS}
+            poetry run pytest -p no:randomly -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 }}
@@ -239,7 +232,7 @@ jobs:
      - name: Check if Azure files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-azure
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/azure/**
@@ -263,7 +256,7 @@ jobs:
      - name: Check if GCP files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-gcp
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/gcp/**
@@ -287,7 +280,7 @@ jobs:
      - name: Check if Kubernetes files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-kubernetes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/kubernetes/**
@@ -311,7 +304,7 @@ jobs:
      - name: Check if GitHub files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-github
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/github/**
@@ -335,7 +328,7 @@ jobs:
      - name: Check if NHN files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-nhn
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/nhn/**
@@ -359,7 +352,7 @@ jobs:
      - name: Check if M365 files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-m365
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/m365/**
@@ -383,7 +376,7 @@ jobs:
      - name: Check if IaC files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-iac
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/iac/**
@@ -407,7 +400,7 @@ jobs:
      - name: Check if MongoDB Atlas files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-mongodbatlas
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/mongodbatlas/**
@@ -431,7 +424,7 @@ jobs:
      - name: Check if OCI files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-oraclecloud
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/oraclecloud/**
@@ -455,7 +448,7 @@ jobs:
      - name: Check if OpenStack files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-openstack
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/openstack/**
@@ -479,7 +472,7 @@ jobs:
      - name: Check if Google Workspace files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-googleworkspace
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/googleworkspace/**
@@ -503,7 +496,7 @@ jobs:
      - name: Check if Vercel files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-vercel
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/**/vercel/**
@@ -527,7 +520,7 @@ jobs:
      - name: Check if Lib files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-lib
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/lib/**
@@ -551,7 +544,7 @@ jobs:
      - name: Check if Config files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-config
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ./prowler/config/**
@@ -31,6 +31,8 @@ on:
        description: "Whether there are UI E2E tests to run"
        value: ${{ jobs.analyze.outputs.has-ui-e2e }}

+permissions: {}
+
 jobs:
  analyze:
    runs-on: ubuntu-latest
@@ -66,7 +68,7 @@ jobs:

      - name: Get changed files
        id: changed-files
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5

      - name: Setup Python
        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
@@ -13,6 +13,8 @@ env:
  PROWLER_VERSION: ${{ github.event.release.tag_name }}
  BASE_BRANCH: master

+permissions: {}
+
 jobs:
  detect-release-type:
    runs-on: ubuntu-latest
@@ -26,6 +26,8 @@ concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true

+permissions: {}
+
 jobs:
  ui-analyze:
    if: github.repository == 'prowler-cloud/prowler'
@@ -35,6 +35,8 @@ env:
  # Build args
  NEXT_PUBLIC_API_BASE_URL: http://prowler-api:8080/api/v1

+permissions: {}
+
 jobs:
  setup:
    if: github.repository == 'prowler-cloud/prowler'
@@ -127,18 +129,18 @@ jobs:
          persist-credentials: false

      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build and push UI container for ${{ matrix.arch }}
        id: container-push
        if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.WORKING_DIRECTORY }}
          build-args: |
@@ -172,7 +174,7 @@ jobs:
            production.cloudflare.docker.com:443

      - name: Login to DockerHub
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}
@@ -18,6 +18,8 @@ env:
  UI_WORKING_DIR: ./ui
  IMAGE_NAME: prowler-ui

+permissions: {}
+
 jobs:
  ui-dockerfile-lint:
    if: github.repository == 'prowler-cloud/prowler'
@@ -42,7 +44,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: ui/Dockerfile

@@ -89,6 +91,8 @@ jobs:
            mirror.gcr.io:443
            check.trivy.dev:443
            get.trivy.dev:443
+            release-assets.githubusercontent.com:443
+            objects.githubusercontent.com:443

      - name: Checkout repository
        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
@@ -98,7 +102,7 @@ jobs:

      - name: Check for UI changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: ui/**
          files_ignore: |
@@ -108,11 +112,11 @@ jobs:

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0

      - name: Build UI container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/build-push-action@10e90e3645eae34f1e60eeb005ba3a3d33f178e8 # v6.19.2
+        uses: docker/build-push-action@d08e5c354a6adb9ed34480a06d141179aa583294 # v7.0.0
        with:
          context: ${{ env.UI_WORKING_DIR }}
          target: prod
@@ -15,6 +15,8 @@ on:
      - 'ui/**'
      - 'api/**'  # API changes can affect UI E2E

+permissions: {}
+
 jobs:
  # First, analyze which tests need to run
  impact-analysis:
@@ -158,21 +160,21 @@ jobs:
          '

      - name: Setup Node.js
-        uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6.2.0
+        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6.3.0
        with:
          node-version: '24.13.0'

      - name: Setup pnpm
-        uses: pnpm/action-setup@41ff72655975bd51cab0327fa583b6e92b6d3061 # v4.2.0
+        uses: pnpm/action-setup@fc06bc1257f339d1d5d8b3a19a8cae5388b55320 # v5.0.0
        with:
-          version: 10
+          package_json_file: ui/package.json
          run_install: false

      - name: Get pnpm store directory
        run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV

      - name: Setup pnpm and Next.js cache
-        uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5.0.3
+        uses: actions/cache@668228422ae6a00e4ad889ee87cd7109ec5666a7 # v5.0.4
        with:
          path: |
            ${{ env.STORE_PATH }}
@@ -192,7 +194,7 @@ jobs:
        run: pnpm run build

      - name: Cache Playwright browsers
-        uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5.0.3
+        uses: actions/cache@668228422ae6a00e4ad889ee87cd7109ec5666a7 # v5.0.4
        id: playwright-cache
        with:
          path: ~/.cache/ms-playwright
@@ -259,7 +261,7 @@ jobs:
          fi

      - name: Upload test reports
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
        if: failure()
        with:
          name: playwright-report
@@ -18,6 +18,8 @@ env:
  UI_WORKING_DIR: ./ui
  NODE_VERSION: '24.13.0'

+permissions: {}
+
 jobs:
  ui-tests:
    runs-on: ubuntu-latest
@@ -49,7 +51,7 @@ jobs:

      - name: Check for UI changes
        id: check-changes
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ui/**
@@ -62,7 +64,7 @@ jobs:
      - name: Get changed source files for targeted tests
        id: changed-source
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ui/**/*.ts
@@ -78,7 +80,7 @@ jobs:
      - name: Check for critical path changes (run all tests)
        id: critical-changes
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: tj-actions/changed-files@7dee1b0c1557f278e5c7dc244927139d78c0e22a # v47.0.4
+        uses: tj-actions/changed-files@22103cc46bda19c2b464ffe86db46df6922fd323 # v47.0.5
        with:
          files: |
            ui/lib/**
@@ -90,15 +92,15 @@ jobs:

      - name: Setup Node.js ${{ env.NODE_VERSION }}
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6.2.0
+        uses: actions/setup-node@53b83947a5a98c8d113130e565377fae1a50d02f # v6.3.0
        with:
          node-version: ${{ env.NODE_VERSION }}

      - name: Setup pnpm
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: pnpm/action-setup@41ff72655975bd51cab0327fa583b6e92b6d3061 # v4.2.0
+        uses: pnpm/action-setup@fc06bc1257f339d1d5d8b3a19a8cae5388b55320 # v5.0.0
        with:
-          version: 10
+          package_json_file: ui/package.json
          run_install: false

      - name: Get pnpm store directory
@@ -108,7 +110,7 @@ jobs:

      - name: Setup pnpm and Next.js cache
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5.0.3
+        uses: actions/cache@668228422ae6a00e4ad889ee87cd7109ec5666a7 # v5.0.4
        with:
          path: |
            ${{ env.STORE_PATH }}
@@ -60,6 +60,7 @@ htmlcov/
 **/mcp-config.json
 **/mcpServers.json
 .mcp/
+.mcp.json

 # AI Coding Assistants - Cursor
 .cursorignore
@@ -83,6 +84,7 @@ continue.json
 .continuerc.json

 # AI Coding Assistants - OpenCode
+.opencode/
 opencode.json

 # AI Coding Assistants - GitHub Copilot
@@ -149,6 +151,8 @@ node_modules

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

 # AI Instructions (generated by skills/setup.sh from AGENTS.md)
 CLAUDE.md
@@ -1,12 +1,11 @@
 repos:
-  ## GENERAL
-  - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+  ## GENERAL (prek built-in — no external repo needed)
+  - repo: builtin
    hooks:
      - id: check-merge-conflict
      - id: check-yaml
-        args: ["--unsafe"]
-        exclude: prowler/config/llm_config.yaml
+        args: ["--allow-multiple-documents"]
+        exclude: (prowler/config/llm_config.yaml|contrib/)
      - id: check-json
      - id: end-of-file-fixer
      - id: trailing-whitespace
@@ -16,7 +15,7 @@ repos:

  ## TOML
  - repo: https://github.com/macisamuele/language-formatters-pre-commit-hooks
-    rev: v2.13.0
+    rev: v2.16.0
    hooks:
      - id: pretty-format-toml
        args: [--autofix]
@@ -24,24 +23,25 @@ repos:

  ## GITHUB ACTIONS
  - repo: https://github.com/zizmorcore/zizmor-pre-commit
-    rev: v1.6.0
+    rev: v1.24.1
    hooks:
      - id: zizmor
        files: ^\.github/

  ## BASH
  - repo: https://github.com/koalaman/shellcheck-precommit
-    rev: v0.10.0
+    rev: v0.11.0
    hooks:
      - id: shellcheck
        exclude: contrib

-  ## PYTHON
+  ## PYTHON — SDK (prowler/, tests/, dashboard/, util/, scripts/)
  - repo: https://github.com/myint/autoflake
-    rev: v2.3.1
+    rev: v2.3.3
    hooks:
      - id: autoflake
-        exclude: ^skills/
+        name: "SDK - autoflake"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
        args:
          [
            "--in-place",
@@ -50,99 +50,127 @@ repos:
          ]

  - repo: https://github.com/pycqa/isort
-    rev: 5.13.2
+    rev: 8.0.1
    hooks:
      - id: isort
-        exclude: ^skills/
+        name: "SDK - isort"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }
        args: ["--profile", "black"]

  - repo: https://github.com/psf/black
-    rev: 24.4.2
+    rev: 26.3.1
    hooks:
      - id: black
-        exclude: ^skills/
+        name: "SDK - black"
+        files: { glob: ["{prowler,tests,dashboard,util,scripts}/**/*.py"] }

  - repo: https://github.com/pycqa/flake8
-    rev: 7.0.0
+    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"]

+  ## 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"]
+      - id: ruff-format
+        name: "API + MCP - ruff format"
+        files: { glob: ["{api,mcp_server}/**/*.py"] }
+
+  ## PYTHON — Poetry
  - repo: https://github.com/python-poetry/poetry
-    rev: 2.1.1
+    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

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

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

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

+  ## CONTAINERS
  - repo: https://github.com/hadolint/hadolint
-    rev: v2.13.0-beta
+    rev: v2.14.0
    hooks:
      - id: hadolint
        args: ["--ignore=DL3013"]

+  ## 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"] }

      - 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"]

      - 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"] }

      - 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`
-        entry: bash -c 'safety check --ignore 70612,66963,74429,76352,76353,77744,77745,79023,79027,86217'
+        # 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",
+              ],
+          }

      - 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
@@ -13,7 +13,7 @@ build:
    post_create_environment:
      # Install poetry
      # https://python-poetry.org/docs/#installing-manually
-      - python -m pip install poetry
+      - python -m pip install poetry==2.3.4
    post_install:
      # Install dependencies with 'docs' dependency group
      # https://python-poetry.org/docs/managing-dependencies/#dependency-groups
@@ -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
@@ -140,7 +140,7 @@ Prowler is an open-source cloud security assessment tool supporting AWS, Azure,

 | Component | Location | Tech Stack |
 |-----------|----------|------------|
-| SDK | `prowler/` | Python 3.10+, Poetry |
+| SDK | `prowler/` | Python 3.10+, Poetry 2.3+ |
 | API | `api/` | Django 5.1, DRF, Celery |
 | UI | `ui/` | Next.js 15, React 19, Tailwind 4 |
 | MCP Server | `mcp_server/` | FastMCP, Python 3.12+ |
@@ -153,12 +153,12 @@ Prowler is an open-source cloud security assessment tool supporting AWS, Azure,
 ```bash
 # Setup
 poetry install --with dev
-poetry run pre-commit install
+poetry run prek install

 # Code quality
 poetry run make lint
 poetry run make format
-poetry run pre-commit run --all-files
+poetry run prek run --all-files
 ```

 ---
@@ -9,6 +9,9 @@ ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
 ARG TRIVY_VERSION=0.69.2
 ENV TRIVY_VERSION=${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-${ZIZMOR_ARCH}.tar.gz" -O /tmp/zizmor.tar.gz && \
+    mkdir -p /tmp/zizmor-extract && \
+    tar zxf /tmp/zizmor.tar.gz -C /tmp/zizmor-extract && \
+    mv /tmp/zizmor-extract/zizmor /usr/local/bin/zizmor && \
+    chmod +x /usr/local/bin/zizmor && \
+    rm -rf /tmp/zizmor.tar.gz /tmp/zizmor-extract
+
 # Add prowler user
 RUN addgroup --gid 1000 prowler && \
    adduser --uid 1000 --gid 1000 --disabled-password --gecos "" prowler
@@ -68,7 +87,7 @@ ENV HOME='/home/prowler'
 ENV PATH="${HOME}/.local/bin:${PATH}"
 #hadolint ignore=DL3013
 RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir poetry
+    pip install --no-cache-dir poetry==2.3.4

 RUN poetry install --compile && \
    rm -rf ~/.cache/pip
@@ -3,7 +3,7 @@
  <img align="center" src="https://github.com/prowler-cloud/prowler/blob/master/docs/img/prowler-logo-white.png#gh-dark-mode-only" width="50%" height="50%">
 </p>
 <p align="center">
-  <b><i>Prowler</b> is the Open Cloud Security platform trusted by thousands to automate security and compliance in any cloud environment. With hundreds of ready-to-use checks and compliance frameworks, Prowler delivers real-time, customizable monitoring and seamless integrations, making cloud security simple, scalable, and cost-effective for organizations of any size.
+  <b><i>Prowler</b> is the Open Cloud Security Platform trusted by thousands to automate security and compliance in any cloud environment. With hundreds of ready-to-use checks and compliance frameworks, Prowler delivers real-time, customizable monitoring and seamless integrations, making cloud security simple, scalable, and cost-effective for organizations of any size.
 </p>
 <p align="center">
 <b>Secure ANY cloud at AI Speed at <a href="https://prowler.com">prowler.com</i></b>
@@ -41,7 +41,7 @@

 # Description

-**Prowler** is the world’s most widely used _open-source cloud security platform_ that automates security and compliance across **any cloud environment**. With hundreds of ready-to-use security checks, remediation guidance, and compliance frameworks, Prowler is built to _“Secure ANY cloud at AI Speed”_. Prowler delivers **AI-driven**, **customizable**, and **easy-to-use** assessments, dashboards, reports, and integrations, making cloud security **simple**, **scalable**, and **cost-effective** for organizations of any size.
+**Prowler** is the world’s most widely used _Open-Source Cloud Security Platform_ that automates security and compliance across **any cloud environment**. With hundreds of ready-to-use security checks, remediation guidance, and compliance frameworks, Prowler is built to _“Secure ANY Cloud at AI Speed”_. Prowler delivers **AI-driven**, **customizable**, and **easy-to-use** assessments, dashboards, reports, and integrations, making cloud security **simple**, **scalable**, and **cost-effective** for organizations of any size.

 Prowler includes hundreds of built-in controls to ensure compliance with standards and frameworks, including:

@@ -246,14 +246,7 @@ Some pre-commit hooks require tools installed on your system:

 1. **Install [TruffleHog](https://github.com/trufflesecurity/trufflehog#install)** (secret scanning) — see the [official installation options](https://github.com/trufflesecurity/trufflehog#install).

-2. **Install [Safety](https://github.com/pyupio/safety)** (dependency vulnerability checking):
-
-    ```console
-    # Requires a Python environment (e.g. via pyenv)
-    pip install safety
-    ```
-
-3. **Install [Hadolint](https://github.com/hadolint/hadolint#install)** (Dockerfile linting) — see the [official installation options](https://github.com/hadolint/hadolint#install).
+2. **Install [Hadolint](https://github.com/hadolint/hadolint#install)** (Dockerfile linting) — see the [official installation options](https://github.com/hadolint/hadolint#install).

 ## Prowler CLI
 ### Pip package
@@ -307,6 +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
@@ -317,7 +340,10 @@ python prowler-cli.py -v
 - **Prowler SDK**: A Python SDK designed to extend the functionality of the Prowler CLI for advanced capabilities.
 - **Prowler MCP Server**: A Model Context Protocol server that provides AI tools for Lighthouse, the AI-powered security assistant. This is a critical dependency for Lighthouse functionality.

-![Prowler App Architecture](docs/products/img/prowler-app-architecture.png)
+![Prowler App Architecture](docs/images/products/prowler-app-architecture.png)
+
+<!-- Diagram source: docs/images/products/prowler-app-architecture.mmd — edit there, re-render at https://mermaid.live, and replace the PNG. -->
+

 ## Prowler CLI

@@ -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"
@@ -2,19 +2,131 @@

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

-## [1.24.0] (Prowler UNRELEASED)
+## [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

- `VALKEY_SCHEME`, `VALKEY_USERNAME`, and `VALKEY_PASSWORD` environment variables to configure Celery broker TLS/auth connection details for Valkey/ElastiCache [(#10420)](https://github.com/prowler-cloud/prowler/pull/10420)
+- 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)
+
+---
+
+## [1.25.0] (Prowler v5.24.0)
+
+### 🔄 Changed
+
+- Bump Poetry to `2.3.4` in Dockerfile and pre-commit hooks. Regenerate `api/poetry.lock` [(#10681)](https://github.com/prowler-cloud/prowler/pull/10681)
+- Attack Paths: Remove dead `cleanup_findings` no-op and its supporting `prowler_finding_lastupdated` index [(#10684)](https://github.com/prowler-cloud/prowler/pull/10684)
+
+### 🐞 Fixed
+
+- 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)
+
+### 🔐 Security
+
+- `pytest` from 8.2.2 to 9.0.3 to fix CVE-2025-71176 [(#10678)](https://github.com/prowler-cloud/prowler/pull/10678)
+
+---
+
+## [1.24.0] (Prowler v5.23.0)
+
+### 🚀 Added
+
+- RBAC role lookup filtered by `tenant_id` to prevent cross-tenant privilege leak [(#10491)](https://github.com/prowler-cloud/prowler/pull/10491)
+- `VALKEY_SCHEME`, `VALKEY_USERNAME`, and `VALKEY_PASSWORD` environment variables to configure Celery broker TLS/auth connection details for Valkey/ElastiCache [(#10420)](https://github.com/prowler-cloud/prowler/pull/10420)
+- `Vercel` provider support [(#10190)](https://github.com/prowler-cloud/prowler/pull/10190)
+- Finding groups list and latest endpoints support `sort=delta`, ordering by `new_count` then `changed_count` so groups with the most new findings rank highest [(#10606)](https://github.com/prowler-cloud/prowler/pull/10606)
+- Finding group resources endpoints (`/finding-groups/{check_id}/resources` and `/finding-groups/latest/{check_id}/resources`) now expose `finding_id` per row, pointing to the most recent matching Finding for each resource. UUIDv7 ordering guarantees `Max(finding__id)` resolves to the latest snapshot [(#10630)](https://github.com/prowler-cloud/prowler/pull/10630)
+- Handle CIS and CISA SCuBA compliance framework from google workspace [(#10629)](https://github.com/prowler-cloud/prowler/pull/10629)
+- Sort support for all finding group counter fields: `pass_muted_count`, `fail_muted_count`, `manual_muted_count`, and all `new_*`/`changed_*` status-mute breakdown counters [(#10655)](https://github.com/prowler-cloud/prowler/pull/10655)
+
+### 🔄 Changed
+
+- Finding groups list/latest/resources now expose `status` ∈ `{FAIL, PASS, MANUAL}` and `muted: bool` as orthogonal fields. The aggregated `status` reflects the underlying check outcome regardless of mute state, and `muted=true` signals that every finding in the group/resource is muted. New `manual_count` is exposed alongside `pass_count`/`fail_count`, plus `pass_muted_count`/`fail_muted_count`/`manual_muted_count` siblings so clients can isolate the muted half of each status. The `new_*`/`changed_*` deltas are now broken down by status and mute state via 12 new counters (`new_fail_count`, `new_fail_muted_count`, `new_pass_count`, `new_pass_muted_count`, `new_manual_count`, `new_manual_muted_count` and the matching `changed_*` set). New `filter[muted]=true|false` and `sort=status` (FAIL > PASS > MANUAL) / `sort=muted` are supported. `filter[status]=MUTED` is no longer accepted [(#10630)](https://github.com/prowler-cloud/prowler/pull/10630)
 - Attack Paths: Periodic cleanup of stale scans with dead-worker detection via Celery inspect, marking orphaned `EXECUTING` scans as `FAILED` and recovering `graph_data_ready` [(#10387)](https://github.com/prowler-cloud/prowler/pull/10387)
 - Attack Paths: Replace `_provider_id` property with `_Provider_{uuid}` label for provider isolation, add regex-based label injection for custom queries [(#10402)](https://github.com/prowler-cloud/prowler/pull/10402)

 ### 🐞 Fixed

+- `reaggregate_all_finding_group_summaries_task` now refreshes finding group daily summaries for every `(provider, day)` combination instead of only the latest scan per provider, matching the unbounded scope of `mute_historical_findings_task`. Mute rule operations no longer leave older daily summaries drifting from the underlying muted findings [(#10630)](https://github.com/prowler-cloud/prowler/pull/10630)
 - Finding groups list/latest now apply computed status/severity filters and finding-level prefilters (delta, region, service, category, resource group, scan, resource type), plus `check_title` support for sort/filter consistency [(#10428)](https://github.com/prowler-cloud/prowler/pull/10428)
 - Populate compliance data inside `check_metadata` for findings, which was always returned as `null` [(#10449)](https://github.com/prowler-cloud/prowler/pull/10449)
 - 403 error for admin users listing tenants due to roles query not using the admin database connection [(#10460)](https://github.com/prowler-cloud/prowler/pull/10460)
@@ -24,10 +136,15 @@ All notable changes to the **Prowler API** are documented in this file.
 - Finding groups `check_title__icontains` resolution, `name__icontains` resource filter and `resource_group` field in `/resources` response [(#10486)](https://github.com/prowler-cloud/prowler/pull/10486)
 - Membership `post_delete` signal using raw FK ids to avoid `DoesNotExist` during cascade deletions [(#10497)](https://github.com/prowler-cloud/prowler/pull/10497)
 - Finding group resources endpoints returning false 404 when filters match no results, and `sort` parameter being ignored [(#10510)](https://github.com/prowler-cloud/prowler/pull/10510)
+- Jira integration failing with `JiraInvalidIssueTypeError` on non-English Jira instances due to hardcoded `"Task"` issue type; now dynamically fetches available issue types per project [(#10534)](https://github.com/prowler-cloud/prowler/pull/10534)
+- Finding group `first_seen_at` now reflects when a new finding appeared in the scan instead of the oldest carry-forward date across all unchanged findings [(#10595)](https://github.com/prowler-cloud/prowler/pull/10595)
+- Attack Paths: Remove `clear_cache` call from read-only query endpoints; cache clearing belongs to the scan/ingestion flow, not API queries [(#10586)](https://github.com/prowler-cloud/prowler/pull/10586)

 ### 🔐 Security

 - Pin all unpinned dependencies to exact versions to prevent supply chain attacks and ensure reproducible builds [(#10469)](https://github.com/prowler-cloud/prowler/pull/10469)
+- `authlib` bumped from 1.6.6 to 1.6.9 to fix CVE-2026-28802 (JWT `alg: none` validation bypass) [(#10579)](https://github.com/prowler-cloud/prowler/pull/10579)
+- `aiohttp` bumped from 3.13.3 to 3.13.5 to fix CVE-2026-34520 (the C parser accepted null bytes and control characters in response headers) [(#10538)](https://github.com/prowler-cloud/prowler/pull/10538)

 ---

@@ -8,6 +8,9 @@ ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
 ARG TRIVY_VERSION=0.69.2
 ENV TRIVY_VERSION=${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
@@ -71,7 +91,7 @@ RUN mkdir -p /tmp/prowler_api_output
 COPY pyproject.toml ./

 RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir poetry
+    pip install --no-cache-dir poetry==2.3.4

 ENV PATH="/home/prowler/.local/bin:$PATH"

@@ -56,7 +56,6 @@ start_worker() {

 start_worker_beat() {
  echo "Starting the worker-beat..."
-  sleep 15
  poetry run python -m celery -A config.celery beat -l "${DJANGO_LOGGING_LEVEL:-info}" --scheduler django_celery_beat.schedulers:DatabaseScheduler
 }

@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.3.4 and should not be changed by hand.

 [[package]]
 name = "about-time"
@@ -103,132 +103,132 @@ files = [

 [[package]]
 name = "aiohttp"
-version = "3.13.3"
+version = "3.13.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "aiohttp-3.13.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d5a372fd5afd301b3a89582817fdcdb6c34124787c70dbcc616f259013e7eef7"},
-    {file = "aiohttp-3.13.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:147e422fd1223005c22b4fe080f5d93ced44460f5f9c105406b753612b587821"},
-    {file = "aiohttp-3.13.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:859bd3f2156e81dd01432f5849fc73e2243d4a487c4fd26609b1299534ee1845"},
-    {file = "aiohttp-3.13.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dca68018bf48c251ba17c72ed479f4dafe9dbd5a73707ad8d28a38d11f3d42af"},
-    {file = "aiohttp-3.13.3-cp310-cp310-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:fee0c6bc7db1de362252affec009707a17478a00ec69f797d23ca256e36d5940"},
-    {file = "aiohttp-3.13.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c048058117fd649334d81b4b526e94bde3ccaddb20463a815ced6ecbb7d11160"},
-    {file = "aiohttp-3.13.3-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:215a685b6fbbfcf71dfe96e3eba7a6f58f10da1dfdf4889c7dd856abe430dca7"},
-    {file = "aiohttp-3.13.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:de2c184bb1fe2cbd2cefba613e9db29a5ab559323f994b6737e370d3da0ac455"},
-    {file = "aiohttp-3.13.3-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:75ca857eba4e20ce9f546cd59c7007b33906a4cd48f2ff6ccf1ccfc3b646f279"},
-    {file = "aiohttp-3.13.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:81e97251d9298386c2b7dbeb490d3d1badbdc69107fb8c9299dd04eb39bddc0e"},
-    {file = "aiohttp-3.13.3-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:c0e2d366af265797506f0283487223146af57815b388623f0357ef7eac9b209d"},
-    {file = "aiohttp-3.13.3-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:4e239d501f73d6db1522599e14b9b321a7e3b1de66ce33d53a765d975e9f4808"},
-    {file = "aiohttp-3.13.3-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:0db318f7a6f065d84cb1e02662c526294450b314a02bd9e2a8e67f0d8564ce40"},
-    {file = "aiohttp-3.13.3-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:bfc1cc2fe31a6026a8a88e4ecfb98d7f6b1fec150cfd708adbfd1d2f42257c29"},
-    {file = "aiohttp-3.13.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:af71fff7bac6bb7508956696dce8f6eec2bbb045eceb40343944b1ae62b5ef11"},
-    {file = "aiohttp-3.13.3-cp310-cp310-win32.whl", hash = "sha256:37da61e244d1749798c151421602884db5270faf479cf0ef03af0ff68954c9dd"},
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 [package.dependencies]
@@ -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 = [
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 [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]]
@@ -943,14 +943,14 @@ files = [

 [[package]]
 name = "authlib"
-version = "1.6.6"
+version = "1.6.9"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]

 [package.dependencies]
@@ -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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 ]

 [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

 [[package]]
 name = "cryptography"
-version = "44.0.3"
+version = "46.0.6"
 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"]
 files = [
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+    {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\""]
@@ -6445,6 +6451,33 @@ docs = ["sphinx (>=1.7.1)"]
 redis = ["redis"]
 tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "pytest-timeout (>=2.1.0)", "redis", "sphinx (>=6.0.0)", "types-redis"]

+[[package]]
+name = "prek"
+version = "0.3.9"
+description = "A Git hook manager written in Rust, designed as a drop-in alternative to pre-commit."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "prek-0.3.9-py3-none-linux_armv6l.whl", hash = "sha256:3ed793d51bfaa27bddb64d525d7acb77a7c8644f549412d82252e3eb0b88aad8"},
+    {file = "prek-0.3.9-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:399c58400c0bd0b82a93a3c09dc1bfd88d8d0cfb242d414d2ed247187b06ead1"},
+    {file = "prek-0.3.9-py3-none-macosx_11_0_arm64.whl", hash = "sha256:e2ea1ffb124e92f081b8e2ca5b5a623a733efb3be0c5b1f4b7ffe2ee17d1f20c"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:aaf639f95b7301639298311d8d44aad0d0b4864e9736083ad3c71ce9765d37ab"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ff104863b187fa443ea8451ca55d51e2c6e94f99f00d88784b5c3c4c623f1ebe"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:039ecaf87c63a3e67cca645ebd5bc5eb6aafa6c9d929e9a27b2921e7849d7ef9"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3bde2a3d045705095983c7f78ba04f72a7565fe1c2b4e85f5628502a254754ff"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:28a0960a21543563e2c8e19aaad176cc8423a87aac3c914d0f313030d7a9244a"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:0dfb5d5171d7523271909246ee306b4dc3d5b63752e7dd7c7e8a8908fc9490d1"},
+    {file = "prek-0.3.9-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:82b791bd36c1430c84d3ae7220a85152babc7eaf00f70adcb961bd594e756ba3"},
+    {file = "prek-0.3.9-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:6eac6d2f736b041118f053a1487abed468a70dd85a8688eaf87bb42d3dcecf20"},
+    {file = "prek-0.3.9-py3-none-musllinux_1_1_i686.whl", hash = "sha256:5517e46e761367a3759b3168eabc120840ffbca9dfbc53187167298a98f87dc4"},
+    {file = "prek-0.3.9-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:92024778cf78683ca32687bb249ab6a7d5c33887b5ee1d1a9f6d0c14228f4cf3"},
+    {file = "prek-0.3.9-py3-none-win32.whl", hash = "sha256:7f89c55e5f480f5d073769e319924ad69d4bf9f98c5cb46a83082e26e634c958"},
+    {file = "prek-0.3.9-py3-none-win_amd64.whl", hash = "sha256:7722f3372eaa83b147e70a43cb7b9fe2128c13d0c78d8a1cdbf2a8ec2ee071eb"},
+    {file = "prek-0.3.9-py3-none-win_arm64.whl", hash = "sha256:0bced6278d6cc8a4b46048979e36bc9da034611dc8facd77ab123177b833a929"},
+    {file = "prek-0.3.9.tar.gz", hash = "sha256:f82b92d81f42f1f90a47f5fbbf492373e25ef1f790080215b2722dd6da66510e"},
+]
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.52"
@@ -6632,7 +6665,7 @@ files = [

 [[package]]
 name = "prowler"
-version = "5.23.0"
+version = "5.25.0"
 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"
@@ -6652,7 +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"
@@ -6674,7 +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"
@@ -6687,29 +6720,29 @@ boto3 = "1.40.61"
 botocore = "1.40.61"
 cloudflare = "4.3.1"
 colorama = "0.4.6"
-cryptography = "44.0.3"
+cryptography = "46.0.6"
 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"
@@ -6721,8 +6754,8 @@ uuid6 = "2024.7.10"
 [package.source]
 type = "git"
 url = "https://github.com/prowler-cloud/prowler.git"
-reference = "master"
-resolved_reference = "2ddd5b3091bcdd8c7d44aba73b13c5c6f8f99e35"
+reference = "v5.25"
+resolved_reference = "e252058af491b41608dbaaba2975acd7c1728174"

 [[package]]
 name = "psutil"
@@ -6887,14 +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]]
@@ -7114,14 +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]
@@ -7129,14 +7162,14 @@ windows-terminal = ["colorama (>=0.4.6)"]

 [[package]]
 name = "pyjwt"
-version = "2.11.0"
+version = "2.12.1"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pyjwt-2.11.0-py3-none-any.whl", hash = "sha256:94a6bde30eb5c8e04fee991062b534071fd1439ef58d2adc9ccb823e7bcd0469"},
-    {file = "pyjwt-2.11.0.tar.gz", hash = "sha256:35f95c1f0fbe5d5ba6e43f00271c275f7a1a4db1dab27bf708073b75318ea623"},
+    {file = "pyjwt-2.12.1-py3-none-any.whl", hash = "sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c"},
+    {file = "pyjwt-2.12.1.tar.gz", hash = "sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b"},
 ]

 [package.dependencies]
@@ -7183,7 +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"},
@@ -7261,18 +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"]
@@ -7324,24 +7358,25 @@ files = [

 [[package]]
 name = "pytest"
-version = "8.2.2"
+version = "9.0.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"},
-    {file = "pytest-8.2.2.tar.gz", hash = "sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977"},
+    {file = "pytest-9.0.3-py3-none-any.whl", hash = "sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9"},
+    {file = "pytest-9.0.3.tar.gz", hash = "sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c"},
 ]

 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-iniconfig = "*"
-packaging = "*"
-pluggy = ">=1.5,<2.0"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+iniconfig = ">=1.0.1"
+packaging = ">=22"
+pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"

 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]

 [[package]]
 name = "pytest-celery"
@@ -8779,6 +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"
@@ -9372,4 +9424,4 @@ files = [
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "167d4549788b8bc8bb7772b9a81ade1eab73d8f354251a8d6af4901223cc7f67"
+content-hash = "7446e89a46709f976a572231862072de86e7bf01ed90a72bea526b9ab05a82b3"
@@ -25,7 +25,7 @@ dependencies = [
  "defusedxml==0.7.1",
  "gunicorn==23.0.0",
  "lxml==5.3.2",
-  "prowler @ git+https://github.com/prowler-cloud/prowler.git@master",
+  "prowler @ git+https://github.com/prowler-cloud/prowler.git@v5.25",
  "psycopg2-binary==2.9.9",
  "pytest-celery[redis] (==1.3.0)",
  "sentry-sdk[django] (==2.56.0)",
@@ -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 = "1.24.0"
+version = "1.26.3"

 [project.scripts]
 celery = "src.backend.config.settings.celery"
@@ -62,10 +62,9 @@ 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"
 pylint = "3.2.5"
-pytest = "8.2.2"
+pytest = "9.0.3"
 pytest-cov = "5.0.0"
 pytest-django = "4.8.0"
 pytest-env = "1.1.3"
@@ -75,3 +74,4 @@ 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()
@@ -1,10 +1,10 @@
 from django.conf import settings
-from django.core.exceptions import ObjectDoesNotExist
 from django.db import transaction
 from rest_framework import permissions
 from rest_framework.exceptions import NotAuthenticated
 from rest_framework.filters import SearchFilter
 from rest_framework.permissions import SAFE_METHODS
+from rest_framework.response import Response
 from rest_framework_json_api import filters
 from rest_framework_json_api.views import ModelViewSet

@@ -12,7 +12,7 @@ from api.authentication import CombinedJWTOrAPIKeyAuthentication
 from api.db_router import MainRouter, reset_read_db_alias, set_read_db_alias
 from api.db_utils import POSTGRES_USER_VAR, rls_transaction
 from api.filters import CustomDjangoFilterBackend
-from api.models import Role, Tenant
+from api.models import Role, UserRoleRelationship
 from api.rbac.permissions import HasPermissions


@@ -113,27 +113,22 @@ class BaseTenantViewset(BaseViewSet):
            if request is not None:
                request.db_alias = self.db_alias

-            with transaction.atomic(using=self.db_alias):
-                tenant = super().dispatch(request, *args, **kwargs)
-
-            try:
-                # If the request is a POST, create the admin role
-                if request.method == "POST":
-                    isinstance(tenant, dict) and self._create_admin_role(
-                        tenant.data["id"]
-                    )
-            except Exception as e:
-                self._handle_creation_error(e, tenant)
-                raise
-
-            return tenant
+            if request.method == "POST":
+                with transaction.atomic(using=MainRouter.admin_db):
+                    tenant = super().dispatch(request, *args, **kwargs)
+                    if isinstance(tenant, Response) and tenant.status_code == 201:
+                        self._create_admin_role(tenant.data["id"])
+                    return tenant
+            else:
+                with transaction.atomic(using=self.db_alias):
+                    return super().dispatch(request, *args, **kwargs)
        finally:
            if alias_token is not None:
                reset_read_db_alias(alias_token)
            self.db_alias = MainRouter.default_db

    def _create_admin_role(self, tenant_id):
-        Role.objects.using(MainRouter.admin_db).create(
+        admin_role = Role.objects.using(MainRouter.admin_db).create(
            name="admin",
            tenant_id=tenant_id,
            manage_users=True,
@@ -144,15 +139,11 @@ class BaseTenantViewset(BaseViewSet):
            manage_scans=True,
            unlimited_visibility=True,
        )
-
-    def _handle_creation_error(self, error, tenant):
-        if tenant.data.get("id"):
-            try:
-                Tenant.objects.using(MainRouter.admin_db).filter(
-                    id=tenant.data["id"]
-                ).delete()
-            except ObjectDoesNotExist:
-                pass  # Tenant might not exist, handle gracefully
+        UserRoleRelationship.objects.using(MainRouter.admin_db).create(
+            user=self.request.user,
+            role=admin_role,
+            tenant_id=tenant_id,
+        )

    def initial(self, request, *args, **kwargs):
        if request.auth is None:
@@ -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"],
        }
@@ -434,6 +435,7 @@ class ScanFilter(ProviderRelationshipFilterSet):
    class Meta:
        model = Scan
        fields = {
+            "id": ["exact", "in"],
            "provider": ["exact", "in"],
            "name": ["exact", "icontains"],
            "started_at": ["gte", "lte"],
@@ -1114,13 +1116,14 @@ class FindingGroupAggregatedComputedFilter(FilterSet):
    STATUS_CHOICES = (
        ("FAIL", "Fail"),
        ("PASS", "Pass"),
-        ("MUTED", "Muted"),
+        ("MANUAL", "Manual"),
    )

    status = ChoiceFilter(method="filter_status", choices=STATUS_CHOICES)
    status__in = CharInFilter(method="filter_status_in", lookup_expr="in")
    severity = ChoiceFilter(method="filter_severity", choices=SeverityChoices)
    severity__in = CharInFilter(method="filter_severity_in", lookup_expr="in")
+    muted = BooleanFilter(field_name="muted")
    include_muted = BooleanFilter(method="filter_include_muted")

    def filter_status(self, queryset, name, value):
@@ -1197,7 +1200,7 @@ class FindingGroupAggregatedComputedFilter(FilterSet):
        if value is True:
            return queryset
        # include_muted=false: exclude fully-muted groups
-        return queryset.exclude(fail_count=0, pass_count=0, muted_count__gt=0)
+        return queryset.exclude(muted=True)


 class ProviderSecretFilter(FilterSet):
@@ -0,0 +1,40 @@
+from django.db import migrations
+
+import api.db_utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0086_attack_paths_cleanup_periodic_task"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="provider",
+            name="provider",
+            field=api.db_utils.ProviderEnumField(
+                choices=[
+                    ("aws", "AWS"),
+                    ("azure", "Azure"),
+                    ("gcp", "GCP"),
+                    ("kubernetes", "Kubernetes"),
+                    ("m365", "M365"),
+                    ("github", "GitHub"),
+                    ("mongodbatlas", "MongoDB Atlas"),
+                    ("iac", "IaC"),
+                    ("oraclecloud", "Oracle Cloud Infrastructure"),
+                    ("alibabacloud", "Alibaba Cloud"),
+                    ("cloudflare", "Cloudflare"),
+                    ("openstack", "OpenStack"),
+                    ("image", "Image"),
+                    ("googleworkspace", "Google Workspace"),
+                    ("vercel", "Vercel"),
+                ],
+                default="aws",
+            ),
+        ),
+        migrations.RunSQL(
+            "ALTER TYPE provider ADD VALUE IF NOT EXISTS 'vercel';",
+            reverse_sql=migrations.RunSQL.noop,
+        ),
+    ]
@@ -0,0 +1,95 @@
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0087_vercel_provider"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="manual_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="pass_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="fail_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="manual_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="muted",
+            field=models.BooleanField(default=False),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="new_fail_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="new_fail_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="new_pass_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="new_pass_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="new_manual_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="new_manual_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="changed_fail_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="changed_fail_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="changed_pass_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="changed_pass_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="changed_manual_count",
+            field=models.IntegerField(default=0),
+        ),
+        migrations.AddField(
+            model_name="findinggroupdailysummary",
+            name="changed_manual_muted_count",
+            field=models.IntegerField(default=0),
+        ),
+    ]
@@ -0,0 +1,31 @@
+from django.db import migrations
+from tasks.tasks import backfill_finding_group_summaries_task
+
+from api.db_router import MainRouter
+from api.rls import Tenant
+
+
+def trigger_backfill_task(apps, schema_editor):
+    """
+    Re-dispatch the finding-group backfill task for every tenant so the new
+    `manual_count` and `muted` columns added in 0088 get populated from the
+    last 10 days of completed scans.
+
+    The aggregator (`aggregate_finding_group_summaries`) recomputes every
+    column on each call, so it back-populates the new fields without touching
+    the existing ones beyond a normal upsert.
+    """
+    tenant_ids = Tenant.objects.using(MainRouter.admin_db).values_list("id", flat=True)
+
+    for tenant_id in tenant_ids:
+        backfill_finding_group_summaries_task.delay(tenant_id=str(tenant_id), days=10)
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0088_finding_group_status_muted_fields"),
+    ]
+
+    operations = [
+        migrations.RunPython(trigger_backfill_task, migrations.RunPython.noop),
+    ]
@@ -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),
+    ]
@@ -4,11 +4,11 @@ import re
 from datetime import datetime, timedelta, timezone
 from uuid import UUID, uuid4

+import defusedxml
 from allauth.socialaccount.models import SocialApp
 from config.custom_logging import BackendLogger
 from config.settings.social_login import SOCIALACCOUNT_PROVIDERS
 from cryptography.fernet import Fernet, InvalidToken
-import defusedxml
 from defusedxml import ElementTree as ET
 from django.conf import settings
 from django.contrib.auth.models import AbstractBaseUser
@@ -295,6 +295,7 @@ class Provider(RowLevelSecurityProtectedModel):
        OPENSTACK = "openstack", _("OpenStack")
        IMAGE = "image", _("Image")
        GOOGLEWORKSPACE = "googleworkspace", _("Google Workspace")
+        VERCEL = "vercel", _("Vercel")

    @staticmethod
    def validate_aws_uid(value):
@@ -438,6 +439,15 @@ class Provider(RowLevelSecurityProtectedModel):
                pointer="/data/attributes/uid",
            )

+    @staticmethod
+    def validate_vercel_uid(value):
+        if not re.match(r"^team_[a-zA-Z0-9]{16,32}$", value):
+            raise ModelValidationError(
+                detail="Vercel provider ID must be a valid Vercel Team ID (e.g., team_xxxxxxxxxxxxxxxxxxxxxxxx).",
+                code="vercel-uid",
+                pointer="/data/attributes/uid",
+            )
+
    @staticmethod
    def validate_image_uid(value):
        if not re.match(r"^[a-zA-Z0-9][a-zA-Z0-9._/:@-]{2,249}$", value):
@@ -1738,15 +1748,45 @@ class FindingGroupDailySummary(RowLevelSecurityProtectedModel):
    # Severity stored as integer for MAX aggregation (5=critical, 4=high, etc.)
    severity_order = models.SmallIntegerField(default=1)

-    # Finding counts
+    # Finding counts (inclusive of muted findings; use the `muted` flag to
+    # tell whether the group has any actionable findings).
    pass_count = models.IntegerField(default=0)
    fail_count = models.IntegerField(default=0)
+    manual_count = models.IntegerField(default=0)
    muted_count = models.IntegerField(default=0)

-    # Delta counts
+    # Status counts restricted to muted findings, so clients can isolate the
+    # muted half of each status (e.g. `pass_count - pass_muted_count` gives the
+    # actionable PASS findings).
+    pass_muted_count = models.IntegerField(default=0)
+    fail_muted_count = models.IntegerField(default=0)
+    manual_muted_count = models.IntegerField(default=0)
+
+    # Whether every finding for this (provider, check, day) is muted.
+    muted = models.BooleanField(default=False)
+
+    # Delta counts (non-muted, kept for convenience and as a "total" view).
    new_count = models.IntegerField(default=0)
    changed_count = models.IntegerField(default=0)

+    # Delta breakdown by (status, muted) so clients can answer questions like
+    # "how many new failing findings appeared in this scan?" without scanning
+    # the underlying findings table. Mirrors the existing pass/fail/manual
+    # naming, with `_muted_count` siblings tracking the muted half of each
+    # bucket explicitly.
+    new_fail_count = models.IntegerField(default=0)
+    new_fail_muted_count = models.IntegerField(default=0)
+    new_pass_count = models.IntegerField(default=0)
+    new_pass_muted_count = models.IntegerField(default=0)
+    new_manual_count = models.IntegerField(default=0)
+    new_manual_muted_count = models.IntegerField(default=0)
+    changed_fail_count = models.IntegerField(default=0)
+    changed_fail_muted_count = models.IntegerField(default=0)
+    changed_pass_count = models.IntegerField(default=0)
+    changed_pass_muted_count = models.IntegerField(default=0)
+    changed_manual_count = models.IntegerField(default=0)
+    changed_manual_muted_count = models.IntegerField(default=0)
+
    # Resource counts
    resources_fail = models.IntegerField(default=0)
    resources_total = models.IntegerField(default=0)
@@ -1,7 +1,7 @@
 from enum import Enum
-from typing import Optional

 from django.db.models import QuerySet
+from rest_framework.exceptions import PermissionDenied
 from rest_framework.permissions import BasePermission

 from api.db_router import MainRouter
@@ -29,11 +29,17 @@ class HasPermissions(BasePermission):
        if not required_permissions:
            return True

+        tenant_id = getattr(request, "tenant_id", None)
+        if not tenant_id:
+            tenant_id = request.auth.get("tenant_id") if request.auth else None
+        if not tenant_id:
+            return False
+
        user_roles = (
            User.objects.using(MainRouter.admin_db)
            .get(id=request.user.id)
            .roles.using(MainRouter.admin_db)
-            .all()
+            .filter(tenant_id=tenant_id)
        )
        if not user_roles:
            return False
@@ -45,14 +51,17 @@ class HasPermissions(BasePermission):
        return True


-def get_role(user: User) -> Optional[Role]:
+def get_role(user: User, tenant_id: str) -> Role:
    """
-    Retrieve the first role assigned to the given user.
+    Retrieve the role assigned to the given user in the specified tenant.

-    Returns:
-        The user's first Role instance if the user has any roles, otherwise None.
+    Raises:
+        PermissionDenied: If the user has no role in the given tenant.
    """
-    return user.roles.first()
+    role = user.roles.using(MainRouter.admin_db).filter(tenant_id=tenant_id).first()
+    if role is None:
+        raise PermissionDenied("User has no role in this tenant.")
+    return role


 def get_providers(role: Role) -> QuerySet[Provider]:
@@ -215,6 +215,21 @@ class TestTokenSwitchTenant:
        tenant_id = tenants_fixture[0].id
        user_instance = User.objects.get(email=test_user)
        Membership.objects.create(user=user_instance, tenant_id=tenant_id)
+        # Assign an admin role in the target tenant so the user can access resources
+        target_role = Role.objects.create(
+            name="admin",
+            tenant_id=tenant_id,
+            manage_users=True,
+            manage_account=True,
+            manage_billing=True,
+            manage_providers=True,
+            manage_integrations=True,
+            manage_scans=True,
+            unlimited_visibility=True,
+        )
+        UserRoleRelationship.objects.create(
+            user=user_instance, role=target_role, tenant_id=tenant_id
+        )

        # Check that using our new user's credentials we can authenticate and get the providers
        access_token, _ = get_api_tokens(client, test_user, test_password)
@@ -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)}"
+        )
@@ -2,7 +2,7 @@ import json
 from unittest.mock import ANY, Mock, patch

 import pytest
-from conftest import TODAY
+from conftest import TEST_PASSWORD, TODAY
 from django.urls import reverse
 from rest_framework import status

@@ -830,3 +830,66 @@ class TestUserRoleLinkPermissions:
        )

        assert response.status_code == status.HTTP_403_FORBIDDEN
+
+
+@pytest.mark.django_db
+class TestCrossTenantRoleLeak:
+    """Regression tests for get_role() cross-tenant privilege leak.
+
+    get_role() must query admin_db (bypassing RLS) so that a user with a role
+    in tenant A cannot accidentally pass role checks when authenticated against
+    tenant B where they have no role.
+    """
+
+    def test_user_with_role_in_tenant_a_denied_in_tenant_b(self, tenants_fixture):
+        """User has admin role in tenant A, membership in tenant B but no role.
+        Hitting an RBAC-protected endpoint with a tenant-B token must return 403."""
+        from rest_framework.test import APIClient
+
+        tenant_a = tenants_fixture[0]
+        tenant_b = tenants_fixture[1]
+
+        user = User.objects.create_user(
+            name="cross_tenant_user",
+            email="cross_tenant@test.com",
+            password=TEST_PASSWORD,
+        )
+        Membership.objects.create(
+            user=user, tenant=tenant_a, role=Membership.RoleChoices.OWNER
+        )
+        Membership.objects.create(
+            user=user, tenant=tenant_b, role=Membership.RoleChoices.OWNER
+        )
+
+        # Role only in tenant A
+        role = Role.objects.create(
+            name="admin",
+            tenant_id=tenant_a.id,
+            manage_users=True,
+            manage_account=True,
+            manage_billing=True,
+            manage_providers=True,
+            manage_integrations=True,
+            manage_scans=True,
+            unlimited_visibility=True,
+        )
+        UserRoleRelationship.objects.create(user=user, role=role, tenant_id=tenant_a.id)
+
+        # Mint token scoped to tenant B (where user has NO role)
+        serializer = TokenSerializer(
+            data={
+                "type": "tokens",
+                "email": "cross_tenant@test.com",
+                "password": TEST_PASSWORD,
+                "tenant_id": tenant_b.id,
+            }
+        )
+        serializer.is_valid(raise_exception=True)
+        access_token = serializer.validated_data["access"]
+
+        client = APIClient()
+        client.defaults["HTTP_AUTHORIZATION"] = f"Bearer {access_token}"
+
+        # user-list requires manage_users permission via HasPermissions
+        response = client.get(reverse("user-list"))
+        assert response.status_code == status.HTTP_403_FORBIDDEN
@@ -33,6 +33,7 @@ from prowler.providers.m365.m365_provider import M365Provider
 from prowler.providers.mongodbatlas.mongodbatlas_provider import MongodbatlasProvider
 from prowler.providers.openstack.openstack_provider import OpenstackProvider
 from prowler.providers.oraclecloud.oraclecloud_provider import OraclecloudProvider
+from prowler.providers.vercel.vercel_provider import VercelProvider


 class TestMergeDicts:
@@ -128,6 +129,7 @@ class TestReturnProwlerProvider:
            (Provider.ProviderChoices.CLOUDFLARE.value, CloudflareProvider),
            (Provider.ProviderChoices.OPENSTACK.value, OpenstackProvider),
            (Provider.ProviderChoices.IMAGE.value, ImageProvider),
+            (Provider.ProviderChoices.VERCEL.value, VercelProvider),
        ],
    )
    def test_return_prowler_provider(self, provider_type, expected_provider):
@@ -218,6 +220,24 @@ class TestProwlerProviderConnectionTest:
            registry_token="tok123",
        )

+    @patch("api.utils.return_prowler_provider")
+    def test_prowler_provider_connection_test_vercel_provider(
+        self, mock_return_prowler_provider
+    ):
+        """Test connection test for Vercel provider passes team_id."""
+        provider = MagicMock()
+        provider.uid = "team_abcdef1234567890"
+        provider.provider = Provider.ProviderChoices.VERCEL.value
+        provider.secret.secret = {"api_token": "vercel_token_123"}
+        mock_return_prowler_provider.return_value = MagicMock()
+
+        prowler_provider_connection_test(provider)
+        mock_return_prowler_provider.return_value.test_connection.assert_called_once_with(
+            api_token="vercel_token_123",
+            team_id="team_abcdef1234567890",
+            raise_on_exception=False,
+        )
+
    @patch("api.utils.return_prowler_provider")
    def test_prowler_provider_connection_test_image_provider_no_creds(
        self, mock_return_prowler_provider
@@ -284,6 +304,10 @@ class TestGetProwlerProviderKwargs:
                Provider.ProviderChoices.OPENSTACK.value,
                {},
            ),
+            (
+                Provider.ProviderChoices.VERCEL.value,
+                {"team_id": "provider_uid"},
+            ),
        ],
    )
    def test_get_prowler_provider_kwargs(self, provider_type, expected_extra_kwargs):
@@ -782,11 +806,15 @@ class TestProwlerIntegrationConnectionTest:
        }
        integration.configuration = {}

-        # Mock successful JIRA connection with projects
+        # Mock successful JIRA connection with projects and issue types
        mock_connection = MagicMock()
        mock_connection.is_connected = True
        mock_connection.error = None
        mock_connection.projects = {"PROJ1": "Project 1", "PROJ2": "Project 2"}
+        mock_connection.issue_types = {
+            "PROJ1": ["Task", "Bug"],
+            "PROJ2": ["Task", "Story"],
+        }
        mock_jira_class.test_connection.return_value = mock_connection

        # Mock rls_transaction context manager
@@ -815,6 +843,12 @@ class TestProwlerIntegrationConnectionTest:
            "PROJ2": "Project 2",
        }

+        # Verify issue types were saved to integration configuration
+        assert integration.configuration["issue_types"] == {
+            "PROJ1": ["Task", "Bug"],
+            "PROJ2": ["Task", "Story"],
+        }
+
        # Verify integration.save() was called
        integration.save.assert_called_once()

@@ -838,6 +872,7 @@ class TestProwlerIntegrationConnectionTest:
        mock_connection.is_connected = False
        mock_connection.error = Exception("Authentication failed: Invalid credentials")
        mock_connection.projects = {}  # Empty projects when connection fails
+        mock_connection.issue_types = {}  # Empty issue types when connection fails
        mock_jira_class.test_connection.return_value = mock_connection

        # Mock rls_transaction context manager
@@ -863,6 +898,9 @@ class TestProwlerIntegrationConnectionTest:
        # Verify empty projects dict was saved to integration configuration
        assert integration.configuration["projects"] == {}

+        # Verify empty issue types dict was saved to integration configuration
+        assert integration.configuration["issue_types"] == {}
+
        # Verify integration.save() was called even on connection failure
        integration.save.assert_called_once()

@@ -881,11 +919,11 @@ class TestProwlerIntegrationConnectionTest:
            "domain": "example.atlassian.net",
        }
        integration.configuration = {
-            "issue_types": ["Task"],  # Existing configuration
+            "issue_types": {"OLD_PROJ": ["Task"]},  # Existing configuration
            "projects": {"OLD_PROJ": "Old Project"},  # Will be overwritten
        }

-        # Mock successful JIRA connection with new projects
+        # Mock successful JIRA connection with new projects and issue types
        mock_connection = MagicMock()
        mock_connection.is_connected = True
        mock_connection.error = None
@@ -893,6 +931,10 @@ class TestProwlerIntegrationConnectionTest:
            "NEW_PROJ1": "New Project 1",
            "NEW_PROJ2": "New Project 2",
        }
+        mock_connection.issue_types = {
+            "NEW_PROJ1": ["Task", "Bug"],
+            "NEW_PROJ2": ["Story"],
+        }
        mock_jira_class.test_connection.return_value = mock_connection

        # Mock rls_transaction context manager
@@ -910,8 +952,11 @@ class TestProwlerIntegrationConnectionTest:
            "NEW_PROJ2": "New Project 2",
        }

-        # Verify other configuration fields were preserved
-        assert integration.configuration["issue_types"] == ["Task"]
+        # Verify issue types were also updated
+        assert integration.configuration["issue_types"] == {
+            "NEW_PROJ1": ["Task", "Bug"],
+            "NEW_PROJ2": ["Story"],
+        }

        # Verify integration.save() was called
        integration.save.assert_called_once()
@@ -39,6 +39,7 @@ if TYPE_CHECKING:
    )
    from prowler.providers.openstack.openstack_provider import OpenstackProvider
    from prowler.providers.oraclecloud.oraclecloud_provider import OraclecloudProvider
+    from prowler.providers.vercel.vercel_provider import VercelProvider


 class CustomOAuth2Client(OAuth2Client):
@@ -94,6 +95,7 @@ def return_prowler_provider(
    | MongodbatlasProvider
    | OpenstackProvider
    | OraclecloudProvider
+    | VercelProvider
 ):
    """Return the Prowler provider class based on the given provider type.

@@ -175,6 +177,10 @@ def return_prowler_provider(
            from prowler.providers.image.image_provider import ImageProvider

            prowler_provider = ImageProvider
+        case Provider.ProviderChoices.VERCEL.value:
+            from prowler.providers.vercel.vercel_provider import VercelProvider
+
+            prowler_provider = VercelProvider
        case _:
            raise ValueError(f"Provider type {provider.provider} not supported")
    return prowler_provider
@@ -235,6 +241,11 @@ def get_prowler_provider_kwargs(
        # clouds_yaml_content, clouds_yaml_cloud and provider_id are validated
        # in the provider itself, so it's not needed here.
        pass
+    elif provider.provider == Provider.ProviderChoices.VERCEL.value:
+        prowler_provider_kwargs = {
+            **prowler_provider_kwargs,
+            "team_id": provider.uid,
+        }
    elif provider.provider == Provider.ProviderChoices.IMAGE.value:
        # Detect whether uid is a registry URL (e.g. "docker.io/andoniaf") or
        # a concrete image reference (e.g. "docker.io/andoniaf/myimage:latest").
@@ -281,6 +292,7 @@ def initialize_prowler_provider(
    | MongodbatlasProvider
    | OpenstackProvider
    | OraclecloudProvider
+    | VercelProvider
 ):
    """Initialize a Prowler provider instance based on the given provider type.

@@ -332,6 +344,13 @@ def prowler_provider_connection_test(provider: Provider) -> Connection:
            "raise_on_exception": False,
        }
        return prowler_provider.test_connection(**openstack_kwargs)
+    elif provider.provider == Provider.ProviderChoices.VERCEL.value:
+        vercel_kwargs = {
+            **prowler_provider_kwargs,
+            "team_id": provider.uid,
+            "raise_on_exception": False,
+        }
+        return prowler_provider.test_connection(**vercel_kwargs)
    elif provider.provider == Provider.ProviderChoices.IMAGE.value:
        image_kwargs = {
            "image": provider.uid,
@@ -415,8 +434,12 @@ def prowler_integration_connection_test(integration: Integration) -> Connection:
            raise_on_exception=False,
        )
        project_keys = jira_connection.projects if jira_connection.is_connected else {}
+        issue_types = (
+            jira_connection.issue_types if jira_connection.is_connected else {}
+        )
        with rls_transaction(str(integration.tenant_id)):
            integration.configuration["projects"] = project_keys
+            integration.configuration["issue_types"] = issue_types
            integration.save()
        return jira_connection
    elif integration.integration_type == Integration.IntegrationChoices.SLACK:
@@ -69,8 +69,10 @@ class SecurityHubConfigSerializer(BaseValidateSerializer):

 class JiraConfigSerializer(BaseValidateSerializer):
    domain = serializers.CharField(read_only=True)
-    issue_types = serializers.ListField(
-        read_only=True, child=serializers.CharField(), default=["Task"]
+    issue_types = serializers.DictField(
+        read_only=True,
+        child=serializers.ListField(child=serializers.CharField()),
+        default={},
    )
    projects = serializers.DictField(read_only=True)

@@ -404,6 +404,17 @@ from rest_framework_json_api import serializers
                },
                "required": ["clouds_yaml_content", "clouds_yaml_cloud"],
            },
+            {
+                "type": "object",
+                "title": "Vercel API Token",
+                "properties": {
+                    "api_token": {
+                        "type": "string",
+                        "description": "Vercel API token for authentication. Can be scoped to a specific team.",
+                    },
+                },
+                "required": ["api_token"],
+            },
        ]
    }
 )
@@ -1573,6 +1573,8 @@ class BaseWriteProviderSecretSerializer(BaseWriteSerializer):
                serializer = OpenStackCloudsYamlProviderSecret(data=secret)
            elif provider_type == Provider.ProviderChoices.IMAGE.value:
                serializer = ImageProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.VERCEL.value:
+                serializer = VercelProviderSecret(data=secret)
            else:
                raise serializers.ValidationError(
                    {"provider": f"Provider type not supported {provider_type}"}
@@ -1779,6 +1781,13 @@ class ImageProviderSecret(serializers.Serializer):
        return attrs


+class VercelProviderSecret(serializers.Serializer):
+    api_token = serializers.CharField()
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
 class AlibabaCloudProviderSecret(serializers.Serializer):
    access_key_id = serializers.CharField()
    access_key_secret = serializers.CharField()
@@ -2713,11 +2722,11 @@ class BaseWriteIntegrationSerializer(BaseWriteSerializer):
                )
            config_serializer = JiraConfigSerializer
            # Create non-editable configuration for JIRA integration
-            default_jira_issue_types = ["Task"]
+            # issue_types will be populated per project when connection is tested
            configuration.update(
                {
                    "projects": {},
-                    "issue_types": default_jira_issue_types,
+                    "issue_types": {},
                    "domain": credentials.get("domain"),
                }
            )
@@ -2932,13 +2941,25 @@ class IntegrationUpdateSerializer(BaseWriteIntegrationSerializer):
        return representation


+class IntegrationJiraIssueTypesSerializer(BaseSerializerV1):
+    """
+    Serializer for Jira issue types response.
+    """
+
+    project_key = serializers.CharField(read_only=True)
+    issue_types = serializers.ListField(child=serializers.CharField(), read_only=True)
+
+    class JSONAPIMeta:
+        resource_name = "jira-issue-types"
+
+
 class IntegrationJiraDispatchSerializer(BaseSerializerV1):
    """
    Serializer for dispatching findings to JIRA integration.
    """

    project_key = serializers.CharField(required=True)
-    issue_type = serializers.ChoiceField(required=True, choices=["Task"])
+    issue_type = serializers.CharField(required=True)

    class JSONAPIMeta:
        resource_name = "integrations-jira-dispatches"
@@ -2967,6 +2988,23 @@ class IntegrationJiraDispatchSerializer(BaseSerializerV1):
                }
            )

+        issue_type = attrs.get("issue_type")
+        available_issue_types = integration_instance.configuration.get(
+            "issue_types", {}
+        )
+        # Handle old format where issue_types was a flat list (e.g., ["Task"])
+        if not isinstance(available_issue_types, dict):
+            available_issue_types = {}
+        project_issue_types = available_issue_types.get(project_key, [])
+        if project_issue_types and issue_type not in project_issue_types:
+            raise ValidationError(
+                {
+                    "issue_type": f"The issue type '{issue_type}' is not available for project '{project_key}'. "
+                    f"Available types: {', '.join(project_issue_types)}. "
+                    "Refresh the connection if this is an error."
+                }
+            )
+
        return validated_attrs


@@ -4147,6 +4185,7 @@ class FindingGroupSerializer(BaseSerializerV1):
    check_description = serializers.CharField(required=False, allow_null=True)
    severity = serializers.CharField()
    status = serializers.CharField()
+    muted = serializers.BooleanField()
    impacted_providers = serializers.ListField(
        child=serializers.CharField(), required=False
    )
@@ -4154,9 +4193,25 @@ class FindingGroupSerializer(BaseSerializerV1):
    resources_total = serializers.IntegerField()
    pass_count = serializers.IntegerField()
    fail_count = serializers.IntegerField()
+    manual_count = serializers.IntegerField()
+    pass_muted_count = serializers.IntegerField()
+    fail_muted_count = serializers.IntegerField()
+    manual_muted_count = serializers.IntegerField()
    muted_count = serializers.IntegerField()
    new_count = serializers.IntegerField()
    changed_count = serializers.IntegerField()
+    new_fail_count = serializers.IntegerField()
+    new_fail_muted_count = serializers.IntegerField()
+    new_pass_count = serializers.IntegerField()
+    new_pass_muted_count = serializers.IntegerField()
+    new_manual_count = serializers.IntegerField()
+    new_manual_muted_count = serializers.IntegerField()
+    changed_fail_count = serializers.IntegerField()
+    changed_fail_muted_count = serializers.IntegerField()
+    changed_pass_count = serializers.IntegerField()
+    changed_pass_muted_count = serializers.IntegerField()
+    changed_manual_count = serializers.IntegerField()
+    changed_manual_muted_count = serializers.IntegerField()
    first_seen_at = serializers.DateTimeField(required=False, allow_null=True)
    last_seen_at = serializers.DateTimeField(required=False, allow_null=True)
    failing_since = serializers.DateTimeField(required=False, allow_null=True)
@@ -4170,14 +4225,18 @@ class FindingGroupResourceSerializer(BaseSerializerV1):
    Serializer for Finding Group Resources - resources within a finding group.

    Returns individual resources with their current status, severity,
-    and timing information.
+    and timing information. Orphan findings (without any resource) expose the
+    finding id as `id` so the row stays identifiable in the UI.
    """

-    id = serializers.UUIDField(source="resource_id")
+    id = serializers.UUIDField(source="row_id")
    resource = serializers.SerializerMethodField()
    provider = serializers.SerializerMethodField()
+    finding_id = serializers.UUIDField()
    status = serializers.CharField()
    severity = serializers.CharField()
+    muted = serializers.BooleanField()
+    delta = serializers.CharField(required=False, allow_null=True)
    first_seen_at = serializers.DateTimeField(required=False, allow_null=True)
    last_seen_at = serializers.DateTimeField(required=False, allow_null=True)
    muted_reason = serializers.CharField(required=False, allow_null=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
 }
@@ -15,7 +15,7 @@ from config.django.production import LOGGING as DJANGO_LOGGERS, DEBUG  # noqa: E
 from config.custom_logging import BackendLogger  # noqa: E402

 BIND_ADDRESS = env("DJANGO_BIND_ADDRESS", default="127.0.0.1")
-PORT = env("DJANGO_PORT", default=8000)
+PORT = env("DJANGO_PORT", default=8080)

 # Server settings
 bind = f"{BIND_ADDRESS}:{PORT}"
@@ -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 (
@@ -565,6 +565,12 @@ def providers_fixture(tenants_fixture):
        alias="googleworkspace_testing",
        tenant_id=tenant.id,
    )
+    provider13 = Provider.objects.create(
+        provider="vercel",
+        uid="team_abcdef1234567890ab",
+        alias="vercel_testing",
+        tenant_id=tenant.id,
+    )

    return (
        provider1,
@@ -579,6 +585,7 @@ def providers_fixture(tenants_fixture):
        provider10,
        provider11,
        provider12,
+        provider13,
    )


@@ -1438,8 +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(
@@ -5,14 +5,14 @@ This module handles:
 - Adding resource labels to Cartography nodes for efficient lookups
 - Loading Prowler findings into the graph
 - Linking findings to resources
- Cleaning up stale findings
 """

 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 (
@@ -21,10 +21,10 @@ 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,
-    CLEANUP_FINDINGS_TEMPLATE,
    INSERT_FINDING_TEMPLATE,
    render_cypher_template,
 )
@@ -58,7 +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"]),
@@ -76,6 +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,
    }


@@ -88,18 +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, loads findings, and cleans up stale data.
+    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)
-    cleanup_findings(neo4j_session, 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(
@@ -149,12 +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
@@ -163,13 +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)
@@ -178,31 +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")
-
-
-def cleanup_findings(
-    neo4j_session: neo4j.Session,
-    prowler_api_provider: Provider,
-    config: CartographyConfig,
-) -> None:
-    """Remove stale findings (classic Cartography behaviour)."""
-    parameters = {
-        "last_updated": config.update_tag,
-        "batch_size": BATCH_SIZE,
-    }
-
-    batch = 1
-    deleted_count = 1
-    while deleted_count > 0:
-        logger.info(f"Cleaning findings batch {batch}")
-
-        result = neo4j_session.run(CLEANUP_FINDINGS_TEMPLATE, parameters)
-
-        deleted_count = result.single().get("deleted_findings_count", 0)
-        batch += 1
+    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)
@@ -226,8 +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

@@ -273,7 +265,9 @@ def _fetch_findings_batch(
    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
        # Use `all_objects` to get `Findings` even on soft-deleted `Providers`
        # But even the provider is already validated as active in this context
-        qs = FindingModel.all_objects.filter(scan_id=scan_id).order_by("id")
+        qs = FindingModel.all_objects.filter(
+            tenant_id=tenant_id, scan_id=scan_id
+        ).order_by("id")

        if after_id is not None:
            qs = qs.filter(id__gt=after_id)
@@ -288,6 +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.
@@ -299,7 +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"], [])
    ]
@@ -13,14 +13,13 @@ from tasks.jobs.attack_paths.config import (
 logger = get_task_logger(__name__)


-# Indexes for Prowler findings and resource lookups
+# Indexes for Prowler Findings and resource lookups
 FINDINGS_INDEX_STATEMENTS = [
    # Resource indexes for Prowler Finding lookups
    "CREATE INDEX aws_resource_arn IF NOT EXISTS FOR (n:_AWSResource) ON (n.arn);",
    "CREATE INDEX aws_resource_id IF NOT EXISTS FOR (n:_AWSResource) ON (n.id);",
    # Prowler Finding indexes
    f"CREATE INDEX prowler_finding_id IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.id);",
-    f"CREATE INDEX prowler_finding_lastupdated IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.lastupdated);",
    f"CREATE INDEX prowler_finding_status IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.status);",
    # Internet node index for MERGE lookups
    f"CREATE INDEX internet_id IF NOT EXISTS FOR (n:{INTERNET_NODE_LABEL}) ON (n.id);",
@@ -32,63 +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

-CLEANUP_FINDINGS_TEMPLATE = f"""
-    MATCH (finding:{PROWLER_FINDING_LABEL})
-        WHERE finding.lastupdated < $last_updated
-
-    WITH finding LIMIT $batch_size
-
-    DETACH DELETE finding
-
-    RETURN COUNT(finding) AS deleted_findings_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:
--- a/Show More
+++ b/Show More