Merge branch 'PROWLER-182-kubernetes-add-and-connect-the-provider' into PROWLER-181-gcp-add-and-connect-the-provider

2026-10-28 22:34:22 +00:00 · 2025-11-19 19:21:10 +01:00
commit 6b3cad0c11
@@ -10,13 +10,16 @@ NEXT_PUBLIC_API_BASE_URL=${API_BASE_URL}
 NEXT_PUBLIC_API_DOCS_URL=http://prowler-api:8080/api/v1/docs
 AUTH_TRUST_HOST=true
 UI_PORT=3000
-# Temp URL for feeds need to use actual
-RSS_FEED_URL=https://prowler.com/blog/rss
 # openssl rand -base64 32
 AUTH_SECRET="N/c6mnaS5+SWq81+819OrzQZlmx1Vxtp/orjttJSmw8="
 # Google Tag Manager ID
 NEXT_PUBLIC_GOOGLE_TAG_MANAGER_ID=""

+#### Code Review Configuration ####
+# Enable Claude Code standards validation on pre-push hook
+# Set to 'true' to validate changes against AGENTS.md standards via Claude Code
+# Set to 'false' to skip validation
+CODE_REVIEW_ENABLED=true

 #### Prowler API Configuration ####
 PROWLER_API_VERSION="stable"
@@ -35,6 +38,8 @@ POSTGRES_DB=prowler_db
 # POSTGRES_REPLICA_USER=prowler
 # POSTGRES_REPLICA_PASSWORD=postgres
 # POSTGRES_REPLICA_DB=prowler_db
+# POSTGRES_REPLICA_MAX_ATTEMPTS=3
+# POSTGRES_REPLICA_RETRY_BASE_DELAY=0.5

 # Celery-Prowler task settings
 TASK_RETRY_DELAY_SECONDS=0.1
@@ -103,6 +108,8 @@ DJANGO_THROTTLE_TOKEN_OBTAIN=50/minute
 # Sentry settings
 SENTRY_ENVIRONMENT=local
 SENTRY_RELEASE=local
+NEXT_PUBLIC_SENTRY_ENVIRONMENT=${SENTRY_ENVIRONMENT}
+

 #### Prowler release version ####
 NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.12.2
@@ -124,3 +131,12 @@ LANGSMITH_TRACING=false
 LANGSMITH_ENDPOINT="https://api.smith.langchain.com"
 LANGSMITH_API_KEY=""
 LANGCHAIN_PROJECT=""
+
+# RSS Feed Configuration
+# Multiple feed sources can be configured as a JSON array (must be valid JSON, no trailing commas)
+# Each source requires: id, name, type (github_releases|blog|custom), url, and enabled flag
+# IMPORTANT: Must be a single line with valid JSON (no newlines, no trailing commas)
+# Example with one source:
+RSS_FEED_SOURCES='[{"id":"prowler-releases","name":"Prowler Releases","type":"github_releases","url":"https://github.com/prowler-cloud/prowler/releases.atom","enabled":true}]'
+# Example with multiple sources (no trailing comma after last item):
+# RSS_FEED_SOURCES='[{"id":"prowler-releases","name":"Prowler Releases","type":"github_releases","url":"https://github.com/prowler-cloud/prowler/releases.atom","enabled":true},{"id":"prowler-blog","name":"Prowler Blog","type":"blog","url":"https://prowler.com/blog/rss","enabled":false}]'
@@ -22,8 +22,8 @@ inputs:
 runs:
  using: 'composite'
  steps:
-    - name: Replace @master with current branch in pyproject.toml
-      if: github.event_name == 'pull_request' && github.base_ref == 'master'
+    - name: Replace @master with current branch in pyproject.toml (prowler repo only)
+      if: github.event_name == 'pull_request' && github.base_ref == 'master' && github.repository == 'prowler-cloud/prowler'
      shell: bash
      working-directory: ${{ inputs.working-directory }}
      run: |
@@ -37,8 +37,8 @@ runs:
        python -m pip install --upgrade pip
        pipx install poetry==${{ inputs.poetry-version }}

-    - name: Update SDK resolved_reference to latest commit
-      if: github.event_name == 'push' && github.ref == 'refs/heads/master'
+    - name: Update poetry.lock with latest Prowler commit
+      if: github.repository_owner == 'prowler-cloud' && github.repository != 'prowler-cloud/prowler'
      shell: bash
      working-directory: ${{ inputs.working-directory }}
      run: |
@@ -50,7 +50,21 @@ runs:
        echo "Updated resolved_reference:"
        grep -A2 -B2 "resolved_reference" poetry.lock

-    - name: Update 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'
      shell: bash
      working-directory: ${{ inputs.working-directory }}
      run: poetry lock
@@ -69,3 +83,11 @@ runs:
      run: |
        poetry install --no-root
        poetry run pip list
+
+    - name: Update Prowler Cloud API Client
+      if: github.repository_owner == 'prowler-cloud' && github.repository != 'prowler-cloud/prowler'
+      shell: bash
+      working-directory: ${{ inputs.working-directory }}
+      run: |
+        poetry remove prowler-cloud-api-client
+        poetry add ./prowler-cloud-api-client
@@ -0,0 +1,198 @@
+# Slack Notification Action
+
+A generic and flexible GitHub composite action for sending Slack notifications using JSON template files. Supports both standalone messages and message updates, with automatic status detection.
+
+## Features
+
+- **Template-based**: All messages use JSON template files for consistency
+- **Automatic status detection**: Pass `step-outcome` to auto-calculate success/failure
+- **Message updates**: Supports updating existing messages (using `chat.update`)
+- **Simple API**: Clean and minimal interface
+- **Reusable**: Use across all workflows and scenarios
+- **Maintainable**: Centralized message templates
+
+## Use Cases
+
+1. **Container releases**: Track push start and completion with automatic status
+2. **Deployments**: Track deployment progress with rich Block Kit formatting
+3. **Custom notifications**: Any scenario where you need to notify Slack
+
+## Inputs
+
+| Input | Description | Required | Default |
+|-------|-------------|----------|---------|
+| `slack-bot-token` | Slack bot token for authentication | Yes | - |
+| `payload-file-path` | Path to JSON file with the Slack message payload | Yes | - |
+| `update-ts` | Message timestamp to update (leave empty for new messages) | No | `''` |
+| `step-outcome` | Step outcome for automatic status detection (sets STATUS_EMOJI and STATUS_TEXT env vars) | No | `''` |
+
+## Outputs
+
+| Output | Description |
+|--------|-------------|
+| `ts` | Timestamp of the Slack message (use for updates) |
+
+## Usage Examples
+
+### Example 1: Container Release with Automatic Status Detection
+
+Using JSON template files with automatic status detection:
+
+```yaml
+# Send start notification
+- name: Notify container push started
+  if: github.event_name == 'release'
+  uses: ./.github/actions/slack-notification
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    COMPONENT: API
+    RELEASE_TAG: ${{ env.RELEASE_TAG }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/container-release-started.json"
+
+# Do the work
+- name: Build and push container
+  if: github.event_name == 'release'
+  id: container-push
+  uses: docker/build-push-action@...
+  with:
+    push: true
+    tags: ...
+
+# Send completion notification with automatic status detection
+- name: Notify container push completed
+  if: github.event_name == 'release' && always()
+  uses: ./.github/actions/slack-notification
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    COMPONENT: API
+    RELEASE_TAG: ${{ env.RELEASE_TAG }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
+    step-outcome: ${{ steps.container-push.outcome }}
+```
+
+**Benefits:**
+- No status calculation needed in workflow
+- Reusable template files
+- Clean and concise
+- Automatic `STATUS_EMOJI` and `STATUS_TEXT` env vars set by action
+- Consistent message format across all workflows
+
+### Example 2: Deployment with Message Update Pattern
+
+```yaml
+# Send initial deployment message
+- name: Notify deployment started
+  id: slack-start
+  uses: ./.github/actions/slack-notification
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    COMPONENT: API
+    ENVIRONMENT: PRODUCTION
+    COMMIT_HASH: ${{ github.sha }}
+    VERSION_DEPLOYED: latest
+    GITHUB_ACTOR: ${{ github.actor }}
+    GITHUB_WORKFLOW: ${{ github.workflow }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/deployment-started.json"
+
+# Run deployment
+- name: Deploy
+  id: deploy
+  run: terraform apply -auto-approve
+
+# Determine additional status variables
+- name: Determine deployment status
+  if: always()
+  id: deploy-status
+  run: |
+    if [[ "${{ steps.deploy.outcome }}" == "success" ]]; then
+      echo "STATUS_COLOR=28a745" >> $GITHUB_ENV
+      echo "STATUS=Completed" >> $GITHUB_ENV
+    else
+      echo "STATUS_COLOR=fc3434" >> $GITHUB_ENV
+      echo "STATUS=Failed" >> $GITHUB_ENV
+    fi
+
+# Update the same message with final status
+- name: Update deployment notification
+  if: always()
+  uses: ./.github/actions/slack-notification
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    MESSAGE_TS: ${{ steps.slack-start.outputs.ts }}
+    COMPONENT: API
+    ENVIRONMENT: PRODUCTION
+    COMMIT_HASH: ${{ github.sha }}
+    VERSION_DEPLOYED: latest
+    GITHUB_ACTOR: ${{ github.actor }}
+    GITHUB_WORKFLOW: ${{ github.workflow }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+    STATUS: ${{ env.STATUS }}
+    STATUS_COLOR: ${{ env.STATUS_COLOR }}
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    update-ts: ${{ steps.slack-start.outputs.ts }}
+    payload-file-path: "./.github/scripts/slack-messages/deployment-completed.json"
+    step-outcome: ${{ steps.deploy.outcome }}
+```
+
+## Automatic Status Detection
+
+When you provide `step-outcome` input, the action automatically sets these environment variables:
+
+| Outcome | STATUS_EMOJI | STATUS_TEXT |
+|---------|--------------|-------------|
+| success | `[✓]` | `completed successfully!` |
+| failure | `[✗]` | `failed` |
+
+These variables are then available in your payload template files.
+
+## Template File Format
+
+All template files must be valid JSON and support environment variable substitution. Example:
+
+```json
+{
+  "channel": "$SLACK_CHANNEL_ID",
+  "text": "$STATUS_EMOJI $COMPONENT container release $RELEASE_TAG push $STATUS_TEXT <$GITHUB_SERVER_URL/$GITHUB_REPOSITORY/actions/runs/$GITHUB_RUN_ID|View run>"
+}
+```
+
+See available templates in [`.github/scripts/slack-messages/`](../../scripts/slack-messages/).
+
+## Requirements
+
+- Slack Bot Token with scopes: `chat:write`, `chat:write.public`
+- Slack Channel ID where messages will be posted
+- JSON template files for your messages
+
+## Benefits
+
+- **Consistency**: All notifications use standardized templates
+- **Automatic status handling**: No need to calculate success/failure in workflows
+- **Clean workflows**: Minimal boilerplate code
+- **Reusable templates**: One template for all components
+- **Easy to maintain**: Change template once, applies everywhere
+- **Version controlled**: All message formats in git
+
+## Related Resources
+
+- [Slack Block Kit Builder](https://app.slack.com/block-kit-builder)
+- [Slack API Method Documentation](https://docs.slack.dev/tools/slack-github-action/sending-techniques/sending-data-slack-api-method/)
+- [Message templates documentation](../../scripts/slack-messages/README.md)
@@ -0,0 +1,74 @@
+name: 'Slack Notification'
+description: 'Generic action to send Slack notifications with optional message updates and automatic status detection'
+inputs:
+  slack-bot-token:
+    description: 'Slack bot token for authentication'
+    required: true
+  payload-file-path:
+    description: 'Path to JSON file with the Slack message payload'
+    required: true
+  update-ts:
+    description: 'Message timestamp to update (only for updates, leave empty for new messages)'
+    required: false
+    default: ''
+  step-outcome:
+    description: 'Outcome of a step to determine status (success/failure) - automatically sets STATUS_TEXT and STATUS_COLOR env vars'
+    required: false
+    default: ''
+outputs:
+  ts:
+    description: 'Timestamp of the Slack message'
+    value: ${{ steps.slack-notification.outputs.ts }}
+runs:
+  using: 'composite'
+  steps:
+    - name: Determine status
+      id: status
+      shell: bash
+      run: |
+        if [[ "${{ inputs.step-outcome }}" == "success" ]]; then
+          echo "STATUS_TEXT=Completed" >> $GITHUB_ENV
+          echo "STATUS_COLOR=#6aa84f" >> $GITHUB_ENV
+        elif [[ "${{ inputs.step-outcome }}" == "failure" ]]; then
+          echo "STATUS_TEXT=Failed" >> $GITHUB_ENV
+          echo "STATUS_COLOR=#fc3434" >> $GITHUB_ENV
+        else
+          # No outcome provided - pending/in progress state
+          echo "STATUS_COLOR=#dbab09" >> $GITHUB_ENV
+        fi
+
+    - name: Send Slack notification (new message)
+      if: inputs.update-ts == ''
+      id: slack-notification-post
+      uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+      env:
+        SLACK_PAYLOAD_FILE_PATH: ${{ inputs.payload-file-path }}
+      with:
+        method: chat.postMessage
+        token: ${{ inputs.slack-bot-token }}
+        payload-file-path: ${{ inputs.payload-file-path }}
+        payload-templated: true
+        errors: true
+
+    - name: Update Slack notification
+      if: inputs.update-ts != ''
+      id: slack-notification-update
+      uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+      env:
+        SLACK_PAYLOAD_FILE_PATH: ${{ inputs.payload-file-path }}
+      with:
+        method: chat.update
+        token: ${{ inputs.slack-bot-token }}
+        payload-file-path: ${{ inputs.payload-file-path }}
+        payload-templated: true
+        errors: true
+
+    - name: Set output
+      id: slack-notification
+      shell: bash
+      run: |
+        if [[ "${{ inputs.update-ts }}" == "" ]]; then
+          echo "ts=${{ steps.slack-notification-post.outputs.ts }}" >> $GITHUB_OUTPUT
+        else
+          echo "ts=${{ inputs.update-ts }}" >> $GITHUB_OUTPUT
+        fi
@@ -45,22 +45,13 @@ outputs:
 runs:
  using: 'composite'
  steps:
-    - name: Run Trivy vulnerability scan (SARIF)
-      if: inputs.upload-sarif == 'true'
-      uses: aquasecurity/trivy-action@b6643a29fecd7f34b3597bc6acb0a98b03d33ff8 # v0.33.1
+    - name: Cache Trivy vulnerability database
+      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
      with:
-        image-ref: ${{ inputs.image-name }}:${{ inputs.image-tag }}
-        format: 'sarif'
-        output: 'trivy-results.sarif'
-        severity: 'CRITICAL,HIGH'
-        exit-code: '0'
-
-    - name: Upload Trivy results to GitHub Security tab
-      if: inputs.upload-sarif == 'true'
-      uses: github/codeql-action/upload-sarif@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
-      with:
-        sarif_file: 'trivy-results.sarif'
-        category: 'trivy-container'
+        path: ~/.cache/trivy
+        key: trivy-db-${{ runner.os }}-${{ github.run_id }}
+        restore-keys: |
+          trivy-db-${{ runner.os }}-

    - name: Run Trivy vulnerability scan (JSON)
      uses: aquasecurity/trivy-action@b6643a29fecd7f34b3597bc6acb0a98b03d33ff8 # v0.33.1
@@ -70,6 +61,27 @@ runs:
        output: 'trivy-report.json'
        severity: ${{ inputs.severity }}
        exit-code: '0'
+        scanners: 'vuln'
+        timeout: '5m'
+
+    - name: Run Trivy vulnerability scan (SARIF)
+      if: inputs.upload-sarif == 'true' && github.event_name == 'push'
+      uses: aquasecurity/trivy-action@b6643a29fecd7f34b3597bc6acb0a98b03d33ff8 # v0.33.1
+      with:
+        image-ref: ${{ inputs.image-name }}:${{ inputs.image-tag }}
+        format: 'sarif'
+        output: 'trivy-results.sarif'
+        severity: 'CRITICAL,HIGH'
+        exit-code: '0'
+        scanners: 'vuln'
+        timeout: '5m'
+
+    - name: Upload Trivy results to GitHub Security tab
+      if: inputs.upload-sarif == 'true' && github.event_name == 'push'
+      uses: github/codeql-action/upload-sarif@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+      with:
+        sarif_file: 'trivy-results.sarif'
+        category: 'trivy-container'

    - name: Upload Trivy report artifact
      uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
@@ -109,20 +121,20 @@ runs:
      with:
        script: |
          const comment = require('./.github/scripts/trivy-pr-comment.js');
-          
+
          // Unique identifier to find our comment
          const marker = '<!-- trivy-scan-comment:${{ inputs.image-name }} -->';
          const body = marker + '\n' + comment;
-          
+
          // Find existing comment
          const { data: comments } = await github.rest.issues.listComments({
            owner: context.repo.owner,
            repo: context.repo.repo,
            issue_number: context.issue.number,
          });
-          
+
          const existingComment = comments.find(c => c.body?.includes(marker));
-          
+
          if (existingComment) {
            // Update existing comment
            await github.rest.issues.updateComment({
@@ -22,6 +22,13 @@ Please add a detailed description of how to review this PR.
 - [ ] Review if is needed to change the [Readme.md](https://github.com/prowler-cloud/prowler/blob/master/README.md)
 - [ ] Ensure new entries are added to [CHANGELOG.md](https://github.com/prowler-cloud/prowler/blob/master/prowler/CHANGELOG.md), if applicable.

+#### UI
+- [ ] All issue/task requirements work as expected on the UI
+- [ ] Screenshots/Video of the functionality flow (if applicable) - Mobile (X < 640px)
+- [ ] Screenshots/Video of the functionality flow (if applicable) - Table (640px > X < 1024px)
+- [ ] Screenshots/Video of the functionality flow (if applicable) - Desktop (X > 1024px)
+- [ ] Ensure new entries are added to [CHANGELOG.md](https://github.com/prowler-cloud/prowler/blob/master/ui/CHANGELOG.md), if applicable.
+
 #### API
 - [ ] Verify if API specs need to be regenerated.
 - [ ] Check if version updates are required (e.g., specs, Poetry, etc.).
@@ -0,0 +1,462 @@
+# Slack Message Templates
+
+This directory contains reusable message templates for Slack notifications sent from GitHub Actions workflows.
+
+## Usage
+
+These JSON templates are used with the `slackapi/slack-github-action` using the Slack API method (`chat.postMessage` and `chat.update`). All templates support rich Block Kit formatting and message updates.
+
+### Available Templates
+
+**Container Releases**
+- `container-release-started.json`: Simple one-line notification when container push starts
+- `container-release-completed.json`: Simple one-line notification when container release completes
+
+**Deployments**
+- `deployment-started.json`: Deployment start notification with Block Kit formatting
+- `deployment-completed.json`: Deployment completion notification (updates the start message)
+
+All templates use the Slack API method and require a Slack Bot Token.
+
+## Setup Requirements
+
+1. Create a Slack App (or use existing)
+2. Add Bot Token Scopes: `chat:write`, `chat:write.public`
+3. Install the app to your workspace
+4. Get the Bot Token from OAuth & Permissions page
+5. Add secrets:
+   - `SLACK_BOT_TOKEN`: Your bot token
+   - `SLACK_CHANNEL_ID`: The channel ID where messages will be posted
+
+Reference: [Sending data using a Slack API method](https://docs.slack.dev/tools/slack-github-action/sending-techniques/sending-data-slack-api-method/)
+
+## Environment Variables
+
+### Required Secrets (GitHub Secrets)
+- `SLACK_BOT_TOKEN`: Passed as `token` parameter to the action (not as env variable)
+- `SLACK_CHANNEL_ID`: Used in payload as env variable
+
+### Container Release Variables (configured as env)
+- `COMPONENT`: Component name (e.g., "API", "SDK", "UI", "MCP")
+- `RELEASE_TAG` / `PROWLER_VERSION`: The release tag or version being deployed
+- `GITHUB_SERVER_URL`: Provided by GitHub context
+- `GITHUB_REPOSITORY`: Provided by GitHub context
+- `GITHUB_RUN_ID`: Provided by GitHub context
+- `STATUS_EMOJI`: Status symbol (calculated: `[✓]` for success, `[✗]` for failure)
+- `STATUS_TEXT`: Status text (calculated: "completed successfully!" or "failed")
+
+### Deployment Variables (configured as env)
+- `COMPONENT`: Component name (e.g., "API", "SDK", "UI", "MCP")
+- `ENVIRONMENT`: Environment name (e.g., "DEVELOPMENT", "PRODUCTION")
+- `COMMIT_HASH`: Commit hash being deployed
+- `VERSION_DEPLOYED`: Version being deployed
+- `GITHUB_ACTOR`: User who triggered the workflow
+- `GITHUB_WORKFLOW`: Workflow name
+- `GITHUB_SERVER_URL`: Provided by GitHub context
+- `GITHUB_REPOSITORY`: Provided by GitHub context
+- `GITHUB_RUN_ID`: Provided by GitHub context
+
+All other variables (MESSAGE_TS, STATUS, STATUS_COLOR, STATUS_EMOJI, etc.) are calculated internally within the workflow and should NOT be configured as environment variables.
+
+## Example Workflow Usage
+
+### Using the Generic Slack Notification Action (Recommended)
+
+**Recommended approach**: Use the generic reusable action `.github/actions/slack-notification` which provides maximum flexibility:
+
+#### Example 1: Container Release (Start + Completion)
+
+```yaml
+# Send start notification
+- name: Notify container push started
+  if: github.event_name == 'release'
+  uses: ./.github/actions/slack-notification
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload: |
+      {
+        "channel": "${{ secrets.SLACK_CHANNEL_ID }}",
+        "text": "API container release ${{ env.RELEASE_TAG }} push started... <${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}|View run>"
+      }
+
+# Build and push container
+- name: Build and push container
+  if: github.event_name == 'release'
+  id: container-push
+  uses: docker/build-push-action@...
+  with:
+    push: true
+    tags: ...
+
+# Calculate status
+- name: Determine push status
+  if: github.event_name == 'release' && always()
+  id: push-status
+  run: |
+    if [[ "${{ steps.container-push.outcome }}" == "success" ]]; then
+      echo "emoji=[✓]" >> $GITHUB_OUTPUT
+      echo "text=completed successfully!" >> $GITHUB_OUTPUT
+    else
+      echo "emoji=[✗]" >> $GITHUB_OUTPUT
+      echo "text=failed" >> $GITHUB_OUTPUT
+    fi
+
+# Send completion notification
+- name: Notify container push completed
+  if: github.event_name == 'release' && always()
+  uses: ./.github/actions/slack-notification
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload: |
+      {
+        "channel": "${{ secrets.SLACK_CHANNEL_ID }}",
+        "text": "${{ steps.push-status.outputs.emoji }} API container release ${{ env.RELEASE_TAG }} push ${{ steps.push-status.outputs.text }} <${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}|View run>"
+      }
+```
+
+#### Example 2: Simple One-Time Message
+
+```yaml
+- name: Send notification
+  uses: ./.github/actions/slack-notification
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload: |
+      {
+        "channel": "${{ secrets.SLACK_CHANNEL_ID }}",
+        "text": "Deployment completed successfully!"
+      }
+```
+
+#### Example 3: Deployment with Message Update Pattern
+
+```yaml
+# Send initial deployment message
+- name: Notify deployment started
+  id: slack-start
+  uses: ./.github/actions/slack-notification
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload: |
+      {
+        "channel": "${{ secrets.SLACK_CHANNEL_ID }}",
+        "text": "API deployment to PRODUCTION started",
+        "attachments": [
+          {
+            "color": "dbab09",
+            "blocks": [
+              {
+                "type": "header",
+                "text": {
+                  "type": "plain_text",
+                  "text": "API | Deployment to PRODUCTION"
+                }
+              },
+              {
+                "type": "section",
+                "fields": [
+                  {
+                    "type": "mrkdwn",
+                    "text": "*Status:*\nIn Progress"
+                  }
+                ]
+              }
+            ]
+          }
+        ]
+      }
+
+# Run deployment
+- name: Deploy
+  id: deploy
+  run: terraform apply -auto-approve
+
+# Calculate status
+- name: Determine status
+  if: always()
+  id: status
+  run: |
+    if [[ "${{ steps.deploy.outcome }}" == "success" ]]; then
+      echo "color=28a745" >> $GITHUB_OUTPUT
+      echo "emoji=[✓]" >> $GITHUB_OUTPUT
+      echo "status=Completed" >> $GITHUB_OUTPUT
+    else
+      echo "color=fc3434" >> $GITHUB_OUTPUT
+      echo "emoji=[✗]" >> $GITHUB_OUTPUT
+      echo "status=Failed" >> $GITHUB_OUTPUT
+    fi
+
+# Update the same message with final status
+- name: Update deployment notification
+  if: always()
+  uses: ./.github/actions/slack-notification
+  with:
+    slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+    update-ts: ${{ steps.slack-start.outputs.ts }}
+    payload: |
+      {
+        "channel": "${{ secrets.SLACK_CHANNEL_ID }}",
+        "ts": "${{ steps.slack-start.outputs.ts }}",
+        "text": "${{ steps.status.outputs.emoji }} API deployment to PRODUCTION ${{ steps.status.outputs.status }}",
+        "attachments": [
+          {
+            "color": "${{ steps.status.outputs.color }}",
+            "blocks": [
+              {
+                "type": "header",
+                "text": {
+                  "type": "plain_text",
+                  "text": "API | Deployment to PRODUCTION"
+                }
+              },
+              {
+                "type": "section",
+                "fields": [
+                  {
+                    "type": "mrkdwn",
+                    "text": "*Status:*\n${{ steps.status.outputs.emoji }} ${{ steps.status.outputs.status }}"
+                  }
+                ]
+              }
+            ]
+          }
+        ]
+      }
+```
+
+**Benefits of using the generic action:**
+- Maximum flexibility: Build any payload you need directly in the workflow
+- No template files needed: Everything inline
+- Supports all scenarios: one-time messages, start/update patterns, rich Block Kit
+- Easy to customize per use case
+- Generic: Works for containers, deployments, or any notification type
+
+For more details, see [Slack Notification Action](../../actions/slack-notification/README.md).
+
+### Using Message Templates (Alternative Approach)
+
+Simple one-line notifications for container releases:
+
+```yaml
+# Step 1: Notify when push starts
+- name: Notify container push started
+  if: github.event_name == 'release'
+  uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    COMPONENT: API
+    RELEASE_TAG: ${{ env.RELEASE_TAG }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+  with:
+    method: chat.postMessage
+    token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/container-release-started.json"
+
+# Step 2: Build and push container
+- name: Build and push container
+  id: container-push
+  uses: docker/build-push-action@...
+  with:
+    push: true
+    tags: ...
+
+# Step 3: Determine push status
+- name: Determine push status
+  if: github.event_name == 'release' && always()
+  id: push-status
+  run: |
+    if [[ "${{ steps.container-push.outcome }}" == "success" ]]; then
+      echo "status-emoji=[✓]" >> $GITHUB_OUTPUT
+      echo "status-text=completed successfully!" >> $GITHUB_OUTPUT
+    else
+      echo "status-emoji=[✗]" >> $GITHUB_OUTPUT
+      echo "status-text=failed" >> $GITHUB_OUTPUT
+    fi
+
+# Step 4: Notify when push completes (success or failure)
+- name: Notify container push completed
+  if: github.event_name == 'release' && always()
+  uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    COMPONENT: API
+    RELEASE_TAG: ${{ env.RELEASE_TAG }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+    STATUS_EMOJI: ${{ steps.push-status.outputs.status-emoji }}
+    STATUS_TEXT: ${{ steps.push-status.outputs.status-text }}
+  with:
+    method: chat.postMessage
+    token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
+```
+
+### Deployment with Update Pattern
+
+For deployments that start with one message and update it with the final status:
+
+```yaml
+# Step 1: Send deployment start notification
+- name: Notify Deployment Start
+  id: slack-notification-start
+  uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    COMPONENT: API
+    ENVIRONMENT: PRODUCTION
+    COMMIT_HASH: ${{ github.sha }}
+    VERSION_DEPLOYED: latest
+    GITHUB_ACTOR: ${{ github.actor }}
+    GITHUB_WORKFLOW: ${{ github.workflow }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+  with:
+    method: chat.postMessage
+    token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/deployment-started.json"
+
+# Step 2: Run your deployment steps
+- name: Terraform Plan
+  id: terraform-plan
+  run: terraform plan
+
+- name: Terraform Apply
+  id: terraform-apply
+  run: terraform apply -auto-approve
+
+# Step 3: Determine status (calculated internally, not configured)
+- name: Determine Status
+  if: always()
+  id: determine-status
+  run: |
+    if [[ "${{ steps.terraform-apply.outcome }}" == "success" ]]; then
+      echo "status=Completed" >> $GITHUB_OUTPUT
+      echo "status-color=28a745" >> $GITHUB_OUTPUT
+      echo "status-emoji=[✓]" >> $GITHUB_OUTPUT
+      echo "plan-emoji=[✓]" >> $GITHUB_OUTPUT
+      echo "apply-emoji=[✓]" >> $GITHUB_OUTPUT
+    elif [[ "${{ steps.terraform-plan.outcome }}" == "failure" || "${{ steps.terraform-apply.outcome }}" == "failure" ]]; then
+      echo "status=Failed" >> $GITHUB_OUTPUT
+      echo "status-color=fc3434" >> $GITHUB_OUTPUT
+      echo "status-emoji=[✗]" >> $GITHUB_OUTPUT
+      if [[ "${{ steps.terraform-plan.outcome }}" == "failure" ]]; then
+        echo "plan-emoji=[✗]" >> $GITHUB_OUTPUT
+      else
+        echo "plan-emoji=[✓]" >> $GITHUB_OUTPUT
+      fi
+      if [[ "${{ steps.terraform-apply.outcome }}" == "failure" ]]; then
+        echo "apply-emoji=[✗]" >> $GITHUB_OUTPUT
+      else
+        echo "apply-emoji=[✓]" >> $GITHUB_OUTPUT
+      fi
+    else
+      echo "status=Failed" >> $GITHUB_OUTPUT
+      echo "status-color=fc3434" >> $GITHUB_OUTPUT
+      echo "status-emoji=[✗]" >> $GITHUB_OUTPUT
+      echo "plan-emoji=[?]" >> $GITHUB_OUTPUT
+      echo "apply-emoji=[?]" >> $GITHUB_OUTPUT
+    fi
+
+# Step 4: Update the same Slack message (using calculated values)
+- name: Notify Deployment Result
+  if: always()
+  uses: slackapi/slack-github-action@91efab103c0de0a537f72a35f6b8cda0ee76bf0a # v2.1.1
+  env:
+    SLACK_CHANNEL_ID: ${{ secrets.SLACK_CHANNEL_ID }}
+    MESSAGE_TS: ${{ steps.slack-notification-start.outputs.ts }}
+    COMPONENT: API
+    ENVIRONMENT: PRODUCTION
+    COMMIT_HASH: ${{ github.sha }}
+    VERSION_DEPLOYED: latest
+    GITHUB_ACTOR: ${{ github.actor }}
+    GITHUB_WORKFLOW: ${{ github.workflow }}
+    GITHUB_SERVER_URL: ${{ github.server_url }}
+    GITHUB_REPOSITORY: ${{ github.repository }}
+    GITHUB_RUN_ID: ${{ github.run_id }}
+    STATUS: ${{ steps.determine-status.outputs.status }}
+    STATUS_COLOR: ${{ steps.determine-status.outputs.status-color }}
+    STATUS_EMOJI: ${{ steps.determine-status.outputs.status-emoji }}
+    PLAN_EMOJI: ${{ steps.determine-status.outputs.plan-emoji }}
+    APPLY_EMOJI: ${{ steps.determine-status.outputs.apply-emoji }}
+    TERRAFORM_PLAN_OUTCOME: ${{ steps.terraform-plan.outcome }}
+    TERRAFORM_APPLY_OUTCOME: ${{ steps.terraform-apply.outcome }}
+  with:
+    method: chat.update
+    token: ${{ secrets.SLACK_BOT_TOKEN }}
+    payload-file-path: "./.github/scripts/slack-messages/deployment-completed.json"
+```
+
+**Note**: Variables like `STATUS`, `STATUS_COLOR`, `STATUS_EMOJI`, `PLAN_EMOJI`, `APPLY_EMOJI` are calculated by the `determine-status` step based on the outcomes of previous steps. They should NOT be manually configured.
+
+## Key Features
+
+### Benefits of Using Slack API Method
+
+- **Rich Block Kit Formatting**: Full support for Slack's Block Kit including headers, sections, fields, colors, and attachments
+- **Message Updates**: Update the same message instead of posting multiple messages (using `chat.update` with `ts`)
+- **Consistent Experience**: Same look and feel as Prowler Cloud notifications
+- **Flexible**: Easy to customize message appearance by editing JSON templates
+
+### Differences from Webhook Method
+
+| Feature | webhook-trigger | Slack API (chat.postMessage) |
+|---------|-----------------|------------------------------|
+| Setup | Workflow Builder webhook | Slack Bot Token + Channel ID |
+| Formatting | Plain text/simple | Full Block Kit support |
+| Message Update | No | Yes (with chat.update) |
+| Authentication | Webhook URL | Bot Token |
+| Scopes Required | None | chat:write, chat:write.public |
+
+## Message Appearance
+
+### Container Release (Simple One-Line)
+
+**Start message:**
+```
+API container release 4.5.0 push started... View run
+```
+
+**Completion message (success):**
+```
+[✓] API container release 4.5.0 push completed successfully! View run
+```
+
+**Completion message (failure):**
+```
+[✗] API container release 4.5.0 push failed View run
+```
+
+All messages are simple one-liners with a clickable "View run" link. The completion message adapts to show success `[✓]` or failure `[✗]` based on the outcome of the container push.
+
+### Deployment Start
+- Header: Component and environment
+- Yellow bar (color: `dbab09`)
+- Status: In Progress
+- Details: Commit, version, actor, workflow
+- Link: Direct link to deployment run
+
+### Deployment Completion
+- Header: Component and environment
+- Green bar for success (color: `28a745`) / Red bar for failure (color: `fc3434`)
+- Status: [✓] Completed or [✗] Failed
+- Details: All deployment info plus terraform outcomes
+- Link: Direct link to deployment run
+
+## Adding New Templates
+
+1. Create a new JSON file with Block Kit structure
+2. Use environment variable placeholders (e.g., `$VAR_NAME`)
+3. Include `channel` and `text` fields (required)
+4. Add `blocks` or `attachments` for rich formatting
+5. For update templates, include `ts` field as `$MESSAGE_TS`
+6. Document the template in this README
+7. Reference it in your workflow using `payload-file-path`
+
+## Reference
+
+- [Slack Block Kit Builder](https://app.slack.com/block-kit-builder)
+- [Slack API Method Documentation](https://docs.slack.dev/tools/slack-github-action/sending-techniques/sending-data-slack-api-method/)
@@ -0,0 +1,17 @@
+{
+  "channel": "${{ env.SLACK_CHANNEL_ID }}",
+  "attachments": [
+    {
+      "color": "${{ env.STATUS_COLOR }}",
+      "blocks": [
+        {
+          "type": "section",
+          "text": {
+            "type": "mrkdwn",
+            "text": "*Status:*\n${{ env.STATUS_TEXT }}\n\n${{ env.COMPONENT }} container release ${{ env.RELEASE_TAG }} push ${{ env.STATUS_TEXT }}\n\n<${{ env.GITHUB_SERVER_URL }}/${{ env.GITHUB_REPOSITORY }}/actions/runs/${{ env.GITHUB_RUN_ID }}|View run>"
+          }
+        }
+      ]
+    }
+  ]
+}
@@ -0,0 +1,17 @@
+{
+  "channel": "${{ env.SLACK_CHANNEL_ID }}",
+  "attachments": [
+    {
+      "color": "${{ env.STATUS_COLOR }}",
+      "blocks": [
+        {
+          "type": "section",
+          "text": {
+            "type": "mrkdwn",
+            "text": "*Status:*\nStarted\n\n${{ env.COMPONENT }} container release ${{ env.RELEASE_TAG }} push started...\n\n<${{ env.GITHUB_SERVER_URL }}/${{ env.GITHUB_REPOSITORY }}/actions/runs/${{ env.GITHUB_RUN_ID }}|View run>"
+          }
+        }
+      ]
+    }
+  ]
+}
@@ -1,115 +0,0 @@
-name: API - Build and Push containers
-
-on:
-  push:
-    branches:
-      - "master"
-    paths:
-      - "api/**"
-      - "prowler/**"
-      - ".github/workflows/api-build-lint-push-containers.yml"
-
-  # Uncomment the code below to test this action on PRs
-  # pull_request:
-  #   branches:
-  #     - "master"
-  #   paths:
-  #     - "api/**"
-  #     - ".github/workflows/api-build-lint-push-containers.yml"
-
-  release:
-    types: [published]
-
-env:
-  # Tags
-  LATEST_TAG: latest
-  RELEASE_TAG: ${{ github.event.release.tag_name }}
-  STABLE_TAG: stable
-
-  WORKING_DIRECTORY: ./api
-
-  # Container Registries
-  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
-  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-api
-
-jobs:
-  repository-check:
-    name: Repository check
-    runs-on: ubuntu-latest
-    outputs:
-      is_repo: ${{ steps.repository_check.outputs.is_repo }}
-    steps:
-      - name: Repository check
-        id: repository_check
-        working-directory: /tmp
-        run: |
-          if [[ ${{ github.repository }} == "prowler-cloud/prowler" ]]
-          then
-            echo "is_repo=true" >> "${GITHUB_OUTPUT}"
-          else
-            echo "This action only runs for prowler-cloud/prowler"
-            echo "is_repo=false" >> "${GITHUB_OUTPUT}"
-          fi
-
-  # Build Prowler OSS container
-  container-build-push:
-    needs: repository-check
-    if: needs.repository-check.outputs.is_repo == 'true'
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: ${{ env.WORKING_DIRECTORY }}
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Set short git commit SHA
-        id: vars
-        run: |
-          shortSha=$(git rev-parse --short ${{ github.sha }})
-          echo "SHORT_SHA=${shortSha}" >> $GITHUB_ENV
-
-      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
-
-      - name: Build and push container image (latest)
-        # Comment the following line for testing
-        if: github.event_name == 'push'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.WORKING_DIRECTORY }}
-          # Set push: false for testing
-          push: true
-          tags: |
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.SHORT_SHA }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Build and push container image (release)
-        if: github.event_name == 'release'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.WORKING_DIRECTORY }}
-          push: true
-          tags: |
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.RELEASE_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Trigger deployment
-        if: github.event_name == 'push'
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
-        with:
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          repository: ${{ secrets.CLOUD_DISPATCH }}
-          event-type: prowler-api-deploy
-          client-payload: '{"sha": "${{ github.sha }}", "short_sha": "${{ env.SHORT_SHA }}"}'
@@ -0,0 +1,71 @@
+name: 'API: Code Quality'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  API_WORKING_DIR: ./api
+
+jobs:
+  api-code-quality:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    permissions:
+      contents: read
+    strategy:
+      matrix:
+        python-version:
+          - '3.12'
+    defaults:
+      run:
+        working-directory: ./api
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for API changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            api/**
+            .github/workflows/api-code-quality.yml
+          files_ignore: |
+            api/docs/**
+            api/README.md
+            api/CHANGELOG.md
+
+      - name: Setup Python with Poetry
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/setup-python-poetry
+        with:
+          python-version: ${{ matrix.python-version }}
+          working-directory: ./api
+
+      - name: Poetry check
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry check --lock
+
+      - name: Ruff lint
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run ruff check . --exclude contrib
+
+      - name: Ruff format
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run ruff format --check . --exclude contrib
+
+      - name: Pylint
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run pylint --disable=W,C,R,E -j 0 -rn -sn src/
@@ -25,7 +25,7 @@ concurrency:
  cancel-in-progress: true

 jobs:
-  analyze:
+  api-analyze:
    name: CodeQL Security Analysis
    runs-on: ubuntu-latest
    timeout-minutes: 30
@@ -45,12 +45,12 @@ jobs:
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

      - name: Initialize CodeQL
-        uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+        uses: github/codeql-action/init@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
        with:
          languages: ${{ matrix.language }}
          config-file: ./.github/codeql/api-codeql-config.yml

      - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+        uses: github/codeql-action/analyze@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
        with:
          category: '/language:${{ matrix.language }}'
@@ -0,0 +1,177 @@
+name: 'API: Container Build and Push'
+
+on:
+  push:
+    branches:
+      - 'master'
+    paths:
+      - 'api/**'
+      - 'prowler/**'
+      - '.github/workflows/api-build-lint-push-containers.yml'
+  release:
+    types:
+      - 'published'
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: false
+
+env:
+  # Tags
+  LATEST_TAG: latest
+  RELEASE_TAG: ${{ github.event.release.tag_name }}
+  STABLE_TAG: stable
+  WORKING_DIRECTORY: ./api
+
+  # Container registries
+  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
+  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-api
+
+jobs:
+  setup:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    outputs:
+      short-sha: ${{ steps.set-short-sha.outputs.short-sha }}
+    steps:
+      - name: Calculate short SHA
+        id: set-short-sha
+        run: echo "short-sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
+
+  container-build-push:
+    needs: setup
+    runs-on: ${{ matrix.runner }}
+    strategy:
+      matrix:
+        include:
+          - platform: linux/amd64
+            runner: ubuntu-latest
+            arch: amd64
+          - platform: linux/arm64
+            runner: ubuntu-24.04-arm
+            arch: arm64
+    timeout-minutes: 30
+    permissions:
+      contents: read
+      packages: write
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Login to DockerHub
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Build and push API container for ${{ matrix.arch }}
+        if: github.event_name == 'push' || github.event_name == 'release'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: ${{ env.WORKING_DIRECTORY }}
+          push: true
+          platforms: ${{ matrix.platform }}
+          tags: |
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
+          cache-from: type=gha,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+
+      - name: Notify container push started
+        if: github.event_name == 'release'
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: API
+          RELEASE_TAG: ${{ env.RELEASE_TAG }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-started.json"
+
+      - name: Notify container push completed
+        if: github.event_name == 'release' && always()
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: API
+          RELEASE_TAG: ${{ env.RELEASE_TAG }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
+          step-outcome: ${{ steps.container-push.outcome }}
+
+  # Create and push multi-architecture manifest
+  create-manifest:
+    needs: [setup, container-build-push]
+    if: github.event_name == 'push' || github.event_name == 'release'
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Login to DockerHub
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Create and push manifests for push event
+        if: github.event_name == 'push'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64
+
+      - name: Create and push manifests for release event
+        if: github.event_name == 'release'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.RELEASE_TAG }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64
+
+      - name: Install regctl
+        if: always()
+        uses: regclient/actions/regctl-installer@f61d18f46c86af724a9c804cb9ff2a6fec741c7c # main
+
+      - name: Cleanup intermediate architecture tags
+        if: always()
+        run: |
+          echo "Cleaning up intermediate tags..."
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64" || true
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64" || true
+          echo "Cleanup completed"
+
+  trigger-deployment:
+    if: github.event_name == 'push'
+    needs: [setup, container-build-push]
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+
+    steps:
+      - name: Trigger API deployment
+        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        with:
+          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+          repository: ${{ secrets.CLOUD_DISPATCH }}
+          event-type: api-prowler-deployment
+          client-payload: '{"sha": "${{ github.sha }}", "short_sha": "${{ needs.setup.outputs.short-sha }}"}'
@@ -0,0 +1,89 @@
+name: 'API: Container Checks'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  API_WORKING_DIR: ./api
+  IMAGE_NAME: prowler-api
+
+jobs:
+  api-dockerfile-lint:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check if Dockerfile changed
+        id: dockerfile-changed
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: api/Dockerfile
+
+      - name: Lint Dockerfile with Hadolint
+        if: steps.dockerfile-changed.outputs.any_changed == 'true'
+        uses: hadolint/hadolint-action@2332a7b74a6de0dda2e2221d575162eba76ba5e5 # v3.3.0
+        with:
+          dockerfile: api/Dockerfile
+          ignore: DL3013
+
+  api-container-build-and-scan:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    permissions:
+      contents: read
+      security-events: write
+      pull-requests: write
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for API changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: api/**
+          files_ignore: |
+            api/docs/**
+            api/README.md
+            api/CHANGELOG.md
+
+      - name: Set up Docker Buildx
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Build container
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: ${{ env.API_WORKING_DIR }}
+          push: false
+          load: true
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+
+      - name: Scan container with Trivy
+        if: github.repository == 'prowler-cloud/prowler' && steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/trivy-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-critical: 'false'
+          severity: 'CRITICAL'
@@ -1,228 +0,0 @@
-name: 'API: Pull Request'
-
-on:
-  push:
-    branches:
-      - 'master'
-      - 'v5.*'
-    paths:
-      - '.github/workflows/api-pull-request.yml'
-      - 'api/**'
-      - '!api/docs/**'
-      - '!api/README.md'
-      - '!api/CHANGELOG.md'
-  pull_request:
-    branches:
-      - 'master'
-      - 'v5.*'
-    paths:
-      - '.github/workflows/api-pull-request.yml'
-      - 'api/**'
-      - '!api/docs/**'
-      - '!api/README.md'
-      - '!api/CHANGELOG.md'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-env:
-  POSTGRES_HOST: localhost
-  POSTGRES_PORT: 5432
-  POSTGRES_ADMIN_USER: prowler
-  POSTGRES_ADMIN_PASSWORD: S3cret
-  POSTGRES_USER: prowler_user
-  POSTGRES_PASSWORD: prowler
-  POSTGRES_DB: postgres-db
-  VALKEY_HOST: localhost
-  VALKEY_PORT: 6379
-  VALKEY_DB: 0
-  API_WORKING_DIR: ./api
-  IMAGE_NAME: prowler-api
-
-jobs:
-  code-quality:
-    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    permissions:
-      contents: read
-    strategy:
-      matrix:
-        python-version:
-          - '3.12'
-    defaults:
-      run:
-        working-directory: ./api
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Setup Python with Poetry
-        uses: ./.github/actions/setup-python-poetry
-        with:
-          python-version: ${{ matrix.python-version }}
-          working-directory: ./api
-
-      - name: Poetry check
-        run: poetry check --lock
-
-      - name: Ruff lint
-        run: poetry run ruff check . --exclude contrib
-
-      - name: Ruff format
-        run: poetry run ruff format --check . --exclude contrib
-
-      - name: Pylint
-        run: poetry run pylint --disable=W,C,R,E -j 0 -rn -sn src/
-
-  security-scans:
-    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-    strategy:
-      matrix:
-        python-version:
-          - '3.12'
-    defaults:
-      run:
-        working-directory: ./api
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Setup Python with Poetry
-        uses: ./.github/actions/setup-python-poetry
-        with:
-          python-version: ${{ matrix.python-version }}
-          working-directory: ./api
-
-      - name: Bandit
-        run: poetry run bandit -q -lll -x '*_test.py,./contrib/' -r .
-
-      - name: Safety
-        # 76352, 76353, 77323 come from SDK, but they cannot upgrade it yet. It does not affect API
-        # TODO: Botocore needs urllib3 1.X so we need to ignore these vulnerabilities 77744,77745. Remove this once we upgrade to urllib3 2.X
-        run: poetry run safety check --ignore 70612,66963,74429,76352,76353,77323,77744,77745
-
-      - name: Vulture
-        run: poetry run vulture --exclude "contrib,tests,conftest.py" --min-confidence 100 .
-
-  tests:
-    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    permissions:
-      contents: read
-    strategy:
-      matrix:
-        python-version:
-          - '3.12'
-    defaults:
-      run:
-        working-directory: ./api
-
-    services:
-      postgres:
-        image: postgres
-        env:
-          POSTGRES_HOST: ${{ env.POSTGRES_HOST }}
-          POSTGRES_PORT: ${{ env.POSTGRES_PORT }}
-          POSTGRES_USER: ${{ env.POSTGRES_USER }}
-          POSTGRES_PASSWORD: ${{ env.POSTGRES_PASSWORD }}
-          POSTGRES_DB: ${{ env.POSTGRES_DB }}
-        ports:
-          - 5432:5432
-        options: >-
-          --health-cmd pg_isready
-          --health-interval 10s
-          --health-timeout 5s
-          --health-retries 5
-      valkey:
-        image: valkey/valkey:7-alpine3.19
-        env:
-          VALKEY_HOST: ${{ env.VALKEY_HOST }}
-          VALKEY_PORT: ${{ env.VALKEY_PORT }}
-          VALKEY_DB: ${{ env.VALKEY_DB }}
-        ports:
-          - 6379:6379
-        options: >-
-          --health-cmd "valkey-cli ping"
-          --health-interval 10s
-          --health-timeout 5s
-          --health-retries 5
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Setup Python with Poetry
-        uses: ./.github/actions/setup-python-poetry
-        with:
-          python-version: ${{ matrix.python-version }}
-          working-directory: ./api
-
-      - name: Run tests with pytest
-        run: poetry run pytest --cov=./src/backend --cov-report=xml src/backend
-
-      - name: Upload coverage reports to Codecov
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
-        env:
-          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
-        with:
-          flags: api
-
-  dockerfile-lint:
-    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Lint Dockerfile with Hadolint
-        uses: hadolint/hadolint-action@2332a7b74a6de0dda2e2221d575162eba76ba5e5 # v3.3.0
-        with:
-          dockerfile: api/Dockerfile
-          ignore: DL3013
-
-  container-build-and-scan:
-    if: github.repository == 'prowler-cloud/prowler'
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    permissions:
-      contents: read
-      security-events: write
-      pull-requests: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
-
-      - name: Build container
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.API_WORKING_DIR }}
-          push: false
-          load: true
-          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Scan container with Trivy
-        uses: ./.github/actions/trivy-scan
-        with:
-          image-name: ${{ env.IMAGE_NAME }}
-          image-tag: ${{ github.sha }}
-          fail-on-critical: 'false'
-          severity: 'CRITICAL'
@@ -0,0 +1,69 @@
+name: 'API: Security'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  API_WORKING_DIR: ./api
+
+jobs:
+  api-security-scans:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+    strategy:
+      matrix:
+        python-version:
+          - '3.12'
+    defaults:
+      run:
+        working-directory: ./api
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for API changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            api/**
+            .github/workflows/api-security.yml
+          files_ignore: |
+            api/docs/**
+            api/README.md
+            api/CHANGELOG.md
+
+      - name: Setup Python with Poetry
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/setup-python-poetry
+        with:
+          python-version: ${{ matrix.python-version }}
+          working-directory: ./api
+
+      - name: Bandit
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run bandit -q -lll -x '*_test.py,./contrib/' -r .
+
+      - name: Safety
+        if: steps.check-changes.outputs.any_changed == 'true'
+        # 76352, 76353, 77323 come from SDK, but they cannot upgrade it yet. It does not affect API
+        # TODO: Botocore needs urllib3 1.X so we need to ignore these vulnerabilities 77744,77745. Remove this once we upgrade to urllib3 2.X
+        run: poetry run safety check --ignore 70612,66963,74429,76352,76353,77323,77744,77745
+
+      - name: Vulture
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run vulture --exclude "contrib,tests,conftest.py" --min-confidence 100 .
@@ -0,0 +1,107 @@
+name: 'API: Tests'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  POSTGRES_HOST: localhost
+  POSTGRES_PORT: 5432
+  POSTGRES_ADMIN_USER: prowler
+  POSTGRES_ADMIN_PASSWORD: S3cret
+  POSTGRES_USER: prowler_user
+  POSTGRES_PASSWORD: prowler
+  POSTGRES_DB: postgres-db
+  VALKEY_HOST: localhost
+  VALKEY_PORT: 6379
+  VALKEY_DB: 0
+  API_WORKING_DIR: ./api
+
+jobs:
+  api-tests:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    permissions:
+      contents: read
+    strategy:
+      matrix:
+        python-version:
+          - '3.12'
+    defaults:
+      run:
+        working-directory: ./api
+
+    services:
+      postgres:
+        image: postgres
+        env:
+          POSTGRES_HOST: ${{ env.POSTGRES_HOST }}
+          POSTGRES_PORT: ${{ env.POSTGRES_PORT }}
+          POSTGRES_USER: ${{ env.POSTGRES_USER }}
+          POSTGRES_PASSWORD: ${{ env.POSTGRES_PASSWORD }}
+          POSTGRES_DB: ${{ env.POSTGRES_DB }}
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd pg_isready
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+      valkey:
+        image: valkey/valkey:7-alpine3.19
+        env:
+          VALKEY_HOST: ${{ env.VALKEY_HOST }}
+          VALKEY_PORT: ${{ env.VALKEY_PORT }}
+          VALKEY_DB: ${{ env.VALKEY_DB }}
+        ports:
+          - 6379:6379
+        options: >-
+          --health-cmd "valkey-cli ping"
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for API changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            api/**
+            .github/workflows/api-tests.yml
+          files_ignore: |
+            api/docs/**
+            api/README.md
+            api/CHANGELOG.md
+
+      - name: Setup Python with Poetry
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/setup-python-poetry
+        with:
+          python-version: ${{ matrix.python-version }}
+          working-directory: ./api
+
+      - name: Run tests with pytest
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run pytest --cov=./src/backend --cov-report=xml src/backend
+
+      - name: Upload coverage reports to Codecov
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: api
@@ -7,8 +7,6 @@ on:
    types:
      - 'labeled'
      - 'closed'
-    paths:
-      - '.github/workflows/backport.yml'

 concurrency:
  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
@@ -40,7 +38,7 @@ jobs:

      - name: Backport PR
        if: steps.label_check.outputs.label_check == 'success'
-        uses: sorenlouv/backport-github-action@ad888e978060bc1b2798690dd9d03c4036560947 # v9.5.1
+        uses: sorenlouv/backport-github-action@516854e7c9f962b9939085c9a92ea28411d1ae90 # v10.2.0
        with:
          github_token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          auto_backport_label_prefix: ${{ env.BACKPORT_LABEL_PREFIX }}
@@ -0,0 +1,39 @@
+name: 'Tools: Comment Label Update'
+
+on:
+  issue_comment:
+    types:
+      - 'created'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.issue.number }}
+  cancel-in-progress: false
+
+jobs:
+  update-labels:
+    if: contains(github.event.issue.labels.*.name, 'status/awaiting-response')
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      issues: write
+      pull-requests: write
+
+    steps:
+      - name: Remove 'status/awaiting-response' label
+        env:
+          GH_TOKEN: ${{ github.token }}
+          ISSUE_NUMBER: ${{ github.event.issue.number }}
+        run: |
+          echo "Removing 'status/awaiting-response' label from #$ISSUE_NUMBER"
+          gh api /repos/${{ github.repository }}/issues/$ISSUE_NUMBER/labels/status%2Fawaiting-response \
+            -X DELETE
+
+      - name: Add 'status/waiting-for-revision' label
+        env:
+          GH_TOKEN: ${{ github.token }}
+          ISSUE_NUMBER: ${{ github.event.issue.number }}
+        run: |
+          echo "Adding 'status/waiting-for-revision' label to #$ISSUE_NUMBER"
+          gh api /repos/${{ github.repository }}/issues/$ISSUE_NUMBER/labels \
+            -X POST \
+            -f labels[]='status/waiting-for-revision'
@@ -26,6 +26,6 @@ jobs:

    steps:
      - name: Check PR title format
-        uses: agenthunt/conventional-commit-checker-action@9e552d650d0e205553ec7792d447929fc78e012b # v2.0.0
+        uses: agenthunt/conventional-commit-checker-action@f1823f632e95a64547566dcd2c7da920e67117ad # v2.0.1
        with:
          pr-title-regex: '^(feat|fix|docs|style|refactor|perf|test|chore|build|ci|revert)(\([^)]+\))?!?: .+'
@@ -28,6 +28,6 @@ jobs:
          fetch-depth: 0

      - name: Scan for secrets with TruffleHog
-        uses: trufflesecurity/trufflehog@ad6fc8fb446b8fafbf7ea8193d2d6bfd42f45690 # v3.90.11
+        uses: trufflesecurity/trufflehog@b84c3d14d189e16da175e2c27fa8136603783ffc # v3.90.12
        with:
          extra_args: '--results=verified,unknown'
@@ -1,34 +0,0 @@
-name: Label Community Contributors PRs
-
-on:
-  pull_request:
-    types: [opened]
-
-jobs:
-  add-community-label:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: write
-
-    steps:
-      - name: Label community contributors
-        env:
-          GH_TOKEN: ${{ github.token }}
-        run: |
-          # Fetch fresh PR data to get current author_association
-          ASSOCIATION=$(gh api /repos/${{ github.repository }}/pulls/${{ github.event.number }} --jq '.author_association')
-          AUTHOR=$(gh api /repos/${{ github.repository }}/pulls/${{ github.event.number }} --jq '.user.login')
-
-          echo "Author: $AUTHOR, Association: $ASSOCIATION"
-
-          # Members have associations like: OWNER, MEMBER, COLLABORATOR
-          # Non-members have: CONTRIBUTOR, FIRST_TIME_CONTRIBUTOR, FIRST_TIMER, NONE
-          if [[ "$ASSOCIATION" != "OWNER" && "$ASSOCIATION" != "MEMBER" && "$ASSOCIATION" != "COLLABORATOR" ]]; then
-            gh api /repos/${{ github.repository }}/issues/${{ github.event.number }}/labels \
-              -X POST \
-              -f labels[]='community'
-            echo "Added 'community' label for $ASSOCIATION contributor"
-          else
-            echo "Skipped labeling for $ASSOCIATION"
-          fi
@@ -27,3 +27,66 @@ jobs:
        uses: actions/labeler@634933edcd8ababfe52f92936142cc22ac488b1b # v6.0.1
        with:
          sync-labels: true
+
+  label-community:
+    name: Add 'community' label if the PR is from a community contributor
+    needs: labeler
+    if: github.repository == 'prowler-cloud/prowler' && github.event.action == 'opened'
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+
+    steps:
+      - name: Check if author is org member
+        id: check_membership
+        env:
+          AUTHOR: ${{ github.event.pull_request.user.login }}
+        run: |
+          # Hardcoded list of prowler-cloud organization members
+          # This list includes members who have set their organization membership as private
+          ORG_MEMBERS=(
+            "AdriiiPRodri"
+            "Alan-TheGentleman"
+            "alejandrobailo"
+            "amitsharm"
+            "andoniaf"
+            "cesararroba"
+            "Chan9390"
+            "danibarranqueroo"
+            "HugoPBrito"
+            "jfagoagas"
+            "josemazo"
+            "lydiavilchez"
+            "mmuller88"
+            "MrCloudSec"
+            "pedrooot"
+            "prowler-bot"
+            "puchy22"
+            "rakan-pro"
+            "RosaRivasProwler"
+            "StylusFrost"
+            "toniblyx"
+            "vicferpoy"
+          )
+
+          echo "Checking if $AUTHOR is a member of prowler-cloud organization"
+
+          # Check if author is in the org members list
+          if printf '%s\n' "${ORG_MEMBERS[@]}" | grep -q "^${AUTHOR}$"; then
+            echo "is_member=true" >> $GITHUB_OUTPUT
+            echo "$AUTHOR is an organization member"
+          else
+            echo "is_member=false" >> $GITHUB_OUTPUT
+            echo "$AUTHOR is not an organization member"
+          fi
+
+      - name: Add community label
+        if: steps.check_membership.outputs.is_member == 'false'
+        env:
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          echo "Adding 'community' label to PR #$PR_NUMBER"
+          gh api /repos/${{ github.repository }}/issues/${{ github.event.number }}/labels \
+            -X POST \
+            -f labels[]='community'
@@ -16,7 +16,7 @@ permissions:

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
+  cancel-in-progress: false

 env:
  # Tags
@@ -43,7 +43,16 @@ jobs:

  container-build-push:
    needs: setup
-    runs-on: ubuntu-latest
+    runs-on: ${{ matrix.runner }} 
+    strategy:
+      matrix:
+        include:
+          - platform: linux/amd64
+            runner: ubuntu-latest
+            arch: amd64
+          - platform: linux/arm64
+            runner: ubuntu-24.04-arm
+            arch: arm64
    timeout-minutes: 30
    permissions:
      contents: read
@@ -61,47 +70,111 @@ jobs:
      - name: Set up Docker Buildx
        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

-      - name: Build and push MCP container (latest)
-        if: github.event_name == 'push'
+      - name: Build and push MCP container for ${{ matrix.arch }}
+        if: github.event_name == 'push' || github.event_name == 'release'
        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
        with:
          context: ${{ env.WORKING_DIRECTORY }}
          push: true
+          platforms: ${{ matrix.platform }}
          tags: |
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
          labels: |
            org.opencontainers.image.title=Prowler MCP Server
            org.opencontainers.image.description=Model Context Protocol server for Prowler
            org.opencontainers.image.vendor=ProwlerPro, Inc.
            org.opencontainers.image.source=https://github.com/${{ github.repository }}
            org.opencontainers.image.revision=${{ github.sha }}
-            org.opencontainers.image.created=${{ github.event.head_commit.timestamp }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
+            org.opencontainers.image.created=${{ github.event_name == 'release' && github.event.release.published_at || github.event.head_commit.timestamp }}
+            ${{ github.event_name == 'release' && format('org.opencontainers.image.version={0}', env.RELEASE_TAG) || '' }}
+          cache-from: type=gha,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}

-      - name: Build and push MCP container (release)
+      - name: Notify container push started
        if: github.event_name == 'release'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: MCP
+          RELEASE_TAG: ${{ env.RELEASE_TAG }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
        with:
-          context: ${{ env.WORKING_DIRECTORY }}
-          push: true
-          tags: |
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.RELEASE_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }}
-          labels: |
-            org.opencontainers.image.title=Prowler MCP Server
-            org.opencontainers.image.description=Model Context Protocol server for Prowler
-            org.opencontainers.image.vendor=ProwlerPro, Inc.
-            org.opencontainers.image.version=${{ env.RELEASE_TAG }}
-            org.opencontainers.image.source=https://github.com/${{ github.repository }}
-            org.opencontainers.image.revision=${{ github.sha }}
-            org.opencontainers.image.created=${{ github.event.release.published_at }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-started.json"

-      - name: Trigger MCP deployment
+      - name: Notify container push completed
+        if: github.event_name == 'release' && always()
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: MCP
+          RELEASE_TAG: ${{ env.RELEASE_TAG }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
+          step-outcome: ${{ steps.container-push.outcome }}
+
+  # Create and push multi-architecture manifest
+  create-manifest:
+    needs: [setup, container-build-push]
+    if: github.event_name == 'push' || github.event_name == 'release'
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Login to DockerHub
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Create and push manifests for push event
        if: github.event_name == 'push'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64
+
+      - name: Create and push manifests for release event
+        if: github.event_name == 'release'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.RELEASE_TAG }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64
+            
+      - name: Install regctl
+        if: always()
+        uses: regclient/actions/regctl-installer@main
+
+      - name: Cleanup intermediate architecture tags
+        if: always()
+        run: |
+          echo "Cleaning up intermediate tags..."
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64" || true
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64" || true
+          echo "Cleanup completed"
+
+  trigger-deployment:
+    if: github.event_name == 'push'
+    needs: [setup, container-build-push]
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+
+    steps:
+      - name: Trigger MCP deployment
        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
        with:
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -1,24 +1,14 @@
-name: 'MCP: Pull Request'
+name: 'MCP: Container Checks'

 on:
  push:
    branches:
      - 'master'
      - 'v5.*'
-    paths:
-      - '.github/workflows/mcp-pull-request.yml'
-      - 'mcp_server/**'
-      - '!mcp_server/README.md'
-      - '!mcp_server/CHANGELOG.md'
  pull_request:
    branches:
      - 'master'
      - 'v5.*'
-    paths:
-      - '.github/workflows/mcp-pull-request.yml'
-      - 'mcp_server/**'
-      - '!mcp_server/README.md'
-      - '!mcp_server/CHANGELOG.md'

 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
@@ -29,8 +19,7 @@ env:
  IMAGE_NAME: prowler-mcp

 jobs:
-  dockerfile-lint:
-    if: github.repository == 'prowler-cloud/prowler'
+  mcp-dockerfile-lint:
    runs-on: ubuntu-latest
    timeout-minutes: 15
    permissions:
@@ -40,13 +29,19 @@ jobs:
      - name: Checkout repository
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

+      - name: Check if Dockerfile changed
+        id: dockerfile-changed
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: mcp_server/Dockerfile
+
      - name: Lint Dockerfile with Hadolint
+        if: steps.dockerfile-changed.outputs.any_changed == 'true'
        uses: hadolint/hadolint-action@2332a7b74a6de0dda2e2221d575162eba76ba5e5 # v3.3.0
        with:
          dockerfile: mcp_server/Dockerfile

-  container-build-and-scan:
-    if: github.repository == 'prowler-cloud/prowler'
+  mcp-container-build-and-scan:
    runs-on: ubuntu-latest
    timeout-minutes: 30
    permissions:
@@ -58,10 +53,21 @@ jobs:
      - name: Checkout repository
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

+      - name: Check for MCP changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: mcp_server/**
+          files_ignore: |
+            mcp_server/README.md
+            mcp_server/CHANGELOG.md
+
      - name: Set up Docker Buildx
+        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build MCP container
+        if: steps.check-changes.outputs.any_changed == 'true'
        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
        with:
          context: ${{ env.MCP_WORKING_DIR }}
@@ -72,6 +78,7 @@ jobs:
          cache-to: type=gha,mode=max

      - name: Scan MCP container with Trivy
+        if: github.repository == 'prowler-cloud/prowler' && steps.check-changes.outputs.any_changed == 'true'
        uses: ./.github/actions/trivy-scan
        with:
          image-name: ${{ env.IMAGE_NAME }}
@@ -83,7 +83,7 @@ jobs:

      - name: Update PR comment with changelog status
        if: github.event.pull_request.head.repo.full_name == github.repository
-        uses: peter-evans/create-or-update-comment@71345be0265236311c031f5c7866368bd1eff043 # v4.0.0
+        uses: peter-evans/create-or-update-comment@e8674b075228eee787fea43ef493e45ece1004c9 # v5.0.0
        with:
          issue-number: ${{ github.event.pull_request.number }}
          comment-id: ${{ steps.find-comment.outputs.comment-id }}
@@ -97,7 +97,7 @@ jobs:
          body-includes: '<!-- conflict-checker-comment -->'

      - name: Create or update comment
-        uses: peter-evans/create-or-update-comment@71345be0265236311c031f5c7866368bd1eff043 # v4.0.0
+        uses: peter-evans/create-or-update-comment@e8674b075228eee787fea43ef493e45ece1004c9 # v5.0.0
        with:
          comment-id: ${{ steps.find-comment.outputs.comment-id }}
          issue-number: ${{ github.event.pull_request.number }}
@@ -47,7 +47,7 @@ jobs:
        git config --global user.name 'prowler-bot'
        git config --global user.email '179230569+prowler-bot@users.noreply.github.com'

-    - name: Parse version and read changelogs
+    - name: Parse version and determine branch
      run: |
        # Validate version format (reusing pattern from sdk-bump-version.yml)
        if [[ $PROWLER_VERSION =~ ^([0-9]+)\.([0-9]+)\.([0-9]+)$ ]]; then
@@ -64,66 +64,83 @@ jobs:
          BRANCH_NAME="v${MAJOR_VERSION}.${MINOR_VERSION}"
          echo "BRANCH_NAME=${BRANCH_NAME}" >> "${GITHUB_ENV}"

-          # Function to extract the latest version from changelog
-          extract_latest_version() {
-            local changelog_file="$1"
-            if [ -f "$changelog_file" ]; then
-              # Extract the first version entry (most recent) from changelog
-              # Format: ## [version] (1.2.3) or ## [vversion] (v1.2.3)
-              local version=$(grep -m 1 '^## \[' "$changelog_file" | sed 's/^## \[\(.*\)\].*/\1/' | sed 's/^v//' | tr -d '[:space:]')
-              echo "$version"
-            else
-              echo ""
-            fi
-          }
-
-          # Read actual versions from changelogs (source of truth)
-          UI_VERSION=$(extract_latest_version "ui/CHANGELOG.md")
-          API_VERSION=$(extract_latest_version "api/CHANGELOG.md")
-          SDK_VERSION=$(extract_latest_version "prowler/CHANGELOG.md")
-          MCP_VERSION=$(extract_latest_version "mcp_server/CHANGELOG.md")
-
-          echo "UI_VERSION=${UI_VERSION}" >> "${GITHUB_ENV}"
-          echo "API_VERSION=${API_VERSION}" >> "${GITHUB_ENV}"
-          echo "SDK_VERSION=${SDK_VERSION}" >> "${GITHUB_ENV}"
-          echo "MCP_VERSION=${MCP_VERSION}" >> "${GITHUB_ENV}"
-
-          if [ -n "$UI_VERSION" ]; then
-            echo "Read UI version from changelog: $UI_VERSION"
-          else
-            echo "Warning: No UI version found in ui/CHANGELOG.md"
-          fi
-
-          if [ -n "$API_VERSION" ]; then
-            echo "Read API version from changelog: $API_VERSION"
-          else
-            echo "Warning: No API version found in api/CHANGELOG.md"
-          fi
-
-          if [ -n "$SDK_VERSION" ]; then
-            echo "Read SDK version from changelog: $SDK_VERSION"
-          else
-            echo "Warning: No SDK version found in prowler/CHANGELOG.md"
-          fi
-
-          if [ -n "$MCP_VERSION" ]; then
-            echo "Read MCP version from changelog: $MCP_VERSION"
-          else
-            echo "Warning: No MCP version found in mcp_server/CHANGELOG.md"
-          fi
-
          echo "Prowler version: $PROWLER_VERSION"
          echo "Branch name: $BRANCH_NAME"
-          echo "UI version: $UI_VERSION"
-          echo "API version: $API_VERSION"
-          echo "SDK version: $SDK_VERSION"
-          echo "MCP version: $MCP_VERSION"
          echo "Is minor release: $([ $PATCH_VERSION -eq 0 ] && echo 'true' || echo 'false')"
        else
          echo "Invalid version syntax: '$PROWLER_VERSION' (must be N.N.N)" >&2
          exit 1
        fi

+    - name: Checkout release branch
+      run: |
+        echo "Checking out branch $BRANCH_NAME for release $PROWLER_VERSION..."
+        if git show-ref --verify --quiet "refs/heads/$BRANCH_NAME"; then
+          echo "Branch $BRANCH_NAME exists locally, checking out..."
+          git checkout "$BRANCH_NAME"
+        elif git show-ref --verify --quiet "refs/remotes/origin/$BRANCH_NAME"; then
+          echo "Branch $BRANCH_NAME exists remotely, checking out..."
+          git checkout -b "$BRANCH_NAME" "origin/$BRANCH_NAME"
+        else
+          echo "ERROR: Branch $BRANCH_NAME does not exist. For minor releases (X.Y.0), create it manually first. For patch releases (X.Y.Z), the branch should already exist."
+          exit 1
+        fi
+
+    - name: Read changelog versions from release branch
+      run: |
+        # Function to extract the latest version from changelog
+        extract_latest_version() {
+          local changelog_file="$1"
+          if [ -f "$changelog_file" ]; then
+            # Extract the first version entry (most recent) from changelog
+            # Format: ## [version] (1.2.3) or ## [vversion] (v1.2.3)
+            local version=$(grep -m 1 '^## \[' "$changelog_file" | sed 's/^## \[\(.*\)\].*/\1/' | sed 's/^v//' | tr -d '[:space:]')
+            echo "$version"
+          else
+            echo ""
+          fi
+        }
+
+        # Read actual versions from changelogs (source of truth)
+        UI_VERSION=$(extract_latest_version "ui/CHANGELOG.md")
+        API_VERSION=$(extract_latest_version "api/CHANGELOG.md")
+        SDK_VERSION=$(extract_latest_version "prowler/CHANGELOG.md")
+        MCP_VERSION=$(extract_latest_version "mcp_server/CHANGELOG.md")
+
+        echo "UI_VERSION=${UI_VERSION}" >> "${GITHUB_ENV}"
+        echo "API_VERSION=${API_VERSION}" >> "${GITHUB_ENV}"
+        echo "SDK_VERSION=${SDK_VERSION}" >> "${GITHUB_ENV}"
+        echo "MCP_VERSION=${MCP_VERSION}" >> "${GITHUB_ENV}"
+
+        if [ -n "$UI_VERSION" ]; then
+          echo "Read UI version from changelog: $UI_VERSION"
+        else
+          echo "Warning: No UI version found in ui/CHANGELOG.md"
+        fi
+
+        if [ -n "$API_VERSION" ]; then
+          echo "Read API version from changelog: $API_VERSION"
+        else
+          echo "Warning: No API version found in api/CHANGELOG.md"
+        fi
+
+        if [ -n "$SDK_VERSION" ]; then
+          echo "Read SDK version from changelog: $SDK_VERSION"
+        else
+          echo "Warning: No SDK version found in prowler/CHANGELOG.md"
+        fi
+
+        if [ -n "$MCP_VERSION" ]; then
+          echo "Read MCP version from changelog: $MCP_VERSION"
+        else
+          echo "Warning: No MCP version found in mcp_server/CHANGELOG.md"
+        fi
+
+        echo "UI version: $UI_VERSION"
+        echo "API version: $API_VERSION"
+        echo "SDK version: $SDK_VERSION"
+        echo "MCP version: $MCP_VERSION"
+
    - name: Extract and combine changelog entries
      run: |
        set -e
@@ -255,21 +272,6 @@ jobs:
        echo "Combined changelog preview:"
        cat combined_changelog.md

-    - name: Checkout release branch for patch release
-      if: ${{ env.PATCH_VERSION != '0' }}
-      run: |
-        echo "Patch release detected, checking out existing branch $BRANCH_NAME..."
-        if git show-ref --verify --quiet "refs/heads/$BRANCH_NAME"; then
-          echo "Branch $BRANCH_NAME exists locally, checking out..."
-          git checkout "$BRANCH_NAME"
-        elif git show-ref --verify --quiet "refs/remotes/origin/$BRANCH_NAME"; then
-          echo "Branch $BRANCH_NAME exists remotely, checking out..."
-          git checkout -b "$BRANCH_NAME" "origin/$BRANCH_NAME"
-        else
-          echo "ERROR: Branch $BRANCH_NAME should exist for patch release $PROWLER_VERSION"
-          exit 1
-        fi
-
    - name: Verify SDK version in pyproject.toml
      run: |
        CURRENT_VERSION=$(grep '^version = ' pyproject.toml | sed -E 's/version = "([^"]+)"/\1/' | tr -d '[:space:]')
@@ -323,18 +325,6 @@ jobs:
        fi
        echo "✓ api/src/backend/api/v1/views.py version: $CURRENT_API_VERSION"

-    - name: Checkout release branch for minor release
-      if: ${{ env.PATCH_VERSION == '0' }}
-      run: |
-        echo "Minor release detected (patch = 0), checking out existing branch $BRANCH_NAME..."
-        if git show-ref --verify --quiet "refs/remotes/origin/$BRANCH_NAME"; then
-          echo "Branch $BRANCH_NAME exists remotely, checking out..."
-          git checkout -b "$BRANCH_NAME" "origin/$BRANCH_NAME"
-        else
-          echo "ERROR: Branch $BRANCH_NAME should exist for minor release $PROWLER_VERSION. Please create it manually first."
-          exit 1
-        fi
-
    - name: Update API prowler dependency for minor release
      if: ${{ env.PATCH_VERSION == '0' }}
      run: |
@@ -392,7 +382,7 @@ jobs:
          no-changelog

    - name: Create draft release
-      uses: softprops/action-gh-release@6cbd405e2c4e67a21c47fa9e383d020e4e28b836 # v2.3.3
+      uses: softprops/action-gh-release@6da8fa9354ddfdc4aeace5fc48d7f679b5214090 # v2.4.1
      with:
        tag_name: ${{ env.PROWLER_VERSION }}
        name: Prowler ${{ env.PROWLER_VERSION }}
@@ -1,202 +0,0 @@
-name: SDK - Build and Push containers
-
-on:
-  push:
-    branches:
-      # For `v3-latest`
-      - "v3"
-      # For `v4-latest`
-      - "v4.6"
-      # For `latest`
-      - "master"
-    paths-ignore:
-      - ".github/**"
-      - "README.md"
-      - "docs/**"
-      - "ui/**"
-      - "api/**"
-
-  release:
-    types: [published]
-
-env:
-  # AWS Configuration
-  AWS_REGION_STG: eu-west-1
-  AWS_REGION_PLATFORM: eu-west-1
-  AWS_REGION: us-east-1
-
-  # Container's configuration
-  IMAGE_NAME: prowler
-  DOCKERFILE_PATH: ./Dockerfile
-
-  # Tags
-  LATEST_TAG: latest
-  STABLE_TAG: stable
-  # The RELEASE_TAG is set during runtime in releases
-  RELEASE_TAG: ""
-  # The PROWLER_VERSION and PROWLER_VERSION_MAJOR are set during runtime in releases
-  PROWLER_VERSION: ""
-  PROWLER_VERSION_MAJOR: ""
-  # TEMPORARY_TAG: temporary
-
-  # Python configuration
-  PYTHON_VERSION: 3.12
-
-  # Container Registries
-  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
-  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler
-
-jobs:
-  # Build Prowler OSS container
-  container-build-push:
-    # needs: dockerfile-linter
-    runs-on: ubuntu-latest
-    outputs:
-      prowler_version_major: ${{ steps.get-prowler-version.outputs.PROWLER_VERSION_MAJOR }}
-      prowler_version: ${{ steps.get-prowler-version.outputs.PROWLER_VERSION }}
-    env:
-      POETRY_VIRTUALENVS_CREATE: "false"
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
-        with:
-          python-version: ${{ env.PYTHON_VERSION }}
-
-      - name: Install Poetry
-        run: |
-          pipx install poetry==2.*
-          pipx inject poetry poetry-bumpversion
-
-      - name: Get Prowler version
-        id: get-prowler-version
-        run: |
-          PROWLER_VERSION="$(poetry version -s 2>/dev/null)"
-          echo "PROWLER_VERSION=${PROWLER_VERSION}" >> "${GITHUB_ENV}"
-          echo "PROWLER_VERSION=${PROWLER_VERSION}" >> "${GITHUB_OUTPUT}"
-
-          # Store prowler version major just for the release
-          PROWLER_VERSION_MAJOR="${PROWLER_VERSION%%.*}"
-          echo "PROWLER_VERSION_MAJOR=${PROWLER_VERSION_MAJOR}" >> "${GITHUB_ENV}"
-          echo "PROWLER_VERSION_MAJOR=${PROWLER_VERSION_MAJOR}" >> "${GITHUB_OUTPUT}"
-
-          case ${PROWLER_VERSION_MAJOR} in
-          3)
-              echo "LATEST_TAG=v3-latest" >> "${GITHUB_ENV}"
-              echo "STABLE_TAG=v3-stable" >> "${GITHUB_ENV}"
-              ;;
-
-
-          4)
-              echo "LATEST_TAG=v4-latest" >> "${GITHUB_ENV}"
-              echo "STABLE_TAG=v4-stable" >> "${GITHUB_ENV}"
-              ;;
-
-          5)
-              echo "LATEST_TAG=latest" >> "${GITHUB_ENV}"
-              echo "STABLE_TAG=stable" >> "${GITHUB_ENV}"
-              ;;
-
-          *)
-              # Fallback if any other version is present
-              echo "Releasing another Prowler major version, aborting..."
-              exit 1
-              ;;
-          esac
-
-      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      - name: Login to Public ECR
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
-        with:
-          registry: public.ecr.aws
-          username: ${{ secrets.PUBLIC_ECR_AWS_ACCESS_KEY_ID }}
-          password: ${{ secrets.PUBLIC_ECR_AWS_SECRET_ACCESS_KEY }}
-        env:
-          AWS_REGION: ${{ env.AWS_REGION }}
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
-
-      - name: Build and push container image (latest)
-        if: github.event_name == 'push'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          push: true
-          tags: |
-            ${{ secrets.DOCKER_HUB_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ env.LATEST_TAG }}
-            ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ env.LATEST_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }}
-          file: ${{ env.DOCKERFILE_PATH }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Build and push container image (release)
-        if: github.event_name == 'release'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          # Use local context to get changes
-          # https://github.com/docker/build-push-action#path-context
-          context: .
-          push: true
-          tags: |
-            ${{ secrets.DOCKER_HUB_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ env.PROWLER_VERSION }}
-            ${{ secrets.DOCKER_HUB_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ env.STABLE_TAG }}
-            ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ env.PROWLER_VERSION }}
-            ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ env.STABLE_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.PROWLER_VERSION }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }}
-          file: ${{ env.DOCKERFILE_PATH }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-#      - name: Push README to Docker Hub (toniblyx)
-#        uses: peter-evans/dockerhub-description@432a30c9e07499fd01da9f8a49f0faf9e0ca5b77 # v4.0.2
-#        with:
-#          username: ${{ secrets.DOCKERHUB_USERNAME }}
-#          password: ${{ secrets.DOCKERHUB_TOKEN }}
-#          repository: ${{ env.DOCKER_HUB_REPOSITORY }}/${{ env.IMAGE_NAME }}
-#          readme-filepath: ./README.md
-#
-#      - name: Push README to Docker Hub (prowlercloud)
-#        uses: peter-evans/dockerhub-description@432a30c9e07499fd01da9f8a49f0faf9e0ca5b77 # v4.0.2
-#        with:
-#          username: ${{ secrets.DOCKERHUB_USERNAME }}
-#          password: ${{ secrets.DOCKERHUB_TOKEN }}
-#          repository: ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}
-#          readme-filepath: ./README.md
-
-  dispatch-action:
-    needs: container-build-push
-    runs-on: ubuntu-latest
-    steps:
-      - name: Get latest commit info (latest)
-        if: github.event_name == 'push'
-        run: |
-          LATEST_COMMIT_HASH=$(echo ${{ github.event.after }} | cut -b -7)
-          echo "LATEST_COMMIT_HASH=${LATEST_COMMIT_HASH}" >> $GITHUB_ENV
-
-      - name: Dispatch event (latest)
-        if: github.event_name == 'push' && needs.container-build-push.outputs.prowler_version_major == '3'
-        run: |
-          curl https://api.github.com/repos/${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}/dispatches \
-            -H "Accept: application/vnd.github+json" \
-            -H "Authorization: Bearer ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            --data '{"event_type":"dispatch","client_payload":{"version":"v3-latest", "tag": "${{ env.LATEST_COMMIT_HASH }}"}}'
-
-      - name: Dispatch event (release)
-        if: github.event_name == 'release' && needs.container-build-push.outputs.prowler_version_major == '3'
-        run: |
-          curl https://api.github.com/repos/${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}/dispatches \
-            -H "Accept: application/vnd.github+json" \
-            -H "Authorization: Bearer ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            --data '{"event_type":"dispatch","client_payload":{"version":"release", "tag":"${{ needs.container-build-push.outputs.prowler_version }}"}}'
@@ -1,146 +1,218 @@
-name: SDK - Bump Version
+name: 'SDK: Bump Version'

 on:
  release:
-    types: [published]
+    types:
+      - 'published'

+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.release.tag_name }}
+  cancel-in-progress: false

 env:
  PROWLER_VERSION: ${{ github.event.release.tag_name }}
  BASE_BRANCH: master

 jobs:
-  bump-version:
-    name: Bump Version
+  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 }}
    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Get Prowler version
-        shell: bash
+      - 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]}
-            FIX_VERSION=${BASH_REMATCH[3]}
+            PATCH_VERSION=${BASH_REMATCH[3]}

-            # Export version components to GitHub environment
-            echo "MAJOR_VERSION=${MAJOR_VERSION}" >> "${GITHUB_ENV}"
-            echo "MINOR_VERSION=${MINOR_VERSION}" >> "${GITHUB_ENV}"
-            echo "FIX_VERSION=${FIX_VERSION}" >> "${GITHUB_ENV}"
+            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
-                if (( FIX_VERSION == 0 )); then
-                  echo "Minor Release: $PROWLER_VERSION"
+            if (( MAJOR_VERSION != 5 )); then
+              echo "::error::Releasing another Prowler major version, aborting..."
+              exit 1
+            fi

-                  # Set up next minor version for master
-                  BUMP_VERSION_TO=${MAJOR_VERSION}.$((MINOR_VERSION + 1)).${FIX_VERSION}
-                  echo "BUMP_VERSION_TO=${BUMP_VERSION_TO}" >> "${GITHUB_ENV}"
-
-                  TARGET_BRANCH=${BASE_BRANCH}
-                  echo "TARGET_BRANCH=${TARGET_BRANCH}" >> "${GITHUB_ENV}"
-
-                  # Set up patch version for version branch
-                  PATCH_VERSION_TO=${MAJOR_VERSION}.${MINOR_VERSION}.1
-                  echo "PATCH_VERSION_TO=${PATCH_VERSION_TO}" >> "${GITHUB_ENV}"
-
-                  VERSION_BRANCH=v${MAJOR_VERSION}.${MINOR_VERSION}
-                  echo "VERSION_BRANCH=${VERSION_BRANCH}" >> "${GITHUB_ENV}"
-
-                  echo "Bumping to next minor version: ${BUMP_VERSION_TO} in branch ${TARGET_BRANCH}"
-                  echo "Bumping to next patch version: ${PATCH_VERSION_TO} in branch ${VERSION_BRANCH}"
-                else
-                  echo "Patch Release: $PROWLER_VERSION"
-
-                  BUMP_VERSION_TO=${MAJOR_VERSION}.${MINOR_VERSION}.$((FIX_VERSION + 1))
-                  echo "BUMP_VERSION_TO=${BUMP_VERSION_TO}" >> "${GITHUB_ENV}"
-
-                  TARGET_BRANCH=v${MAJOR_VERSION}.${MINOR_VERSION}
-                  echo "TARGET_BRANCH=${TARGET_BRANCH}" >> "${GITHUB_ENV}"
-
-                  echo "Bumping to next patch version: ${BUMP_VERSION_TO} in branch ${TARGET_BRANCH}"
-                fi
+            if (( PATCH_VERSION == 0 )); then
+              echo "is_minor=true" >> "${GITHUB_OUTPUT}"
+              echo "is_patch=false" >> "${GITHUB_OUTPUT}"
+              echo "✓ Minor release detected: $PROWLER_VERSION"
            else
-                echo "Releasing another Prowler major version, aborting..."
-                exit 1
+              echo "is_minor=false" >> "${GITHUB_OUTPUT}"
+              echo "is_patch=true" >> "${GITHUB_OUTPUT}"
+              echo "✓ Patch release detected: $PROWLER_VERSION"
            fi
          else
-            echo "Invalid version syntax: '$PROWLER_VERSION' (must be N.N.N)" >&2
+            echo "::error::Invalid version syntax: '$PROWLER_VERSION' (must be X.Y.Z)"
            exit 1
          fi

-      - name: Bump versions in files
+  bump-minor-version:
+    needs: detect-release-type
+    if: needs.detect-release-type.outputs.is_minor == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+      pull-requests: write
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Calculate next minor version
        run: |
-            echo "Using PROWLER_VERSION=$PROWLER_VERSION"
-            echo "Using BUMP_VERSION_TO=$BUMP_VERSION_TO"
+          MAJOR_VERSION=${{ needs.detect-release-type.outputs.major_version }}
+          MINOR_VERSION=${{ needs.detect-release-type.outputs.minor_version }}

-            set -e
+          NEXT_MINOR_VERSION=${MAJOR_VERSION}.$((MINOR_VERSION + 1)).0
+          echo "NEXT_MINOR_VERSION=${NEXT_MINOR_VERSION}" >> "${GITHUB_ENV}"

-            echo "Bumping version in pyproject.toml ..."
-            sed -i "s|version = \"${PROWLER_VERSION}\"|version = \"${BUMP_VERSION_TO}\"|" pyproject.toml
+          echo "Current version: $PROWLER_VERSION"
+          echo "Next minor version: $NEXT_MINOR_VERSION"

-            echo "Bumping version in prowler/config/config.py ..."
-            sed -i "s|prowler_version = \"${PROWLER_VERSION}\"|prowler_version = \"${BUMP_VERSION_TO}\"|" prowler/config/config.py
+      - name: Bump versions in files for master
+        run: |
+          set -e

-            echo "Bumping version in .env ..."
-            sed -i "s|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${PROWLER_VERSION}|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${BUMP_VERSION_TO}|" .env
+          sed -i "s|version = \"${PROWLER_VERSION}\"|version = \"${NEXT_MINOR_VERSION}\"|" pyproject.toml
+          sed -i "s|prowler_version = \"${PROWLER_VERSION}\"|prowler_version = \"${NEXT_MINOR_VERSION}\"|" prowler/config/config.py
+          sed -i "s|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${PROWLER_VERSION}|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${NEXT_MINOR_VERSION}|" .env

-            git --no-pager diff
+          echo "Files modified:"
+          git --no-pager diff

-      - name: Create Pull Request
+      - name: Create PR for next minor version to master
        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
-            author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
-            token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-            base: ${{ env.TARGET_BRANCH }}
-            commit-message: "chore(release): Bump version to v${{ env.BUMP_VERSION_TO }}"
-            branch: "version-bump-to-v${{ env.BUMP_VERSION_TO }}"
-            title: "chore(release): Bump version to v${{ env.BUMP_VERSION_TO }}"
-            labels: no-changelog
-            body: |
-              ### Description
+          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 }}'
+          labels: no-changelog
+          body: |
+            ### Description

-              Bump Prowler version to v${{ env.BUMP_VERSION_TO }}
+            Bump Prowler version to v${{ env.NEXT_MINOR_VERSION }} after releasing v${{ env.PROWLER_VERSION }}.

-              ### License
+            ### License

-              By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
+            By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.

-      - name: Handle patch version for minor release
-        if: env.FIX_VERSION == '0'
+      - name: Checkout version branch
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        with:
+          ref: v${{ needs.detect-release-type.outputs.major_version }}.${{ needs.detect-release-type.outputs.minor_version }}
+
+      - name: Calculate first patch version
        run: |
-            echo "Using PROWLER_VERSION=$PROWLER_VERSION"
-            echo "Using PATCH_VERSION_TO=$PATCH_VERSION_TO"
+          MAJOR_VERSION=${{ needs.detect-release-type.outputs.major_version }}
+          MINOR_VERSION=${{ needs.detect-release-type.outputs.minor_version }}

-            set -e
+          FIRST_PATCH_VERSION=${MAJOR_VERSION}.${MINOR_VERSION}.1
+          VERSION_BRANCH=v${MAJOR_VERSION}.${MINOR_VERSION}

-            echo "Bumping version in pyproject.toml ..."
-            sed -i "s|version = \"${PROWLER_VERSION}\"|version = \"${PATCH_VERSION_TO}\"|" pyproject.toml
+          echo "FIRST_PATCH_VERSION=${FIRST_PATCH_VERSION}" >> "${GITHUB_ENV}"
+          echo "VERSION_BRANCH=${VERSION_BRANCH}" >> "${GITHUB_ENV}"

-            echo "Bumping version in prowler/config/config.py ..."
-            sed -i "s|prowler_version = \"${PROWLER_VERSION}\"|prowler_version = \"${PATCH_VERSION_TO}\"|" prowler/config/config.py
+          echo "First patch version: $FIRST_PATCH_VERSION"
+          echo "Version branch: $VERSION_BRANCH"

-            echo "Bumping version in .env ..."
-            sed -i "s|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${PROWLER_VERSION}|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${PATCH_VERSION_TO}|" .env
+      - name: Bump versions in files for version branch
+        run: |
+          set -e

-            git --no-pager diff
+          sed -i "s|version = \"${PROWLER_VERSION}\"|version = \"${FIRST_PATCH_VERSION}\"|" pyproject.toml
+          sed -i "s|prowler_version = \"${PROWLER_VERSION}\"|prowler_version = \"${FIRST_PATCH_VERSION}\"|" prowler/config/config.py
+          sed -i "s|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${PROWLER_VERSION}|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${FIRST_PATCH_VERSION}|" .env

-      - name: Create Pull Request for patch version
-        if: env.FIX_VERSION == '0'
+          echo "Files modified:"
+          git --no-pager diff
+
+      - name: Create PR for first patch version to version branch
        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
-            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.PATCH_VERSION_TO }}"
-            branch: "version-bump-to-v${{ env.PATCH_VERSION_TO }}"
-            title: "chore(release): Bump version to v${{ env.PATCH_VERSION_TO }}"
-            labels: no-changelog
-            body: |
-              ### Description
+          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 }}'
+          labels: no-changelog
+          body: |
+            ### Description

-              Bump Prowler version to v${{ env.PATCH_VERSION_TO }}
+            Bump Prowler version to v${{ env.FIRST_PATCH_VERSION }} in version branch after releasing v${{ env.PROWLER_VERSION }}.

-              ### License
+            ### License

-              By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 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: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - 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=${{ needs.detect-release-type.outputs.patch_version }}
+
+          NEXT_PATCH_VERSION=${MAJOR_VERSION}.${MINOR_VERSION}.$((PATCH_VERSION + 1))
+          VERSION_BRANCH=v${MAJOR_VERSION}.${MINOR_VERSION}
+
+          echo "NEXT_PATCH_VERSION=${NEXT_PATCH_VERSION}" >> "${GITHUB_ENV}"
+          echo "VERSION_BRANCH=${VERSION_BRANCH}" >> "${GITHUB_ENV}"
+
+          echo "Current version: $PROWLER_VERSION"
+          echo "Next patch version: $NEXT_PATCH_VERSION"
+          echo "Target branch: $VERSION_BRANCH"
+
+      - name: Bump versions in files for version branch
+        run: |
+          set -e
+
+          sed -i "s|version = \"${PROWLER_VERSION}\"|version = \"${NEXT_PATCH_VERSION}\"|" pyproject.toml
+          sed -i "s|prowler_version = \"${PROWLER_VERSION}\"|prowler_version = \"${NEXT_PATCH_VERSION}\"|" prowler/config/config.py
+          sed -i "s|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${PROWLER_VERSION}|NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${NEXT_PATCH_VERSION}|" .env
+
+          echo "Files modified:"
+          git --no-pager diff
+
+      - name: Create PR for next patch version to version branch
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        with:
+          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 }}'
+          labels: no-changelog
+          body: |
+            ### Description
+
+            Bump Prowler version to v${{ env.NEXT_PATCH_VERSION }} after releasing v${{ env.PROWLER_VERSION }}.
+
+            ### License
+
+            By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
@@ -0,0 +1,90 @@
+name: 'SDK: Code Quality'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  sdk-code-quality:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    permissions:
+      contents: read
+    strategy:
+      matrix:
+        python-version:
+          - '3.9'
+          - '3.10'
+          - '3.11'
+          - '3.12'
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for SDK changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: ./**
+          files_ignore: |
+            .github/**
+            prowler/CHANGELOG.md
+            docs/**
+            permissions/**
+            api/**
+            ui/**
+            dashboard/**
+            mcp_server/**
+            README.md
+            mkdocs.yml
+            .backportrc.json
+            .env
+            docker-compose*
+            examples/**
+            .gitignore
+            contrib/**
+
+      - name: Install 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@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        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'
+        run: poetry check --lock
+
+      - name: Lint with flake8
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run flake8 . --ignore=E266,W503,E203,E501,W605,E128 --exclude contrib,ui,api
+
+      - name: Check format with black
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run black --exclude api ui --check .
+
+      - name: Lint with pylint
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run pylint --disable=W,C,R,E -j 0 -rn -sn prowler/
@@ -31,7 +31,8 @@ concurrency:
  cancel-in-progress: true

 jobs:
-  analyze:
+  sdk-analyze:
+    if: github.repository == 'prowler-cloud/prowler'
    name: CodeQL Security Analysis
    runs-on: ubuntu-latest
    timeout-minutes: 30
@@ -51,12 +52,12 @@ jobs:
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

      - name: Initialize CodeQL
-        uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+        uses: github/codeql-action/init@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
        with:
          languages: ${{ matrix.language }}
          config-file: ./.github/codeql/sdk-codeql-config.yml

      - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+        uses: github/codeql-action/analyze@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
        with:
          category: '/language:${{ matrix.language }}'
@@ -0,0 +1,266 @@
+name: 'SDK: Container Build and Push'
+
+on:
+  push:
+    branches:
+      - 'v3'      # For v3-latest
+      - 'v4.6'    # For v4-latest
+      - 'master'  # For latest
+    paths-ignore:
+      - '.github/**'
+      - '!.github/workflows/sdk-container-build-push.yml'
+      - 'README.md'
+      - 'docs/**'
+      - 'ui/**'
+      - 'api/**'
+  release:
+    types:
+      - 'published'
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: false
+
+env:
+  # Container configuration
+  IMAGE_NAME: prowler
+  DOCKERFILE_PATH: ./Dockerfile
+
+  # Python configuration
+  PYTHON_VERSION: '3.12'
+
+  # Tags (dynamically set based on version)
+  LATEST_TAG: latest
+  STABLE_TAG: stable
+
+  # Container registries
+  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
+  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler
+
+  # AWS configuration (for ECR)
+  AWS_REGION: us-east-1
+
+jobs:
+  container-build-push:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ${{ matrix.runner }} 
+    strategy:
+      matrix:
+        include:
+          - platform: linux/amd64
+            runner: ubuntu-latest
+            arch: amd64
+          - platform: linux/arm64
+            runner: ubuntu-24.04-arm
+            arch: arm64
+    timeout-minutes: 45
+    permissions:
+      contents: read
+      packages: write
+    outputs:
+      prowler_version: ${{ steps.get-prowler-version.outputs.prowler_version }}
+      prowler_version_major: ${{ steps.get-prowler-version.outputs.prowler_version_major }}
+      latest_tag: ${{ steps.get-prowler-version.outputs.latest_tag }}
+      stable_tag: ${{ steps.get-prowler-version.outputs.stable_tag }}
+    env:
+      POETRY_VIRTUALENVS_CREATE: 'false'
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Set up Python ${{ env.PYTHON_VERSION }}
+        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+
+      - name: Install Poetry
+        run: |
+          pipx install poetry==2.1.1
+          pipx inject poetry poetry-bumpversion
+
+      - name: Get Prowler version and set tags
+        id: get-prowler-version
+        run: |
+          PROWLER_VERSION="$(poetry version -s 2>/dev/null)"
+          echo "prowler_version=${PROWLER_VERSION}" >> "${GITHUB_OUTPUT}"
+          echo "PROWLER_VERSION=${PROWLER_VERSION}" >> "${GITHUB_ENV}"
+
+          # Extract major version
+          PROWLER_VERSION_MAJOR="${PROWLER_VERSION%%.*}"
+          echo "prowler_version_major=${PROWLER_VERSION_MAJOR}" >> "${GITHUB_OUTPUT}"
+          echo "PROWLER_VERSION_MAJOR=${PROWLER_VERSION_MAJOR}" >> "${GITHUB_ENV}"
+
+          # Set version-specific tags
+          case ${PROWLER_VERSION_MAJOR} in
+            3)
+              echo "LATEST_TAG=v3-latest" >> "${GITHUB_ENV}"
+              echo "STABLE_TAG=v3-stable" >> "${GITHUB_ENV}"
+              echo "latest_tag=v3-latest" >> "${GITHUB_OUTPUT}"
+              echo "stable_tag=v3-stable" >> "${GITHUB_OUTPUT}"
+              echo "✓ Prowler v3 detected - tags: v3-latest, v3-stable"
+              ;;
+            4)
+              echo "LATEST_TAG=v4-latest" >> "${GITHUB_ENV}"
+              echo "STABLE_TAG=v4-stable" >> "${GITHUB_ENV}"
+              echo "latest_tag=v4-latest" >> "${GITHUB_OUTPUT}"
+              echo "stable_tag=v4-stable" >> "${GITHUB_OUTPUT}"
+              echo "✓ Prowler v4 detected - tags: v4-latest, v4-stable"
+              ;;
+            5)
+              echo "LATEST_TAG=latest" >> "${GITHUB_ENV}"
+              echo "STABLE_TAG=stable" >> "${GITHUB_ENV}"
+              echo "latest_tag=latest" >> "${GITHUB_OUTPUT}"
+              echo "stable_tag=stable" >> "${GITHUB_OUTPUT}"
+              echo "✓ Prowler v5 detected - tags: latest, stable"
+              ;;
+            *)
+              echo "::error::Unsupported Prowler major version: ${PROWLER_VERSION_MAJOR}"
+              exit 1
+              ;;
+          esac
+
+      - name: Login to DockerHub
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Login to Public ECR
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        with:
+          registry: public.ecr.aws
+          username: ${{ secrets.PUBLIC_ECR_AWS_ACCESS_KEY_ID }}
+          password: ${{ secrets.PUBLIC_ECR_AWS_SECRET_ACCESS_KEY }}
+        env:
+          AWS_REGION: ${{ env.AWS_REGION }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Build and push SDK container for ${{ matrix.arch }}
+        if: github.event_name == 'push' || github.event_name == 'release'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: .
+          file: ${{ env.DOCKERFILE_PATH }}
+          push: true
+          platforms: ${{ matrix.platform }}
+          tags: |
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }}-${{ matrix.arch }}
+          cache-from: type=gha,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+
+      - name: Notify container push started
+        if: github.event_name == 'release'
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: SDK
+          RELEASE_TAG: ${{ env.PROWLER_VERSION }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-started.json"
+ 
+      - name: Notify container push completed
+        if: github.event_name == 'release' && always()
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: SDK
+          RELEASE_TAG: ${{ env.PROWLER_VERSION }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
+          step-outcome: ${{ steps.container-push.outcome }}
+
+  # Create and push multi-architecture manifest
+  create-manifest:
+    needs: [container-build-push]
+    if: github.event_name == 'push' || github.event_name == 'release'
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Login to DockerHub
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Create and push manifests for push event
+        if: github.event_name == 'push'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }} \
+            -t ${{ secrets.DOCKER_HUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }} \
+            -t ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }}-arm64
+
+      - name: Create and push manifests for release event
+        if: github.event_name == 'release'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ secrets.DOCKER_HUB_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ needs.container-build-push.outputs.prowler_version }} \
+            -t ${{ secrets.DOCKER_HUB_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ needs.container-build-push.outputs.stable_tag }} \
+            -t ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ needs.container-build-push.outputs.prowler_version }} \
+            -t ${{ secrets.PUBLIC_ECR_REPOSITORY }}/${{ env.IMAGE_NAME }}:${{ needs.container-build-push.outputs.stable_tag }} \ 
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.prowler_version }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.stable_tag }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }}-arm64
+
+      - name: Install regctl
+        if: always()
+        uses: regclient/actions/regctl-installer@main
+
+      - name: Cleanup intermediate architecture tags
+        if: always()
+        run: |
+          echo "Cleaning up intermediate tags..."
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }}-amd64" || true
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.container-build-push.outputs.latest_tag }}-arm64" || true
+          echo "Cleanup completed"
+
+  dispatch-v3-deployment:
+    if: needs.container-build-push.outputs.prowler_version_major == '3'
+    needs: container-build-push
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+
+    steps:
+      - name: Calculate short SHA
+        id: short-sha
+        run: echo "short_sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
+
+      - name: Dispatch v3 deployment (latest)
+        if: github.event_name == 'push'
+        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        with:
+          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+          repository: ${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}
+          event-type: dispatch
+          client-payload: '{"version":"v3-latest","tag":"${{ steps.short-sha.outputs.short_sha }}"}'
+
+      - name: Dispatch v3 deployment (release)
+        if: github.event_name == 'release'
+        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        with:
+          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+          repository: ${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}
+          event-type: dispatch
+          client-payload: '{"version":"release","tag":"${{ needs.container-build-push.outputs.prowler_version }}"}'
@@ -0,0 +1,103 @@
+name: 'SDK: Container Checks'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  IMAGE_NAME: prowler
+
+jobs:
+  sdk-dockerfile-lint:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check if Dockerfile changed
+        id: dockerfile-changed
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: Dockerfile
+
+      - name: Lint Dockerfile with Hadolint
+        if: steps.dockerfile-changed.outputs.any_changed == 'true'
+        uses: hadolint/hadolint-action@2332a7b74a6de0dda2e2221d575162eba76ba5e5 # v3.3.0
+        with:
+          dockerfile: Dockerfile
+          ignore: DL3013
+
+  sdk-container-build-and-scan:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    permissions:
+      contents: read
+      security-events: write
+      pull-requests: write
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for SDK changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: ./**
+          files_ignore: |
+            .github/**
+            prowler/CHANGELOG.md
+            docs/**
+            permissions/**
+            api/**
+            ui/**
+            dashboard/**
+            mcp_server/**
+            README.md
+            mkdocs.yml
+            .backportrc.json
+            .env
+            docker-compose*
+            examples/**
+            .gitignore
+            contrib/**
+
+      - name: Set up Docker Buildx
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Build SDK container
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: .
+          push: false
+          load: true
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+
+      - name: Scan SDK container with Trivy
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/trivy-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-critical: 'false'
+          severity: 'CRITICAL'
@@ -1,286 +0,0 @@
-name: SDK - Pull Request
-
-on:
-  push:
-    branches:
-      - "master"
-      - "v3"
-      - "v4.*"
-      - "v5.*"
-  pull_request:
-    branches:
-      - "master"
-      - "v3"
-      - "v4.*"
-      - "v5.*"
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version: ["3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Test if changes are in not ignored paths
-        id: are-non-ignored-files-changed
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: ./**
-          files_ignore: |
-            .github/**
-            docs/**
-            permissions/**
-            api/**
-            ui/**
-            prowler/CHANGELOG.md
-            README.md
-            mkdocs.yml
-            .backportrc.json
-            .env
-            docker-compose*
-            examples/**
-            .gitignore
-
-      - name: Install poetry
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          python -m pip install --upgrade pip
-          pipx install poetry==2.1.1
-
-      - name: Set up Python ${{ matrix.python-version }}
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
-        with:
-          python-version: ${{ matrix.python-version }}
-          cache: "poetry"
-
-      - name: Install dependencies
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry install --no-root
-          poetry run pip list
-          VERSION=$(curl --silent "https://api.github.com/repos/hadolint/hadolint/releases/latest" | \
-            grep '"tag_name":' | \
-            sed -E 's/.*"v([^"]+)".*/\1/' \
-            ) && curl -L -o /tmp/hadolint "https://github.com/hadolint/hadolint/releases/download/v${VERSION}/hadolint-Linux-x86_64" \
-            && chmod +x /tmp/hadolint
-
-      - name: Poetry check
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry check --lock
-
-      - name: Lint with flake8
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run flake8 . --ignore=E266,W503,E203,E501,W605,E128 --exclude contrib,ui,api
-
-      - name: Checking format with black
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run black --exclude api ui --check .
-
-      - name: Lint with pylint
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run pylint --disable=W,C,R,E -j 0 -rn -sn prowler/
-
-      - name: Bandit
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run bandit -q -lll -x '*_test.py,./contrib/,./api/,./ui' -r .
-
-      - name: Safety
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run safety check --ignore 70612 -r pyproject.toml
-
-      - name: Vulture
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run vulture --exclude "contrib,api,ui" --min-confidence 100 .
-
-      - name: Dockerfile - Check if Dockerfile has changed
-        id: dockerfile-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            Dockerfile
-
-      - name: Hadolint
-        if: steps.dockerfile-changed-files.outputs.any_changed == 'true'
-        run: |
-          /tmp/hadolint Dockerfile --ignore=DL3013
-
-      # Test AWS
-      - name: AWS - Check if any file has changed
-        id: aws-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/aws/**
-            ./tests/providers/aws/**
-            ./poetry.lock
-
-      - name: AWS - Test
-        if: steps.aws-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml tests/providers/aws
-
-      # Test Azure
-      - name: Azure - Check if any file has changed
-        id: azure-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/azure/**
-            ./tests/providers/azure/**
-            ./poetry.lock
-
-      - name: Azure - Test
-        if: steps.azure-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/azure --cov-report=xml:azure_coverage.xml tests/providers/azure
-
-      # Test GCP
-      - name: GCP - Check if any file has changed
-        id: gcp-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/gcp/**
-            ./tests/providers/gcp/**
-            ./poetry.lock
-
-      - name: GCP - Test
-        if: steps.gcp-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/gcp --cov-report=xml:gcp_coverage.xml tests/providers/gcp
-
-      # Test Kubernetes
-      - name: Kubernetes - Check if any file has changed
-        id: kubernetes-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/kubernetes/**
-            ./tests/providers/kubernetes/**
-            ./poetry.lock
-
-      - name: Kubernetes - Test
-        if: steps.kubernetes-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/kubernetes --cov-report=xml:kubernetes_coverage.xml tests/providers/kubernetes
-
-      # Test GitHub
-      - name: GitHub - Check if any file has changed
-        id: github-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/github/**
-            ./tests/providers/github/**
-            ./poetry.lock
-
-      - name: GitHub - Test
-        if: steps.github-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/github --cov-report=xml:github_coverage.xml tests/providers/github
-
-      # Test NHN
-      - name: NHN - Check if any file has changed
-        id: nhn-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/nhn/**
-            ./tests/providers/nhn/**
-            ./poetry.lock
-
-      - name: NHN - Test
-        if: steps.nhn-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/nhn --cov-report=xml:nhn_coverage.xml tests/providers/nhn
-
-      # Test M365
-      - name: M365 - Check if any file has changed
-        id: m365-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/m365/**
-            ./tests/providers/m365/**
-            ./poetry.lock
-
-      - name: M365 - Test
-        if: steps.m365-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/m365 --cov-report=xml:m365_coverage.xml tests/providers/m365
-
-      # Test IaC
-      - name: IaC - Check if any file has changed
-        id: iac-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/iac/**
-            ./tests/providers/iac/**
-            ./poetry.lock
-
-      - name: IaC - Test
-        if: steps.iac-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/iac --cov-report=xml:iac_coverage.xml tests/providers/iac
-
-      # Test MongoDB Atlas
-      - name: MongoDB Atlas - Check if any file has changed
-        id: mongodb-atlas-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/mongodbatlas/**
-            ./tests/providers/mongodbatlas/**
-            .poetry.lock
-
-      - name: MongoDB Atlas - Test
-        if: steps.mongodb-atlas-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/mongodbatlas --cov-report=xml:mongodb_atlas_coverage.xml tests/providers/mongodbatlas
-
-      # Test OCI
-      - name: OCI - Check if any file has changed
-        id: oci-changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            ./prowler/providers/oraclecloud/**
-            ./tests/providers/oraclecloud/**
-            ./poetry.lock
-
-      - name: OCI - Test
-        if: steps.oci-changed-files.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/providers/oraclecloud --cov-report=xml:oci_coverage.xml tests/providers/oraclecloud
-
-      # Common Tests
-      - name: Lib - Test
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/lib --cov-report=xml:lib_coverage.xml tests/lib
-
-      - name: Config - Test
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        run: |
-          poetry run pytest -n auto --cov=./prowler/config --cov-report=xml:config_coverage.xml tests/config
-
-      # Codecov
-      - name: Upload coverage reports to Codecov
-        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
-        env:
-          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
-        with:
-          flags: prowler
-          files: ./aws_coverage.xml,./azure_coverage.xml,./gcp_coverage.xml,./kubernetes_coverage.xml,./github_coverage.xml,./nhn_coverage.xml,./m365_coverage.xml,./oci_coverage.xml,./lib_coverage.xml,./config_coverage.xml
@@ -1,98 +1,119 @@
-name: SDK - PyPI release
+name: 'SDK: PyPI Release'

 on:
  release:
-    types: [published]
+    types:
+      - 'published'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.release.tag_name }}
+  cancel-in-progress: false

 env:
  RELEASE_TAG: ${{ github.event.release.tag_name }}
-  PYTHON_VERSION: 3.11
-  # CACHE: "poetry"
+  PYTHON_VERSION: '3.12'

 jobs:
-  repository-check:
-    name: Repository check
+  validate-release:
+    if: github.repository == 'prowler-cloud/prowler'
    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
    outputs:
-      is_repo: ${{ steps.repository_check.outputs.is_repo }}
-    steps:
-      - name: Repository check
-        id: repository_check
-        working-directory: /tmp
-        run: |
-          if [[ ${{ github.repository }} == "prowler-cloud/prowler" ]]
-          then
-            echo "is_repo=true" >> "${GITHUB_OUTPUT}"
-          else
-            echo "This action only runs for prowler-cloud/prowler"
-            echo "is_repo=false" >> "${GITHUB_OUTPUT}"
-          fi
+      prowler_version: ${{ steps.parse-version.outputs.version }}
+      major_version: ${{ steps.parse-version.outputs.major }}

-  release-prowler-job:
-    runs-on: ubuntu-latest
-    needs: repository-check
-    if: needs.repository-check.outputs.is_repo == 'true'
-    env:
-      POETRY_VIRTUALENVS_CREATE: "false"
-    name: Release Prowler to PyPI
    steps:
-      - name: Repository check
-        working-directory: /tmp
-        run: |
-              if [[ "${{ github.repository }}" != "prowler-cloud/prowler" ]]; then
-                  echo "This action only runs for prowler-cloud/prowler"
-                  exit 1
-              fi
-
-      - name: Get Prowler version
+      - name: Parse and validate version
+        id: parse-version
        run: |
          PROWLER_VERSION="${{ env.RELEASE_TAG }}"
+          echo "version=${PROWLER_VERSION}" >> "${GITHUB_OUTPUT}"

-          case ${PROWLER_VERSION%%.*} in
-          3)
-              echo "Releasing Prowler v3 with tag ${PROWLER_VERSION}"
+          # Extract major version
+          MAJOR_VERSION="${PROWLER_VERSION%%.*}"
+          echo "major=${MAJOR_VERSION}" >> "${GITHUB_OUTPUT}"
+
+          # Validate major version
+          case ${MAJOR_VERSION} in
+            3|4|5)
+              echo "✓ Releasing Prowler v${MAJOR_VERSION} with tag ${PROWLER_VERSION}"
              ;;
-          4)
-              echo "Releasing Prowler v4 with tag ${PROWLER_VERSION}"
-              ;;
-          5)
-              echo "Releasing Prowler v5 with tag ${PROWLER_VERSION}"
-              ;;
-          *)
-              echo "Releasing another Prowler major version, aborting..."
+            *)
+              echo "::error::Unsupported Prowler major version: ${MAJOR_VERSION}"
              exit 1
              ;;
          esac

-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+  publish-prowler:
+    needs: validate-release
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+      id-token: write
+    environment:
+      name: pypi-prowler
+      url: https://pypi.org/project/prowler/${{ needs.validate-release.outputs.prowler_version }}/

-      - name: Install dependencies
-        run: |
-          pipx install poetry==2.1.1
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

-      - name: Setup Python
+      - name: Install Poetry
+        run: pipx install poetry==2.1.1
+
+      - name: Set up Python ${{ env.PYTHON_VERSION }}
        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
        with:
          python-version: ${{ env.PYTHON_VERSION }}
-          # cache: ${{ env.CACHE }}
+          cache: 'poetry'

      - name: Build Prowler package
-        run: |
-          poetry build
+        run: poetry build

      - name: Publish Prowler package to PyPI
-        run: |
-          poetry config pypi-token.pypi ${{ secrets.PYPI_API_TOKEN }}
-          poetry publish
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
+        with:
+          print-hash: true

-      - name: Replicate PyPI package
+  publish-prowler-cloud:
+    needs: validate-release
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+      id-token: write
+    environment:
+      name: pypi-prowler-cloud
+      url: https://pypi.org/project/prowler-cloud/${{ needs.validate-release.outputs.prowler_version }}/
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Install Poetry
+        run: pipx install poetry==2.1.1
+
+      - name: Set up Python ${{ env.PYTHON_VERSION }}
+        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          cache: 'poetry'
+
+      - name: Install toml package
+        run: pip install toml
+
+      - name: Replicate PyPI package for prowler-cloud
        run: |
-          rm -rf ./dist && rm -rf ./build && rm -rf prowler.egg-info
-          pip install toml
+          rm -rf ./dist ./build prowler.egg-info
          python util/replicate_pypi_package.py
-          poetry build
+
+      - name: Build prowler-cloud package
+        run: poetry build

      - name: Publish prowler-cloud package to PyPI
-        run: |
-          poetry config pypi-token.pypi ${{ secrets.PYPI_API_TOKEN }}
-          poetry publish
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
+        with:
+          print-hash: true
@@ -1,68 +1,90 @@
-# This is a basic workflow to help you get started with Actions
-
-name: SDK - Refresh AWS services' regions
+name: 'SDK: Refresh AWS Regions'

 on:
  schedule:
-    - cron: "0 9 * * 1" # runs at 09:00 UTC every Monday
+    - cron: '0 9 * * 1' # Every Monday at 09:00 UTC
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}
+  cancel-in-progress: false

 env:
-  GITHUB_BRANCH: "master"
-  AWS_REGION_DEV: us-east-1
+  PYTHON_VERSION: '3.12'
+  AWS_REGION: 'us-east-1'

-# A workflow run is made up of one or more jobs that can run sequentially or in parallel
 jobs:
-  # This workflow contains a single job called "build"
-  build:
-    # The type of runner that the job will run on
+  refresh-aws-regions:
+    if: github.repository == 'prowler-cloud/prowler'
    runs-on: ubuntu-latest
+    timeout-minutes: 15
    permissions:
      id-token: write
      pull-requests: write
      contents: write
-    # Steps represent a sequence of tasks that will be executed as part of the job
-    steps:
-      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-        with:
-          ref: ${{ env.GITHUB_BRANCH }}

-      - name: setup python
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        with:
+          ref: 'master'
+
+      - name: Set up Python ${{ env.PYTHON_VERSION }}
        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
        with:
-          python-version: 3.9 #install the python needed
+          python-version: ${{ env.PYTHON_VERSION }}
+          cache: 'pip'

      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install boto3
+        run: pip install boto3

-      - name: Configure AWS Credentials -- DEV
-        uses: aws-actions/configure-aws-credentials@a03048d87541d1d9fcf2ecf528a4a65ba9bd7838 # v5.0.0
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@00943011d9042930efac3dcd3a170e4273319bc8 # v5.1.0
        with:
-          aws-region: ${{ env.AWS_REGION_DEV }}
+          aws-region: ${{ env.AWS_REGION }}
          role-to-assume: ${{ secrets.DEV_IAM_ROLE_ARN }}
-          role-session-name: refresh-AWS-regions-dev
+          role-session-name: prowler-refresh-aws-regions

-      # Runs a single command using the runners shell
-      - name: Run a one-line script
-        run: python3 util/update_aws_services_regions.py
+      - name: Update AWS services regions
+        run: python util/update_aws_services_regions.py

-      # Create pull request
-      - name: Create Pull Request
+      - name: Create pull request
+        id: create-pr
        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
-          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          commit-message: "feat(regions_update): Update regions for AWS services"
-          branch: "aws-services-regions-updated-${{ github.sha }}"
-          labels: "status/waiting-for-revision, severity/low, provider/aws, no-changelog"
-          title: "chore(regions_update): Changes in regions for AWS services"
+          author: 'prowler-bot <179230569+prowler-bot@users.noreply.github.com>'
+          committer: 'github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>'
+          commit-message: 'feat(aws): update regions for AWS services'
+          branch: 'aws-regions-update-${{ github.run_number }}'
+          title: 'feat(aws): Update regions for AWS services'
+          labels: |
+            status/waiting-for-revision
+            severity/low
+            provider/aws
+            no-changelog
          body: |
            ### Description

-            This PR updates the regions for AWS services.
+            Automated update of AWS service regions from the official AWS IP ranges.
+
+            **Trigger:** ${{ github.event_name == 'schedule' && 'Scheduled (weekly)' || github.event_name == 'workflow_dispatch' && 'Manual' || 'Workflow update' }}
+            **Run:** [#${{ github.run_number }}](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})
+
+            ### Checklist
+
+            - [x] This is an automated update from AWS official sources
+            - [x] No manual review of region data required

            ### License

            By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
+
+      - name: PR creation result
+        run: |
+          if [[ "${{ steps.create-pr.outputs.pull-request-number }}" ]]; then
+            echo "✓ Pull request #${{ steps.create-pr.outputs.pull-request-number }} created successfully"
+            echo "URL: ${{ steps.create-pr.outputs.pull-request-url }}"
+          else
+            echo "✓ No changes detected - AWS regions are up to date"
+          fi
@@ -0,0 +1,77 @@
+name: 'SDK: Security'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  sdk-security-scans:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for SDK changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: ./**
+          files_ignore: |
+            .github/**
+            prowler/CHANGELOG.md
+            docs/**
+            permissions/**
+            api/**
+            ui/**
+            dashboard/**
+            mcp_server/**
+            README.md
+            mkdocs.yml
+            .backportrc.json
+            .env
+            docker-compose*
+            examples/**
+            .gitignore
+            contrib/**
+
+      - name: Install 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@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        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'
+        run: poetry run bandit -q -lll -x '*_test.py,./contrib/,./api/,./ui' -r .
+
+      - name: Security scan with Safety
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run safety check --ignore 70612 -r pyproject.toml
+
+      - name: Dead code detection with Vulture
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: poetry run vulture --exclude "contrib,api,ui" --min-confidence 100 .
@@ -0,0 +1,360 @@
+name: 'SDK: Tests'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  sdk-tests:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 120
+    permissions:
+      contents: read
+    strategy:
+      matrix:
+        python-version:
+          - '3.9'
+          - '3.10'
+          - '3.11'
+          - '3.12'
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for SDK changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: ./**
+          files_ignore: |
+            .github/**
+            prowler/CHANGELOG.md
+            docs/**
+            permissions/**
+            api/**
+            ui/**
+            dashboard/**
+            mcp_server/**
+            README.md
+            mkdocs.yml
+            .backportrc.json
+            .env
+            docker-compose*
+            examples/**
+            .gitignore
+            contrib/**
+
+      - name: Install 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@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        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@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/aws/**
+            ./tests/**/aws/**
+            ./poetry.lock
+
+      - name: Run AWS tests
+        if: steps.changed-aws.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/aws --cov-report=xml:aws_coverage.xml tests/providers/aws
+
+      - name: Upload AWS coverage to Codecov
+        if: steps.changed-aws.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-aws
+          files: ./aws_coverage.xml
+
+      # Azure Provider
+      - name: Check if Azure files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-azure
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/azure/**
+            ./tests/**/azure/**
+            ./poetry.lock
+
+      - name: Run Azure tests
+        if: steps.changed-azure.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/azure --cov-report=xml:azure_coverage.xml tests/providers/azure
+
+      - name: Upload Azure coverage to Codecov
+        if: steps.changed-azure.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-azure
+          files: ./azure_coverage.xml
+
+      # GCP Provider
+      - name: Check if GCP files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-gcp
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/gcp/**
+            ./tests/**/gcp/**
+            ./poetry.lock
+
+      - name: Run GCP tests
+        if: steps.changed-gcp.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/gcp --cov-report=xml:gcp_coverage.xml tests/providers/gcp
+
+      - name: Upload GCP coverage to Codecov
+        if: steps.changed-gcp.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-gcp
+          files: ./gcp_coverage.xml
+
+      # Kubernetes Provider
+      - name: Check if Kubernetes files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-kubernetes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/kubernetes/**
+            ./tests/**/kubernetes/**
+            ./poetry.lock
+
+      - name: Run Kubernetes tests
+        if: steps.changed-kubernetes.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/kubernetes --cov-report=xml:kubernetes_coverage.xml tests/providers/kubernetes
+
+      - name: Upload Kubernetes coverage to Codecov
+        if: steps.changed-kubernetes.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-kubernetes
+          files: ./kubernetes_coverage.xml
+
+      # GitHub Provider
+      - name: Check if GitHub files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-github
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/github/**
+            ./tests/**/github/**
+            ./poetry.lock
+
+      - name: Run GitHub tests
+        if: steps.changed-github.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/github --cov-report=xml:github_coverage.xml tests/providers/github
+
+      - name: Upload GitHub coverage to Codecov
+        if: steps.changed-github.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-github
+          files: ./github_coverage.xml
+
+      # NHN Provider
+      - name: Check if NHN files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-nhn
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/nhn/**
+            ./tests/**/nhn/**
+            ./poetry.lock
+
+      - name: Run NHN tests
+        if: steps.changed-nhn.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/nhn --cov-report=xml:nhn_coverage.xml tests/providers/nhn
+
+      - name: Upload NHN coverage to Codecov
+        if: steps.changed-nhn.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-nhn
+          files: ./nhn_coverage.xml
+
+      # M365 Provider
+      - name: Check if M365 files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-m365
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/m365/**
+            ./tests/**/m365/**
+            ./poetry.lock
+
+      - name: Run M365 tests
+        if: steps.changed-m365.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/m365 --cov-report=xml:m365_coverage.xml tests/providers/m365
+
+      - name: Upload M365 coverage to Codecov
+        if: steps.changed-m365.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-m365
+          files: ./m365_coverage.xml
+
+      # IaC Provider
+      - name: Check if IaC files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-iac
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/iac/**
+            ./tests/**/iac/**
+            ./poetry.lock
+
+      - name: Run IaC tests
+        if: steps.changed-iac.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/iac --cov-report=xml:iac_coverage.xml tests/providers/iac
+
+      - name: Upload IaC coverage to Codecov
+        if: steps.changed-iac.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-iac
+          files: ./iac_coverage.xml
+
+      # MongoDB Atlas Provider
+      - name: Check if MongoDB Atlas files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-mongodbatlas
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/mongodbatlas/**
+            ./tests/**/mongodbatlas/**
+            ./poetry.lock
+
+      - name: Run MongoDB Atlas tests
+        if: steps.changed-mongodbatlas.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/mongodbatlas --cov-report=xml:mongodbatlas_coverage.xml tests/providers/mongodbatlas
+
+      - name: Upload MongoDB Atlas coverage to Codecov
+        if: steps.changed-mongodbatlas.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-mongodbatlas
+          files: ./mongodbatlas_coverage.xml
+
+      # OCI Provider
+      - name: Check if OCI files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-oraclecloud
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/**/oraclecloud/**
+            ./tests/**/oraclecloud/**
+            ./poetry.lock
+
+      - name: Run OCI tests
+        if: steps.changed-oraclecloud.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/providers/oraclecloud --cov-report=xml:oraclecloud_coverage.xml tests/providers/oraclecloud
+
+      - name: Upload OCI coverage to Codecov
+        if: steps.changed-oraclecloud.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-oraclecloud
+          files: ./oraclecloud_coverage.xml
+
+      # Lib
+      - name: Check if Lib files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-lib
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/lib/**
+            ./tests/lib/**
+            ./poetry.lock
+
+      - name: Run Lib tests
+        if: steps.changed-lib.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/lib --cov-report=xml:lib_coverage.xml tests/lib
+
+      - name: Upload Lib coverage to Codecov
+        if: steps.changed-lib.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-lib
+          files: ./lib_coverage.xml
+
+      # Config
+      - name: Check if Config files changed
+        if: steps.check-changes.outputs.any_changed == 'true'
+        id: changed-config
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ./prowler/config/**
+            ./tests/config/**
+            ./poetry.lock
+
+      - name: Run Config tests
+        if: steps.changed-config.outputs.any_changed == 'true'
+        run: poetry run pytest -n auto --cov=./prowler/config --cov-report=xml:config_coverage.xml tests/config
+
+      - name: Upload Config coverage to Codecov
+        if: steps.changed-config.outputs.any_changed == 'true'
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        with:
+          flags: prowler-py${{ matrix.python-version }}-config
+          files: ./config_coverage.xml
@@ -1,121 +0,0 @@
-name: UI - Build and Push containers
-
-on:
-  push:
-    branches:
-      - "master"
-    paths:
-      - "ui/**"
-      - ".github/workflows/ui-build-lint-push-containers.yml"
-
-  # Uncomment the below code to test this action on PRs
-  # pull_request:
-  #   branches:
-  #     - "master"
-  #   paths:
-  #     - "ui/**"
-  #     - ".github/workflows/ui-build-lint-push-containers.yml"
-
-  release:
-    types: [published]
-
-env:
-  # Tags
-  LATEST_TAG: latest
-  RELEASE_TAG: ${{ github.event.release.tag_name }}
-  STABLE_TAG: stable
-
-  WORKING_DIRECTORY: ./ui
-
-  # Container Registries
-  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
-  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-ui
-  NEXT_PUBLIC_API_BASE_URL: http://prowler-api:8080/api/v1
-
-jobs:
-  repository-check:
-    name: Repository check
-    runs-on: ubuntu-latest
-    outputs:
-      is_repo: ${{ steps.repository_check.outputs.is_repo }}
-    steps:
-      - name: Repository check
-        id: repository_check
-        working-directory: /tmp
-        run: |
-          if [[ ${{ github.repository }} == "prowler-cloud/prowler" ]]
-          then
-            echo "is_repo=true" >> "${GITHUB_OUTPUT}"
-          else
-            echo "This action only runs for prowler-cloud/prowler"
-            echo "is_repo=false" >> "${GITHUB_OUTPUT}"
-          fi
-
-  # Build Prowler OSS container
-  container-build-push:
-    needs: repository-check
-    if: needs.repository-check.outputs.is_repo == 'true'
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: ${{ env.WORKING_DIRECTORY }}
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-
-      - name: Set short git commit SHA
-        id: vars
-        run: |
-          shortSha=$(git rev-parse --short ${{ github.sha }})
-          echo "SHORT_SHA=${shortSha}" >> $GITHUB_ENV
-
-      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
-
-      - name: Build and push container image (latest)
-        # Comment the following line for testing
-        if: github.event_name == 'push'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.WORKING_DIRECTORY }}
-          build-args: |
-            NEXT_PUBLIC_PROWLER_RELEASE_VERSION=${{ env.SHORT_SHA }}
-            NEXT_PUBLIC_API_BASE_URL=${{ env.NEXT_PUBLIC_API_BASE_URL }}
-          # Set push: false for testing
-          push: true
-          tags: |
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.SHORT_SHA }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Build and push container image (release)
-        if: github.event_name == 'release'
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.WORKING_DIRECTORY }}
-          build-args: |
-            NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v${{ env.RELEASE_TAG }}
-            NEXT_PUBLIC_API_BASE_URL=${{ env.NEXT_PUBLIC_API_BASE_URL }}
-          push: true
-          tags: |
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.RELEASE_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Trigger deployment
-        if: github.event_name == 'push'
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
-        with:
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          repository: ${{ secrets.CLOUD_DISPATCH }}
-          event-type: prowler-ui-deploy
-          client-payload: '{"sha": "${{ github.sha }}", "short_sha": "${{ env.SHORT_SHA }}"}'
@@ -27,7 +27,8 @@ concurrency:
  cancel-in-progress: true

 jobs:
-  analyze:
+  ui-analyze:
+    if: github.repository == 'prowler-cloud/prowler'
    name: CodeQL Security Analysis
    runs-on: ubuntu-latest
    timeout-minutes: 30
@@ -47,12 +48,12 @@ jobs:
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

      - name: Initialize CodeQL
-        uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+        uses: github/codeql-action/init@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
        with:
          languages: ${{ matrix.language }}
          config-file: ./.github/codeql/ui-codeql-config.yml

      - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+        uses: github/codeql-action/analyze@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
        with:
          category: '/language:${{ matrix.language }}'
@@ -0,0 +1,196 @@
+name: 'UI: Container Build and Push'
+
+on:
+  push:
+    branches:
+      - 'master'
+    paths:
+      - 'ui/**'
+      - '.github/workflows/ui-container-build-push.yml'
+  release:
+    types:
+      - 'published'
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: false
+
+env:
+  # Tags
+  LATEST_TAG: latest
+  RELEASE_TAG: ${{ github.event.release.tag_name }}
+  STABLE_TAG: stable
+  WORKING_DIRECTORY: ./ui
+
+  # Container registries
+  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
+  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-ui
+
+  # Build args
+  NEXT_PUBLIC_API_BASE_URL: http://prowler-api:8080/api/v1
+
+jobs:
+  setup:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    outputs:
+      short-sha: ${{ steps.set-short-sha.outputs.short-sha }}
+    steps:
+      - name: Calculate short SHA
+        id: set-short-sha
+        run: echo "short-sha=${GITHUB_SHA::7}" >> $GITHUB_OUTPUT
+
+  container-build-push:
+    needs: setup
+    runs-on: ${{ matrix.runner }} 
+    strategy:
+      matrix:
+        include:
+          - platform: linux/amd64
+            runner: ubuntu-latest
+            arch: amd64
+          - platform: linux/arm64
+            runner: ubuntu-24.04-arm
+            arch: arm64
+    timeout-minutes: 30
+    permissions:
+      contents: read
+      packages: write
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Login to DockerHub
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Build and push UI container for ${{ matrix.arch }}
+        if: github.event_name == 'push'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: ${{ env.WORKING_DIRECTORY }}
+          build-args: |
+            NEXT_PUBLIC_PROWLER_RELEASE_VERSION=${{ needs.setup.outputs.short-sha }}
+            NEXT_PUBLIC_API_BASE_URL=${{ env.NEXT_PUBLIC_API_BASE_URL }}
+          push: true
+          platforms: ${{ matrix.platform }}
+          tags: |
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-${{ matrix.arch }}
+          cache-from: type=gha,scope=${{ matrix.arch }}
+          cache-to: type=gha,mode=max,scope=${{ matrix.arch }}
+
+      - name: Build and push UI container for ${{ matrix.arch }}
+        if: github.event_name == 'push' || github.event_name == 'release'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: ${{ env.WORKING_DIRECTORY }}
+          build-args: |
+            NEXT_PUBLIC_PROWLER_RELEASE_VERSION=${{ github.event_name == 'release' && format('v{0}', env.RELEASE_TAG) || needs.setup.outputs.short_sha }}
+            NEXT_PUBLIC_API_BASE_URL=${{ env.NEXT_PUBLIC_API_BASE_URL }}
+          push: true
+          tags: |
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+
+      - name: Notify container push started
+        if: github.event_name == 'release'
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: UI
+          RELEASE_TAG: ${{ env.RELEASE_TAG }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-started.json"
+
+      - name: Notify container push completed
+        if: github.event_name == 'release' && always()
+        uses: ./.github/actions/slack-notification
+        env:
+          SLACK_CHANNEL_ID: ${{ secrets.SLACK_PLATFORM_DEPLOYMENTS }}
+          COMPONENT: UI
+          RELEASE_TAG: ${{ env.RELEASE_TAG }}
+          GITHUB_SERVER_URL: ${{ github.server_url }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          GITHUB_RUN_ID: ${{ github.run_id }}
+        with:
+          slack-bot-token: ${{ secrets.SLACK_BOT_TOKEN }}
+          payload-file-path: "./.github/scripts/slack-messages/container-release-completed.json"
+          step-outcome: ${{ steps.container-push.outcome }}
+
+  # Create and push multi-architecture manifest
+  create-manifest:
+    needs: [setup, container-build-push]
+    if: github.event_name == 'push' || github.event_name == 'release'
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Login to DockerHub
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Create and push manifests for push event
+        if: github.event_name == 'push'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.LATEST_TAG }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64
+
+      - name: Create and push manifests for release event
+        if: github.event_name == 'release'
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.RELEASE_TAG }} \
+            -t ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ env.STABLE_TAG }} \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64 \
+            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64
+
+      - name: Install regctl
+        if: always()
+        uses: regclient/actions/regctl-installer@main
+
+      - name: Cleanup intermediate architecture tags
+        if: always()
+        run: |
+          echo "Cleaning up intermediate tags..."
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-amd64" || true
+          regctl tag delete "${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}-arm64" || true
+          echo "Cleanup completed"
+
+  trigger-deployment:
+    if: github.event_name == 'push'
+    needs: [setup, container-build-push]
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+
+    steps:
+      - name: Trigger UI deployment
+        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        with:
+          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+          repository: ${{ secrets.CLOUD_DISPATCH }}
+          event-type: ui-prowler-deployment
+          client-payload: '{"sha": "${{ github.sha }}", "short_sha": "${{ needs.setup.outputs.short-sha }}"}'
@@ -0,0 +1,91 @@
+name: 'UI: Container Checks'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  UI_WORKING_DIR: ./ui
+  IMAGE_NAME: prowler-ui
+
+jobs:
+  ui-dockerfile-lint:
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check if Dockerfile changed
+        id: dockerfile-changed
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: ui/Dockerfile
+
+      - name: Lint Dockerfile with Hadolint
+        if: steps.dockerfile-changed.outputs.any_changed == 'true'
+        uses: hadolint/hadolint-action@2332a7b74a6de0dda2e2221d575162eba76ba5e5 # v3.3.0
+        with:
+          dockerfile: ui/Dockerfile
+          ignore: DL3018
+
+  ui-container-build-and-scan:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    permissions:
+      contents: read
+      security-events: write
+      pull-requests: write
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for UI changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: ui/**
+          files_ignore: |
+            ui/CHANGELOG.md
+            ui/README.md
+
+      - name: Set up Docker Buildx
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+
+      - name: Build UI container
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
+        with:
+          context: ${{ env.UI_WORKING_DIR }}
+          target: prod
+          push: false
+          load: true
+          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+          build-args: |
+            NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_test_51LwpXXXX
+
+      - name: Scan UI container with Trivy
+        if: github.repository == 'prowler-cloud/prowler' && steps.check-changes.outputs.any_changed == 'true'
+        uses: ./.github/actions/trivy-scan
+        with:
+          image-name: ${{ env.IMAGE_NAME }}
+          image-tag: ${{ github.sha }}
+          fail-on-critical: 'false'
+          severity: 'CRITICAL'
@@ -95,7 +95,7 @@ jobs:
            echo "All database fixtures loaded successfully!"
          '
      - name: Setup Node.js environment
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
        with:
          node-version: '20.x'
          cache: 'npm'
@@ -1,65 +0,0 @@
-name: UI - Pull Request
-
-on:
-  push:
-    branches:
-      - "master"
-      - "v5.*"
-    paths:
-      - ".github/workflows/ui-pull-request.yml"
-      - "ui/**"
-  pull_request:
-    branches:
-      - master
-      - "v5.*"
-    paths:
-      - 'ui/**'
-env:
-  UI_WORKING_DIR: ./ui
-  IMAGE_NAME: prowler-ui
-
-jobs:
-  test-and-coverage:
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        os: [ubuntu-latest]
-        node-version: [20.x]
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-        with:
-          persist-credentials: false
-      - name: Setup Node.js ${{ matrix.node-version }}
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: 'npm'
-          cache-dependency-path: './ui/package-lock.json'
-      - name: Install dependencies
-        working-directory: ./ui
-        run: npm ci
-      - name: Run Healthcheck
-        working-directory: ./ui
-        run: npm run healthcheck
-      - name: Build the application
-        working-directory: ./ui
-        run: npm run build
-
-  test-container-build:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
-      - name: Build Container
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.UI_WORKING_DIR }}
-          # Always build using `prod` target
-          target: prod
-          push: false
-          tags: ${{ env.IMAGE_NAME }}:latest
-          outputs: type=docker
-          build-args: |
-            NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_test_51LwpXXXX
@@ -0,0 +1,64 @@
+name: 'UI: Tests'
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'v5.*'
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  UI_WORKING_DIR: ./ui
+  NODE_VERSION: '20.x'
+
+jobs:
+  ui-tests:
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    permissions:
+      contents: read
+    defaults:
+      run:
+        working-directory: ./ui
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+
+      - name: Check for UI changes
+        id: check-changes
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        with:
+          files: |
+            ui/**
+            .github/workflows/ui-tests.yml
+          files_ignore: |
+            ui/CHANGELOG.md
+            ui/README.md
+
+      - name: Setup Node.js ${{ env.NODE_VERSION }}
+        if: steps.check-changes.outputs.any_changed == 'true'
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
+        with:
+          node-version: ${{ env.NODE_VERSION }}
+          cache: 'npm'
+          cache-dependency-path: './ui/package-lock.json'
+
+      - name: Install dependencies
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: npm ci
+
+      - name: Run healthcheck
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: npm run healthcheck
+
+      - name: Build application
+        if: steps.check-changes.outputs.any_changed == 'true'
+        run: npm run build
@@ -45,21 +45,86 @@ pytest_*.xml
 .coverage
 htmlcov/

-# VSCode files
+# VSCode files and settings
 .vscode/
+*.code-workspace
+.vscode-test/

-# Cursor files
+# VSCode extension settings and workspaces
+.history/
+.ionide/
+
+# MCP Server Settings (various locations)
+**/cline_mcp_settings.json
+**/mcp_settings.json
+**/mcp-config.json
+**/mcpServers.json
+.mcp/
+
+# AI Coding Assistants - Cursor
 .cursorignore
 .cursor/
+.cursorrules

-# RooCode files
+# AI Coding Assistants - RooCode
 .roo/
 .rooignore
 .roomodes

-# Cline files
+# AI Coding Assistants - Cline (formerly Claude Dev)
 .cline/
 .clineignore
+.clinerules
+
+# AI Coding Assistants - Continue
+.continue/
+continue.json
+.continuerc
+.continuerc.json
+
+# AI Coding Assistants - GitHub Copilot
+.copilot/
+.github/copilot/
+
+# AI Coding Assistants - Amazon Q Developer (formerly CodeWhisperer)
+.aws/
+.codewhisperer/
+.amazonq/
+.aws-toolkit/
+
+# AI Coding Assistants - Tabnine
+.tabnine/
+tabnine_config.json
+
+# AI Coding Assistants - Kiro
+.kiro/
+.kiroignore
+kiro.config.json
+
+# AI Coding Assistants - Aider
+.aider/
+.aider.chat.history.md
+.aider.input.history
+.aider.tags.cache.v3/
+
+# AI Coding Assistants - Windsurf
+.windsurf/
+.windsurfignore
+
+# AI Coding Assistants - Replit Agent
+.replit
+.replitignore
+
+# AI Coding Assistants - Supermaven
+.supermaven/
+
+# AI Coding Assistants - Sourcegraph Cody
+.cody/
+
+# AI Coding Assistants - General
+.ai/
+.aiconfig
+ai-config.json

 # Terraform
 .terraform*
@@ -70,7 +135,6 @@ htmlcov/
 ui/.env*
 api/.env*
 mcp_server/.env*
-.env.local

 # Coverage
 .coverage*
@@ -4,6 +4,10 @@ LABEL maintainer="https://github.com/prowler-cloud/prowler"
 LABEL org.opencontainers.image.source="https://github.com/prowler-cloud/prowler"

 ARG POWERSHELL_VERSION=7.5.0
+ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}
+
+ARG TRIVY_VERSION=0.66.0
+ENV TRIVY_VERSION=${TRIVY_VERSION}

 # hadolint ignore=DL3008
 RUN apt-get update && apt-get install -y --no-install-recommends \
@@ -25,6 +29,24 @@ RUN ARCH=$(uname -m) && \
    ln -s /opt/microsoft/powershell/7/pwsh /usr/bin/pwsh && \
    rm /tmp/powershell.tar.gz

+# Install Trivy for IaC scanning
+RUN ARCH=$(uname -m) && \
+    if [ "$ARCH" = "x86_64" ]; then \
+        TRIVY_ARCH="Linux-64bit" ; \
+    elif [ "$ARCH" = "aarch64" ]; then \
+        TRIVY_ARCH="Linux-ARM64" ; \
+    else \
+        echo "Unsupported architecture for Trivy: $ARCH" && exit 1 ; \
+    fi && \
+    wget --progress=dot:giga "https://github.com/aquasecurity/trivy/releases/download/v${TRIVY_VERSION}/trivy_${TRIVY_VERSION}_${TRIVY_ARCH}.tar.gz" -O /tmp/trivy.tar.gz && \
+    tar zxf /tmp/trivy.tar.gz -C /tmp && \
+    mv /tmp/trivy /usr/local/bin/trivy && \
+    chmod +x /usr/local/bin/trivy && \
+    rm /tmp/trivy.tar.gz && \
+    # Create trivy cache directory with proper permissions
+    mkdir -p /tmp/.cache/trivy && \
+    chmod 777 /tmp/.cache/trivy
+
 # Add prowler user
 RUN addgroup --gid 1000 prowler && \
    adduser --uid 1000 --gid 1000 --disabled-password --gecos "" prowler
@@ -56,7 +56,7 @@ Prowler includes hundreds of built-in controls to ensure compliance with standar

 Prowler App is a web-based application that simplifies running Prowler across your cloud provider accounts. It provides a user-friendly interface to visualize the results and streamline your security assessments.

-![Prowler App](docs/products/img/overview.png)
+![Prowler App](docs/images/products/overview.png)

 >For more details, refer to the [Prowler App Documentation](https://docs.prowler.com/projects/prowler-open-source/en/latest/#prowler-app-installation)

@@ -73,26 +73,26 @@ prowler <provider>
 ```console
 prowler dashboard
 ```
-![Prowler Dashboard](docs/products/img/dashboard.png)
+![Prowler Dashboard](docs/images/products/dashboard.png)

 # Prowler at a Glance
 > [!Tip]
 > For the most accurate and up-to-date information about checks, services, frameworks, and categories, visit [**Prowler Hub**](https://hub.prowler.com).


-| Provider | Checks | Services | [Compliance Frameworks](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/compliance/) | [Categories](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/misc/#categories) | Support | Stage | Interface |
-|---|---|---|---|---|---|---|---|
-| AWS | 576 | 82 | 38 | 10 | Official | Stable | UI, API, CLI |
-| GCP | 79 | 13 | 11 | 3 | Official | Stable | UI, API, CLI |
-| Azure | 162 | 19 | 12 | 4 | Official | Stable | UI, API, CLI |
-| Kubernetes | 83 | 7 | 5 | 7 | Official | Stable | UI, API, CLI |
+| Provider | Checks | Services | [Compliance Frameworks](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/compliance/) | [Categories](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/misc/#categories) | Support | Interface |
+|---|---|---|---|---|---|---|
+| AWS | 576 | 82 | 39 | 10 | Official | UI, API, CLI |
+| GCP | 79 | 13 | 13 | 3 | Official | UI, API, CLI |
+| Azure | 162 | 19 | 13 | 4 | Official | UI, API, CLI |
+| Kubernetes | 83 | 7 | 5 | 7 | Official | UI, API, CLI |
 | GitHub | 17 | 2 | 1 | 0 | Official | Stable | UI, API, CLI |
-| M365 | 70 | 7 | 3 | 2 | Official | Stable | UI, API, CLI |
-| OCI | 51 | 13 | 1 | 10 | Official | Stable | CLI |
-| IaC | [See `trivy` docs.](https://trivy.dev/latest/docs/coverage/iac/) | N/A | N/A | N/A | Official | Beta | CLI |
-| MongoDB Atlas | 10 | 3 | 0 | 0 | Official | Beta | CLI |
-| LLM | [See `promptfoo` docs.](https://www.promptfoo.dev/docs/red-team/plugins/) | N/A | N/A | N/A | Official | Beta | CLI |
-| NHN | 6 | 2 | 1 | 0 | Unofficial | Beta | CLI |
+| M365 | 70 | 7 | 3 | 2 | Official | UI, API, CLI |
+| OCI | 51 | 13 | 1 | 10 | Official | UI, API, CLI |
+| IaC | [See `trivy` docs.](https://trivy.dev/latest/docs/coverage/iac/) | N/A | N/A | N/A | Official | UI, API, CLI |
+| MongoDB Atlas | 10 | 3 | 0 | 0 | Official | CLI, API |
+| LLM | [See `promptfoo` docs.](https://www.promptfoo.dev/docs/red-team/plugins/) | N/A | N/A | N/A | Official | CLI |
+| NHN | 6 | 2 | 1 | 0 | Unofficial | CLI |

 > [!Note]
 > The numbers in the table are updated periodically.
@@ -5,7 +5,46 @@ All notable changes to the **Prowler API** are documented in this file.
 ## [1.15.0] (Prowler UNRELEASED)

 ### Added
+- IaC (Infrastructure as Code) provider support for remote repositories [(#8751)](https://github.com/prowler-cloud/prowler/pull/8751)
+- Extend `GET /api/v1/providers` with provider-type filters and optional pagination disable to support the new Overview filters [(#8975)](https://github.com/prowler-cloud/prowler/pull/8975)
+- New endpoint to retrieve the number of providers grouped by provider type [(#8975)](https://github.com/prowler-cloud/prowler/pull/8975)
 - Support for configuring multiple LLM providers [(#8772)](https://github.com/prowler-cloud/prowler/pull/8772)
+- Support C5 compliance framework for Azure provider [(#9081)](https://github.com/prowler-cloud/prowler/pull/9081)
+- Support for Oracle Cloud Infrastructure (OCI) provider [(#8927)](https://github.com/prowler-cloud/prowler/pull/8927)
+- Support muting findings based on simple rules with custom reason [(#9051)](https://github.com/prowler-cloud/prowler/pull/9051)
+- Support C5 compliance framework for the GCP provider [(#9097)](https://github.com/prowler-cloud/prowler/pull/9097)
+- Support for Amazon Bedrock and OpenAI compatible providers in Lighthouse AI [(#8957)](https://github.com/prowler-cloud/prowler/pull/8957)
+- Tenant-wide ThreatScore overview aggregation and snapshot persistence with backfill support [(#9148)](https://github.com/prowler-cloud/prowler/pull/9148)
+- Added `metadata`, `details`, and `partition` attributes to `/resources` endpoint & `details`, and `partition` to `/findings` endpoint [(#9098)](https://github.com/prowler-cloud/prowler/pull/9098)
+- Support for MongoDB Atlas provider [(#9167)](https://github.com/prowler-cloud/prowler/pull/9167)
+- Enhanced compliance overview endpoint with provider filtering and latest scan aggregation [(#9244)](https://github.com/prowler-cloud/prowler/pull/9244)
+
+### Changed
+- Optimized database write queries for scan related tasks [(#9190)](https://github.com/prowler-cloud/prowler/pull/9190)
+- Date filters are now optional for `GET /api/v1/overviews/services` endpoint; returns latest scan data by default [(#9248)](https://github.com/prowler-cloud/prowler/pull/9248)
+
+### Fixed
+- Scans no longer fail when findings have UIDs exceeding 300 characters; such findings are now skipped with detailed logging [(#9246)](https://github.com/prowler-cloud/prowler/pull/9246)
+
+### Security
+- Django updated to the latest 5.1 security release, 5.1.14, due to problems with potential [SQL injection](https://github.com/prowler-cloud/prowler/security/dependabot/113) and [denial-of-service vulnerability](https://github.com/prowler-cloud/prowler/security/dependabot/114) [(#9176)](https://github.com/prowler-cloud/prowler/pull/9176)
+
+---
+
+## [1.14.2] (Prowler 5.13.2)
+
+### Fixed
+- Update unique constraint for `Provider` model to exclude soft-deleted entries, resolving duplicate errors when re-deleting providers [(#9054)](https://github.com/prowler-cloud/prowler/pull/9054)
+- Remove compliance generation for providers without compliance frameworks [(#9208)](https://github.com/prowler-cloud/prowler/pull/9208)
+
+## [1.14.1] (Prowler 5.13.1)
+
+### Fixed
+- `/api/v1/overviews/providers` collapses data by provider type so the UI receives a single aggregated record per cloud family even when multiple accounts exist [(#9053)](https://github.com/prowler-cloud/prowler/pull/9053)
+- Added retry logic to database transactions to handle Aurora read replica connection failures during scale-down events [(#9064)](https://github.com/prowler-cloud/prowler/pull/9064)
+- Security Hub integrations stop failing when they read relationships via the replica by allowing replica relations and saving updates through the primary [(#9080)](https://github.com/prowler-cloud/prowler/pull/9080)
+
+---

 ## [1.14.0] (Prowler 5.13.0)

@@ -5,6 +5,9 @@ LABEL maintainer="https://github.com/prowler-cloud/api"
 ARG POWERSHELL_VERSION=7.5.0
 ENV POWERSHELL_VERSION=${POWERSHELL_VERSION}

+ARG TRIVY_VERSION=0.66.0
+ENV TRIVY_VERSION=${TRIVY_VERSION}
+
 # hadolint ignore=DL3008
 RUN apt-get update && apt-get install -y --no-install-recommends \
    wget \
@@ -36,6 +39,24 @@ RUN ARCH=$(uname -m) && \
    ln -s /opt/microsoft/powershell/7/pwsh /usr/bin/pwsh && \
    rm /tmp/powershell.tar.gz

+# Install Trivy for IaC scanning
+RUN ARCH=$(uname -m) && \
+    if [ "$ARCH" = "x86_64" ]; then \
+        TRIVY_ARCH="Linux-64bit" ; \
+    elif [ "$ARCH" = "aarch64" ]; then \
+        TRIVY_ARCH="Linux-ARM64" ; \
+    else \
+        echo "Unsupported architecture for Trivy: $ARCH" && exit 1 ; \
+    fi && \
+    wget --progress=dot:giga "https://github.com/aquasecurity/trivy/releases/download/v${TRIVY_VERSION}/trivy_${TRIVY_VERSION}_${TRIVY_ARCH}.tar.gz" -O /tmp/trivy.tar.gz && \
+    tar zxf /tmp/trivy.tar.gz -C /tmp && \
+    mv /tmp/trivy /usr/local/bin/trivy && \
+    chmod +x /usr/local/bin/trivy && \
+    rm /tmp/trivy.tar.gz && \
+    # Create trivy cache directory with proper permissions
+    mkdir -p /tmp/.cache/trivy && \
+    chmod 777 /tmp/.cache/trivy
+
 # Add prowler user
 RUN addgroup --gid 1000 prowler && \
    adduser --uid 1000 --gid 1000 --disabled-password --gecos "" prowler
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.

 [[package]]
 name = "about-time"
@@ -1671,14 +1671,14 @@ with-social = ["django-allauth[socialaccount] (>=64.0.0)"]

 [[package]]
 name = "django"
-version = "5.1.13"
+version = "5.1.14"
 description = "A high-level Python web framework that encourages rapid development and clean, pragmatic design."
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "django-5.1.13-py3-none-any.whl", hash = "sha256:06f257f79dc4c17f3f9e23b106a4c5ed1335abecbe731e83c598c941d14fbeed"},
-    {file = "django-5.1.13.tar.gz", hash = "sha256:543ff21679f15e80edfc01fe7ea35f8291b6d4ea589433882913626a7c1cf929"},
+    {file = "django-5.1.14-py3-none-any.whl", hash = "sha256:2a4b9c20404fd1bf50aaaa5542a19d860594cba1354f688f642feb271b91df27"},
+    {file = "django-5.1.14.tar.gz", hash = "sha256:b98409fb31fdd6e8c3a6ba2eef3415cc5c0020057b43b21ba7af6eff5f014831"},
 ]

 [package.dependencies]
@@ -6786,4 +6786,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "3c9164d668d37d6373eb5200bbe768232ead934d9312b9c68046b1df922789f3"
+content-hash = "943e2cd6b87229704550d4e140b36509fb9f58896ebb5834b9fbabe28a9ee92f"
@@ -7,7 +7,7 @@ authors = [{name = "Prowler Engineering", email = "engineering@prowler.com"}]
 dependencies = [
  "celery[pytest] (>=5.4.0,<6.0.0)",
  "dj-rest-auth[with_social,jwt] (==7.0.1)",
-  "django (==5.1.13)",
+  "django (==5.1.14)",
  "django-allauth[saml] (>=65.8.0,<66.0.0)",
  "django-celery-beat (>=2.7.0,<3.0.0)",
  "django-celery-results (>=2.5.1,<3.0.0)",
@@ -1,3 +0,0 @@
-# from django.contrib import admin
-
-# Register your models here.
@@ -144,6 +144,7 @@ def generate_scan_compliance(
    Returns:
        None: This function modifies the compliance_overview in place.
    """
+
    for compliance_id in PROWLER_CHECKS[provider_type][check_id]:
        for requirement in compliance_overview[compliance_id]["requirements"].values():
            if check_id in requirement["checks"]:
@@ -48,8 +48,9 @@ class MainRouter:
        return db == self.admin_db

    def allow_relation(self, obj1, obj2, **hints):  # noqa: F841
-        # Allow relations if both objects are in either "default" or "admin" db connectors
-        if {obj1._state.db, obj2._state.db} <= {self.default_db, self.admin_db}:
+        # Allow relations when both objects originate from allowed connectors
+        allowed_dbs = {self.default_db, self.admin_db, self.replica_db}
+        if {obj1._state.db, obj2._state.db} <= allowed_dbs:
            return True
        return None

@@ -1,18 +1,35 @@
 import re
 import secrets
+import time
 import uuid
 from contextlib import contextmanager
 from datetime import datetime, timedelta, timezone

+from celery.utils.log import get_task_logger
+from config.env import env
 from django.conf import settings
 from django.contrib.auth.models import BaseUserManager
-from django.db import DEFAULT_DB_ALIAS, connection, connections, models, transaction
+from django.db import (
+    DEFAULT_DB_ALIAS,
+    OperationalError,
+    connection,
+    connections,
+    models,
+    transaction,
+)
 from django_celery_beat.models import PeriodicTask
 from psycopg2 import connect as psycopg2_connect
 from psycopg2.extensions import AsIs, new_type, register_adapter, register_type
 from rest_framework_json_api.serializers import ValidationError

-from api.db_router import get_read_db_alias, reset_read_db_alias, set_read_db_alias
+from api.db_router import (
+    READ_REPLICA_ALIAS,
+    get_read_db_alias,
+    reset_read_db_alias,
+    set_read_db_alias,
+)
+
+logger = get_task_logger(__name__)

 DB_USER = settings.DATABASES["default"]["USER"] if not settings.TESTING else "test"
 DB_PASSWORD = (
@@ -28,6 +45,9 @@ TASK_RUNNER_DB_TABLE = "django_celery_results_taskresult"
 POSTGRES_TENANT_VAR = "api.tenant_id"
 POSTGRES_USER_VAR = "api.user_id"

+REPLICA_MAX_ATTEMPTS = env.int("POSTGRES_REPLICA_MAX_ATTEMPTS", default=3)
+REPLICA_RETRY_BASE_DELAY = env.float("POSTGRES_REPLICA_RETRY_BASE_DELAY", default=0.5)
+
 SET_CONFIG_QUERY = "SELECT set_config(%s, %s::text, TRUE);"


@@ -71,24 +91,51 @@ def rls_transaction(
    if db_alias not in connections:
        db_alias = DEFAULT_DB_ALIAS

-    router_token = None
-    try:
-        if db_alias != DEFAULT_DB_ALIAS:
-            router_token = set_read_db_alias(db_alias)
+    alias = db_alias
+    is_replica = READ_REPLICA_ALIAS and alias == READ_REPLICA_ALIAS
+    max_attempts = REPLICA_MAX_ATTEMPTS if is_replica else 1

-        with transaction.atomic(using=db_alias):
-            conn = connections[db_alias]
-            with conn.cursor() as cursor:
-                try:
-                    # just in case the value is a UUID object
-                    uuid.UUID(str(value))
-                except ValueError:
-                    raise ValidationError("Must be a valid UUID")
-                cursor.execute(SET_CONFIG_QUERY, [parameter, value])
-                yield cursor
-    finally:
-        if router_token is not None:
-            reset_read_db_alias(router_token)
+    for attempt in range(1, max_attempts + 1):
+        router_token = None
+
+        # On final attempt, fallback to primary
+        if attempt == max_attempts and is_replica:
+            logger.warning(
+                f"RLS transaction failed after {attempt - 1} attempts on replica, "
+                f"falling back to primary DB"
+            )
+            alias = DEFAULT_DB_ALIAS
+
+        conn = connections[alias]
+        try:
+            if alias != DEFAULT_DB_ALIAS:
+                router_token = set_read_db_alias(alias)
+
+            with transaction.atomic(using=alias):
+                with conn.cursor() as cursor:
+                    try:
+                        # just in case the value is a UUID object
+                        uuid.UUID(str(value))
+                    except ValueError:
+                        raise ValidationError("Must be a valid UUID")
+                    cursor.execute(SET_CONFIG_QUERY, [parameter, value])
+                    yield cursor
+            return
+        except OperationalError as e:
+            # If on primary or max attempts reached, raise
+            if not is_replica or attempt == max_attempts:
+                raise
+
+            # Retry with exponential backoff
+            delay = REPLICA_RETRY_BASE_DELAY * (2 ** (attempt - 1))
+            logger.info(
+                f"RLS transaction failed on replica (attempt {attempt}/{max_attempts}), "
+                f"retrying in {delay}s. Error: {e}"
+            )
+            time.sleep(delay)
+        finally:
+            if router_token is not None:
+                reset_read_db_alias(router_token)


 class CustomUserManager(BaseUserManager):
@@ -30,6 +30,7 @@ from api.models import (
    LighthouseProviderConfiguration,
    LighthouseProviderModels,
    Membership,
+    MuteRule,
    OverviewStatusChoices,
    PermissionChoices,
    Processor,
@@ -46,6 +47,7 @@ from api.models import (
    StatusChoices,
    Task,
    TenantAPIKey,
+    ThreatScoreSnapshot,
    User,
 )
 from api.rls import Tenant
@@ -247,6 +249,14 @@ class ProviderFilter(FilterSet):
        choices=Provider.ProviderChoices.choices,
        lookup_expr="in",
    )
+    provider_type = ChoiceFilter(
+        choices=Provider.ProviderChoices.choices, field_name="provider"
+    )
+    provider_type__in = ChoiceInFilter(
+        field_name="provider",
+        choices=Provider.ProviderChoices.choices,
+        lookup_expr="in",
+    )

    class Meta:
        model = Provider
@@ -751,6 +761,14 @@ class RoleFilter(FilterSet):
 class ComplianceOverviewFilter(FilterSet):
    inserted_at = DateFilter(field_name="inserted_at", lookup_expr="date")
    scan_id = UUIDFilter(field_name="scan_id")
+    provider_id = UUIDFilter(field_name="scan__provider__id", lookup_expr="exact")
+    provider_id__in = UUIDInFilter(field_name="scan__provider__id", lookup_expr="in")
+    provider_type = ChoiceFilter(
+        field_name="scan__provider__provider", choices=Provider.ProviderChoices.choices
+    )
+    provider_type__in = ChoiceInFilter(
+        field_name="scan__provider__provider", choices=Provider.ProviderChoices.choices
+    )
    region = CharFilter(field_name="region")

    class Meta:
@@ -850,26 +868,6 @@ class ScanSummarySeverityFilter(ScanSummaryFilter):
        }


-class ServiceOverviewFilter(ScanSummaryFilter):
-    def is_valid(self):
-        # Check if at least one of the inserted_at filters is present
-        inserted_at_filters = [
-            self.data.get("inserted_at"),
-            self.data.get("inserted_at__gte"),
-            self.data.get("inserted_at__lte"),
-        ]
-        if not any(inserted_at_filters):
-            raise ValidationError(
-                {
-                    "inserted_at": [
-                        "At least one of filter[inserted_at], filter[inserted_at__gte], or "
-                        "filter[inserted_at__lte] is required."
-                    ]
-                }
-            )
-        return super().is_valid()
-
-
 class IntegrationFilter(FilterSet):
    inserted_at = DateFilter(field_name="inserted_at", lookup_expr="date")
    integration_type = ChoiceFilter(choices=Integration.IntegrationChoices.choices)
@@ -972,3 +970,53 @@ class LighthouseProviderModelsFilter(FilterSet):
        fields = {
            "model_id": ["exact", "icontains", "in"],
        }
+
+
+class MuteRuleFilter(FilterSet):
+    inserted_at = DateFilter(field_name="inserted_at", lookup_expr="date")
+    updated_at = DateFilter(field_name="updated_at", lookup_expr="date")
+    created_by = UUIDFilter(field_name="created_by__id", lookup_expr="exact")
+
+    class Meta:
+        model = MuteRule
+        fields = {
+            "id": ["exact", "in"],
+            "name": ["exact", "icontains"],
+            "reason": ["icontains"],
+            "enabled": ["exact"],
+            "inserted_at": ["gte", "lte"],
+            "updated_at": ["gte", "lte"],
+        }
+
+
+class ThreatScoreSnapshotFilter(FilterSet):
+    """
+    Filter for ThreatScore snapshots.
+    Allows filtering by scan, provider, compliance_id, and date ranges.
+    """
+
+    inserted_at = DateFilter(field_name="inserted_at", lookup_expr="date")
+    scan_id = UUIDFilter(field_name="scan__id", lookup_expr="exact")
+    scan_id__in = UUIDInFilter(field_name="scan__id", lookup_expr="in")
+    provider_id = UUIDFilter(field_name="provider__id", lookup_expr="exact")
+    provider_id__in = UUIDInFilter(field_name="provider__id", lookup_expr="in")
+    provider_type = ChoiceFilter(
+        field_name="provider__provider", choices=Provider.ProviderChoices.choices
+    )
+    provider_type__in = ChoiceInFilter(
+        field_name="provider__provider",
+        choices=Provider.ProviderChoices.choices,
+        lookup_expr="in",
+    )
+    compliance_id = CharFilter(field_name="compliance_id", lookup_expr="exact")
+    compliance_id__in = CharInFilter(field_name="compliance_id", lookup_expr="in")
+
+    class Meta:
+        model = ThreatScoreSnapshot
+        fields = {
+            "scan": ["exact", "in"],
+            "provider": ["exact", "in"],
+            "compliance_id": ["exact", "in"],
+            "inserted_at": ["date", "gte", "lte"],
+            "overall_score": ["exact", "gte", "lte"],
+        }
@@ -0,0 +1,34 @@
+# Generated by Django 5.1.7 on 2025-10-14 00:00
+
+from django.db import migrations
+
+import api.db_utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0050_lighthouse_multi_llm"),
+    ]
+
+    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"),
+                    ("oraclecloud", "Oracle Cloud Infrastructure"),
+                ],
+                default="aws",
+            ),
+        ),
+        migrations.RunSQL(
+            "ALTER TYPE provider ADD VALUE IF NOT EXISTS 'oraclecloud';",
+            reverse_sql=migrations.RunSQL.noop,
+        ),
+    ]
@@ -0,0 +1,117 @@
+# Generated by Django 5.1.13 on 2025-10-22 11:56
+
+import uuid
+
+import django.contrib.postgres.fields
+import django.core.validators
+import django.db.models.deletion
+from django.conf import settings
+from django.db import migrations, models
+
+import api.rls
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0051_oraclecloud_provider"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="MuteRule",
+            fields=[
+                (
+                    "id",
+                    models.UUIDField(
+                        default=uuid.uuid4,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
+                    ),
+                ),
+                ("inserted_at", models.DateTimeField(auto_now_add=True)),
+                ("updated_at", models.DateTimeField(auto_now=True)),
+                (
+                    "name",
+                    models.CharField(
+                        help_text="Human-readable name for this rule",
+                        max_length=100,
+                        validators=[django.core.validators.MinLengthValidator(3)],
+                    ),
+                ),
+                (
+                    "reason",
+                    models.TextField(
+                        help_text="Reason for muting",
+                        max_length=500,
+                        validators=[django.core.validators.MinLengthValidator(3)],
+                    ),
+                ),
+                (
+                    "enabled",
+                    models.BooleanField(
+                        default=True, help_text="Whether this rule is currently enabled"
+                    ),
+                ),
+                (
+                    "finding_uids",
+                    django.contrib.postgres.fields.ArrayField(
+                        base_field=models.CharField(max_length=255),
+                        help_text="List of finding UIDs to mute",
+                        size=None,
+                    ),
+                ),
+            ],
+            options={
+                "db_table": "mute_rules",
+                "abstract": False,
+            },
+        ),
+        migrations.AddField(
+            model_name="finding",
+            name="muted_at",
+            field=models.DateTimeField(
+                blank=True, help_text="Timestamp when this finding was muted", null=True
+            ),
+        ),
+        migrations.AlterField(
+            model_name="tenantapikey",
+            name="name",
+            field=models.CharField(
+                max_length=100,
+                validators=[django.core.validators.MinLengthValidator(3)],
+            ),
+        ),
+        migrations.AddField(
+            model_name="muterule",
+            name="created_by",
+            field=models.ForeignKey(
+                help_text="User who created this rule",
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                related_name="created_mute_rules",
+                to=settings.AUTH_USER_MODEL,
+            ),
+        ),
+        migrations.AddField(
+            model_name="muterule",
+            name="tenant",
+            field=models.ForeignKey(
+                on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
+            ),
+        ),
+        migrations.AddConstraint(
+            model_name="muterule",
+            constraint=api.rls.RowLevelSecurityConstraint(
+                "tenant_id",
+                name="rls_on_muterule",
+                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
+            ),
+        ),
+        migrations.AddConstraint(
+            model_name="muterule",
+            constraint=models.UniqueConstraint(
+                fields=("tenant_id", "name"), name="unique_mute_rule_name_per_tenant"
+            ),
+        ),
+    ]
@@ -0,0 +1,25 @@
+# Generated by Django 5.1.12 on 2025-10-14 11:46
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0052_mute_rules"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="lighthouseproviderconfiguration",
+            name="provider_type",
+            field=models.CharField(
+                choices=[
+                    ("openai", "OpenAI"),
+                    ("bedrock", "AWS Bedrock"),
+                    ("openai_compatible", "OpenAI Compatible"),
+                ],
+                help_text="LLM provider name",
+                max_length=50,
+            ),
+        )
+    ]
@@ -0,0 +1,35 @@
+# Generated by Django 5.1.10 on 2025-09-09 09:25
+
+from django.db import migrations
+
+import api.db_utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0053_lighthouse_bedrock_openai_compatible"),
+    ]
+
+    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"),
+                    ("oci", "Oracle Cloud Infrastructure"),
+                    ("iac", "IaC"),
+                ],
+                default="aws",
+            ),
+        ),
+        migrations.RunSQL(
+            "ALTER TYPE provider ADD VALUE IF NOT EXISTS 'iac';",
+            reverse_sql=migrations.RunSQL.noop,
+        ),
+    ]
@@ -0,0 +1,32 @@
+# Generated by Django 5.1.13 on 2025-11-05 08:37
+
+from django.db import migrations
+
+import api.db_utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0054_iac_provider"),
+    ]
+
+    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"),
+                ],
+                default="aws",
+            ),
+        ),
+    ]
@@ -0,0 +1,24 @@
+# Generated by Django 5.1.13 on 2025-11-06 09:20
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0055_mongodbatlas_provider"),
+    ]
+
+    operations = [
+        migrations.RemoveConstraint(
+            model_name="provider",
+            name="unique_provider_uids",
+        ),
+        migrations.AddConstraint(
+            model_name="provider",
+            constraint=models.UniqueConstraint(
+                condition=models.Q(("is_deleted", False)),
+                fields=("tenant_id", "provider", "uid"),
+                name="unique_provider_uids",
+            ),
+        ),
+    ]
@@ -0,0 +1,170 @@
+# Generated by Django 5.1.13 on 2025-10-31 09:04
+
+import uuid
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+import api.rls
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0056_remove_provider_unique_provider_uids_and_more"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="ThreatScoreSnapshot",
+            fields=[
+                (
+                    "id",
+                    models.UUIDField(
+                        default=uuid.uuid4,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
+                    ),
+                ),
+                ("inserted_at", models.DateTimeField(auto_now_add=True)),
+                (
+                    "compliance_id",
+                    models.CharField(
+                        help_text="Compliance framework ID (e.g., 'prowler_threatscore_aws')",
+                        max_length=100,
+                    ),
+                ),
+                (
+                    "overall_score",
+                    models.DecimalField(
+                        decimal_places=2,
+                        help_text="Overall ThreatScore percentage (0-100)",
+                        max_digits=5,
+                    ),
+                ),
+                (
+                    "score_delta",
+                    models.DecimalField(
+                        blank=True,
+                        decimal_places=2,
+                        help_text="Score change compared to previous snapshot (positive = improvement)",
+                        max_digits=5,
+                        null=True,
+                    ),
+                ),
+                (
+                    "section_scores",
+                    models.JSONField(
+                        blank=True,
+                        default=dict,
+                        help_text="ThreatScore breakdown by section",
+                    ),
+                ),
+                (
+                    "critical_requirements",
+                    models.JSONField(
+                        blank=True,
+                        default=list,
+                        help_text="List of critical failed requirements (risk >= 4)",
+                    ),
+                ),
+                (
+                    "total_requirements",
+                    models.IntegerField(
+                        default=0, help_text="Total number of requirements evaluated"
+                    ),
+                ),
+                (
+                    "passed_requirements",
+                    models.IntegerField(
+                        default=0, help_text="Number of requirements with PASS status"
+                    ),
+                ),
+                (
+                    "failed_requirements",
+                    models.IntegerField(
+                        default=0, help_text="Number of requirements with FAIL status"
+                    ),
+                ),
+                (
+                    "manual_requirements",
+                    models.IntegerField(
+                        default=0, help_text="Number of requirements with MANUAL status"
+                    ),
+                ),
+                (
+                    "total_findings",
+                    models.IntegerField(
+                        default=0,
+                        help_text="Total number of findings across all requirements",
+                    ),
+                ),
+                (
+                    "passed_findings",
+                    models.IntegerField(
+                        default=0, help_text="Number of findings with PASS status"
+                    ),
+                ),
+                (
+                    "failed_findings",
+                    models.IntegerField(
+                        default=0, help_text="Number of findings with FAIL status"
+                    ),
+                ),
+                (
+                    "provider",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="threatscore_snapshots",
+                        related_query_name="threatscore_snapshot",
+                        to="api.provider",
+                    ),
+                ),
+                (
+                    "scan",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="threatscore_snapshots",
+                        related_query_name="threatscore_snapshot",
+                        to="api.scan",
+                    ),
+                ),
+                (
+                    "tenant",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
+                    ),
+                ),
+            ],
+            options={
+                "db_table": "threatscore_snapshots",
+                "abstract": False,
+            },
+        ),
+        migrations.AddIndex(
+            model_name="threatscoresnapshot",
+            index=models.Index(
+                fields=["tenant_id", "scan_id"], name="threatscore_snap_t_scan_idx"
+            ),
+        ),
+        migrations.AddIndex(
+            model_name="threatscoresnapshot",
+            index=models.Index(
+                fields=["tenant_id", "provider_id"], name="threatscore_snap_t_prov_idx"
+            ),
+        ),
+        migrations.AddIndex(
+            model_name="threatscoresnapshot",
+            index=models.Index(
+                fields=["tenant_id", "inserted_at"], name="threatscore_snap_t_time_idx"
+            ),
+        ),
+        migrations.AddConstraint(
+            model_name="threatscoresnapshot",
+            constraint=api.rls.RowLevelSecurityConstraint(
+                "tenant_id",
+                name="rls_on_threatscoresnapshot",
+                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
+            ),
+        ),
+    ]
@@ -0,0 +1,25 @@
+from django.contrib.postgres.operations import RemoveIndexConcurrently
+from django.db import migrations
+
+
+class Migration(migrations.Migration):
+    atomic = False
+
+    dependencies = [
+        ("api", "0057_threatscoresnapshot"),
+    ]
+
+    operations = [
+        RemoveIndexConcurrently(
+            model_name="compliancerequirementoverview",
+            name="cro_tenant_scan_idx",
+        ),
+        RemoveIndexConcurrently(
+            model_name="compliancerequirementoverview",
+            name="cro_scan_comp_idx",
+        ),
+        RemoveIndexConcurrently(
+            model_name="compliancerequirementoverview",
+            name="cro_scan_comp_req_idx",
+        ),
+    ]
@@ -0,0 +1,75 @@
+# Generated by Django 5.1.13 on 2025-10-30 15:23
+
+import uuid
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+import api.rls
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0058_drop_redundant_compliance_requirement_indexes"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="ComplianceOverviewSummary",
+            fields=[
+                (
+                    "id",
+                    models.UUIDField(
+                        default=uuid.uuid4,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
+                    ),
+                ),
+                ("inserted_at", models.DateTimeField(auto_now_add=True)),
+                ("compliance_id", models.TextField()),
+                ("requirements_passed", models.IntegerField(default=0)),
+                ("requirements_failed", models.IntegerField(default=0)),
+                ("requirements_manual", models.IntegerField(default=0)),
+                ("total_requirements", models.IntegerField(default=0)),
+                (
+                    "scan",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="compliance_summaries",
+                        related_query_name="compliance_summary",
+                        to="api.scan",
+                    ),
+                ),
+                (
+                    "tenant",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
+                    ),
+                ),
+            ],
+            options={
+                "db_table": "compliance_overview_summaries",
+                "abstract": False,
+                "indexes": [
+                    models.Index(
+                        fields=["tenant_id", "scan_id"], name="cos_tenant_scan_idx"
+                    )
+                ],
+                "constraints": [
+                    models.UniqueConstraint(
+                        fields=("tenant_id", "scan_id", "compliance_id"),
+                        name="unique_compliance_summary_per_scan",
+                    )
+                ],
+            },
+        ),
+        migrations.AddConstraint(
+            model_name="complianceoverviewsummary",
+            constraint=api.rls.RowLevelSecurityConstraint(
+                "tenant_id",
+                name="rls_on_complianceoverviewsummary",
+                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
+            ),
+        ),
+    ]
@@ -284,6 +284,9 @@ class Provider(RowLevelSecurityProtectedModel):
        KUBERNETES = "kubernetes", _("Kubernetes")
        M365 = "m365", _("M365")
        GITHUB = "github", _("GitHub")
+        MONGODBATLAS = "mongodbatlas", _("MongoDB Atlas")
+        IAC = "iac", _("IaC")
+        ORACLECLOUD = "oraclecloud", _("Oracle Cloud Infrastructure")

    @staticmethod
    def validate_aws_uid(value):
@@ -354,6 +357,40 @@ class Provider(RowLevelSecurityProtectedModel):
                pointer="/data/attributes/uid",
            )

+    @staticmethod
+    def validate_iac_uid(value):
+        # Validate that it's a valid repository URL (git URL format)
+        if not re.match(
+            r"^(https?://|git@|ssh://)[^\s/]+[^\s]*\.git$|^(https?://)[^\s/]+[^\s]*$",
+            value,
+        ):
+            raise ModelValidationError(
+                detail="IaC provider ID must be a valid repository URL (e.g., https://github.com/user/repo or https://github.com/user/repo.git).",
+                code="iac-uid",
+                pointer="/data/attributes/uid",
+            )
+
+    @staticmethod
+    def validate_oraclecloud_uid(value):
+        if not re.match(
+            r"^ocid1\.([a-z0-9_-]+)\.([a-z0-9_-]+)\.([a-z0-9_-]*)\.([a-z0-9]+)$", value
+        ):
+            raise ModelValidationError(
+                detail="Oracle Cloud Infrastructure provider ID must be a valid tenancy OCID in the format: "
+                "ocid1.<resource_type>.<realm>.<region>.<unique_id>",
+                code="oraclecloud-uid",
+                pointer="/data/attributes/uid",
+            )
+
+    @staticmethod
+    def validate_mongodbatlas_uid(value):
+        if not re.match(r"^[0-9a-fA-F]{24}$", value):
+            raise ModelValidationError(
+                detail="MongoDB Atlas organization ID must be a 24-character hexadecimal string.",
+                code="mongodbatlas-uid",
+                pointer="/data/attributes/uid",
+            )
+
    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
    updated_at = models.DateTimeField(auto_now=True, editable=False)
@@ -388,7 +425,8 @@ class Provider(RowLevelSecurityProtectedModel):

        constraints = [
            models.UniqueConstraint(
-                fields=("tenant_id", "provider", "uid", "is_deleted"),
+                fields=("tenant_id", "provider", "uid"),
+                condition=Q(is_deleted=False),
                name="unique_provider_uids",
            ),
            RowLevelSecurityConstraint(
@@ -810,6 +848,9 @@ class Finding(PostgresPartitionedModel, RowLevelSecurityProtectedModel):
    muted_reason = models.TextField(
        blank=True, null=True, validators=[MinLengthValidator(3)], max_length=500
    )
+    muted_at = models.DateTimeField(
+        null=True, blank=True, help_text="Timestamp when this finding was muted"
+    )
    compliance = models.JSONField(default=dict, null=True, blank=True)

    # Denormalize resource data for performance
@@ -1330,35 +1371,70 @@ class ComplianceRequirementOverview(RowLevelSecurityProtectedModel):
            ),
        ]
        indexes = [
-            models.Index(fields=["tenant_id", "scan_id"], name="cro_tenant_scan_idx"),
-            models.Index(
-                fields=["tenant_id", "scan_id", "compliance_id"],
-                name="cro_scan_comp_idx",
-            ),
            models.Index(
                fields=["tenant_id", "scan_id", "compliance_id", "region"],
                name="cro_scan_comp_reg_idx",
            ),
-            models.Index(
-                fields=["tenant_id", "scan_id", "compliance_id", "requirement_id"],
-                name="cro_scan_comp_req_idx",
-            ),
-            models.Index(
-                fields=[
-                    "tenant_id",
-                    "scan_id",
-                    "compliance_id",
-                    "requirement_id",
-                    "region",
-                ],
-                name="cro_scan_comp_req_reg_idx",
-            ),
        ]

    class JSONAPIMeta:
        resource_name = "compliance-requirements-overviews"


+class ComplianceOverviewSummary(RowLevelSecurityProtectedModel):
+    """
+    Pre-aggregated compliance overview aggregated across ALL regions.
+    One row per (scan_id, compliance_id) combination.
+
+    This table optimizes the common case where users view overall compliance
+    without filtering by region. For region-specific views, the detailed
+    ComplianceRequirementOverview table is used instead.
+    """
+
+    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
+    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
+
+    scan = models.ForeignKey(
+        Scan,
+        on_delete=models.CASCADE,
+        related_name="compliance_summaries",
+        related_query_name="compliance_summary",
+    )
+
+    compliance_id = models.TextField(blank=False)
+
+    # Pre-aggregated scores (computed across ALL regions)
+    requirements_passed = models.IntegerField(default=0)
+    requirements_failed = models.IntegerField(default=0)
+    requirements_manual = models.IntegerField(default=0)
+    total_requirements = models.IntegerField(default=0)
+
+    class Meta(RowLevelSecurityProtectedModel.Meta):
+        db_table = "compliance_overview_summaries"
+
+        constraints = [
+            models.UniqueConstraint(
+                fields=("tenant_id", "scan_id", "compliance_id"),
+                name="unique_compliance_summary_per_scan",
+            ),
+            RowLevelSecurityConstraint(
+                field="tenant_id",
+                name="rls_on_%(class)s",
+                statements=["SELECT", "INSERT", "DELETE"],
+            ),
+        ]
+
+        indexes = [
+            models.Index(
+                fields=["tenant_id", "scan_id"],
+                name="cos_tenant_scan_idx",
+            ),
+        ]
+
+    class JSONAPIMeta:
+        resource_name = "compliance-overview-summaries"
+
+
 class ScanSummary(RowLevelSecurityProtectedModel):
    objects = ActiveProviderManager()
    all_objects = models.Manager()
@@ -1922,6 +1998,59 @@ class LighthouseConfiguration(RowLevelSecurityProtectedModel):
        resource_name = "lighthouse-configurations"


+class MuteRule(RowLevelSecurityProtectedModel):
+    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
+    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
+    updated_at = models.DateTimeField(auto_now=True, editable=False)
+
+    # Rule metadata
+    name = models.CharField(
+        max_length=100,
+        validators=[MinLengthValidator(3)],
+        help_text="Human-readable name for this rule",
+    )
+    reason = models.TextField(
+        validators=[MinLengthValidator(3)],
+        max_length=500,
+        help_text="Reason for muting",
+    )
+    enabled = models.BooleanField(
+        default=True, help_text="Whether this rule is currently enabled"
+    )
+
+    # Audit fields
+    created_by = models.ForeignKey(
+        User,
+        on_delete=models.SET_NULL,
+        null=True,
+        related_name="created_mute_rules",
+        help_text="User who created this rule",
+    )
+
+    # Rule criteria - array of finding UIDs
+    finding_uids = ArrayField(
+        models.CharField(max_length=255), help_text="List of finding UIDs to mute"
+    )
+
+    class Meta(RowLevelSecurityProtectedModel.Meta):
+        db_table = "mute_rules"
+
+        constraints = [
+            RowLevelSecurityConstraint(
+                field="tenant_id",
+                name="rls_on_%(class)s",
+                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
+            ),
+            models.UniqueConstraint(
+                fields=("tenant_id", "name"),
+                name="unique_mute_rule_name_per_tenant",
+            ),
+        ]
+
+    class JSONAPIMeta:
+        resource_name = "mute-rules"
+
+
 class Processor(RowLevelSecurityProtectedModel):
    class ProcessorChoices(models.TextChoices):
        MUTELIST = "mutelist", _("Mutelist")
@@ -1970,6 +2099,8 @@ class LighthouseProviderConfiguration(RowLevelSecurityProtectedModel):

    class LLMProviderChoices(models.TextChoices):
        OPENAI = "openai", _("OpenAI")
+        BEDROCK = "bedrock", _("AWS Bedrock")
+        OPENAI_COMPATIBLE = "openai_compatible", _("OpenAI Compatible")

    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
@@ -2091,7 +2222,7 @@ class LighthouseTenantConfiguration(RowLevelSecurityProtectedModel):
        ]

    class JSONAPIMeta:
-        resource_name = "lighthouse-config"
+        resource_name = "lighthouse-configurations"


 class LighthouseProviderModels(RowLevelSecurityProtectedModel):
@@ -2140,3 +2271,137 @@ class LighthouseProviderModels(RowLevelSecurityProtectedModel):
                name="lh_prov_models_cfg_idx",
            ),
        ]
+
+    class JSONAPIMeta:
+        resource_name = "lighthouse-models"
+
+
+class ThreatScoreSnapshot(RowLevelSecurityProtectedModel):
+    """
+    Stores historical ThreatScore metrics for a given scan.
+    Snapshots are created automatically after each ThreatScore report generation.
+    """
+
+    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
+    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
+
+    scan = models.ForeignKey(
+        Scan,
+        on_delete=models.CASCADE,
+        related_name="threatscore_snapshots",
+        related_query_name="threatscore_snapshot",
+    )
+
+    provider = models.ForeignKey(
+        Provider,
+        on_delete=models.CASCADE,
+        related_name="threatscore_snapshots",
+        related_query_name="threatscore_snapshot",
+    )
+
+    compliance_id = models.CharField(
+        max_length=100,
+        blank=False,
+        null=False,
+        help_text="Compliance framework ID (e.g., 'prowler_threatscore_aws')",
+    )
+
+    # Overall ThreatScore metrics
+    overall_score = models.DecimalField(
+        max_digits=5,
+        decimal_places=2,
+        help_text="Overall ThreatScore percentage (0-100)",
+    )
+
+    # Score improvement/degradation compared to previous snapshot
+    score_delta = models.DecimalField(
+        max_digits=5,
+        decimal_places=2,
+        null=True,
+        blank=True,
+        help_text="Score change compared to previous snapshot (positive = improvement)",
+    )
+
+    # Section breakdown stored as JSON
+    # Format: {"1. IAM": 85.5, "2. Attack Surface": 92.3, ...}
+    section_scores = models.JSONField(
+        default=dict,
+        blank=True,
+        help_text="ThreatScore breakdown by section",
+    )
+
+    # Critical requirements metadata stored as JSON
+    # Format: [{"requirement_id": "...", "risk_level": 5, "weight": 150, ...}, ...]
+    critical_requirements = models.JSONField(
+        default=list,
+        blank=True,
+        help_text="List of critical failed requirements (risk >= 4)",
+    )
+
+    # Summary statistics
+    total_requirements = models.IntegerField(
+        default=0,
+        help_text="Total number of requirements evaluated",
+    )
+
+    passed_requirements = models.IntegerField(
+        default=0,
+        help_text="Number of requirements with PASS status",
+    )
+
+    failed_requirements = models.IntegerField(
+        default=0,
+        help_text="Number of requirements with FAIL status",
+    )
+
+    manual_requirements = models.IntegerField(
+        default=0,
+        help_text="Number of requirements with MANUAL status",
+    )
+
+    total_findings = models.IntegerField(
+        default=0,
+        help_text="Total number of findings across all requirements",
+    )
+
+    passed_findings = models.IntegerField(
+        default=0,
+        help_text="Number of findings with PASS status",
+    )
+
+    failed_findings = models.IntegerField(
+        default=0,
+        help_text="Number of findings with FAIL status",
+    )
+
+    def __str__(self):
+        return f"ThreatScore {self.overall_score}% for scan {self.scan_id} ({self.inserted_at})"
+
+    class Meta(RowLevelSecurityProtectedModel.Meta):
+        db_table = "threatscore_snapshots"
+
+        constraints = [
+            RowLevelSecurityConstraint(
+                field="tenant_id",
+                name="rls_on_%(class)s",
+                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
+            ),
+        ]
+
+        indexes = [
+            models.Index(
+                fields=["tenant_id", "scan_id"],
+                name="threatscore_snap_t_scan_idx",
+            ),
+            models.Index(
+                fields=["tenant_id", "provider_id"],
+                name="threatscore_snap_t_prov_idx",
+            ),
+            models.Index(
+                fields=["tenant_id", "inserted_at"],
+                name="threatscore_snap_t_time_idx",
+            ),
+        ]
+
+    class JSONAPIMeta:
+        resource_name = "threatscore-snapshots"
@@ -0,0 +1,39 @@
+"""Tests for rls_transaction retry and fallback logic."""
+
+import pytest
+from django.db import DEFAULT_DB_ALIAS
+from rest_framework_json_api.serializers import ValidationError
+
+from api.db_utils import rls_transaction
+
+
+@pytest.mark.django_db
+class TestRLSTransaction:
+    """Simple integration tests for rls_transaction using real DB."""
+
+    @pytest.fixture
+    def tenant(self, tenants_fixture):
+        return tenants_fixture[0]
+
+    def test_success_on_primary(self, tenant):
+        """Basic: transaction succeeds on primary database."""
+        with rls_transaction(str(tenant.id), using=DEFAULT_DB_ALIAS) as cursor:
+            cursor.execute("SELECT 1")
+            result = cursor.fetchone()
+            assert result == (1,)
+
+    def test_invalid_uuid_raises_validation_error(self):
+        """Invalid UUID raises ValidationError before DB operations."""
+        with pytest.raises(ValidationError, match="Must be a valid UUID"):
+            with rls_transaction("not-a-uuid", using=DEFAULT_DB_ALIAS):
+                pass
+
+    def test_custom_parameter_name(self, tenant):
+        """Test custom RLS parameter name."""
+        custom_param = "api.custom_id"
+        with rls_transaction(
+            str(tenant.id), parameter=custom_param, using=DEFAULT_DB_ALIAS
+        ) as cursor:
+            cursor.execute("SELECT current_setting(%s, true)", [custom_param])
+            result = cursor.fetchone()
+            assert result == (str(tenant.id),)
@@ -1,12 +1,15 @@
 from datetime import datetime, timezone
 from enum import Enum
-from unittest.mock import patch
+from unittest.mock import MagicMock, patch

 import pytest
 from django.conf import settings
+from django.db import DEFAULT_DB_ALIAS, OperationalError
 from freezegun import freeze_time
+from rest_framework_json_api.serializers import ValidationError

 from api.db_utils import (
+    POSTGRES_TENANT_VAR,
    _should_create_index_on_partition,
    batch_delete,
    create_objects_in_batches,
@@ -14,11 +17,22 @@ from api.db_utils import (
    generate_api_key_prefix,
    generate_random_token,
    one_week_from_now,
+    rls_transaction,
    update_objects_in_batches,
 )
 from api.models import Provider


+@pytest.fixture
+def enable_read_replica():
+    """
+    Fixture to enable READ_REPLICA_ALIAS for tests that need replica functionality.
+    This avoids polluting the global test configuration.
+    """
+    with patch("api.db_utils.READ_REPLICA_ALIAS", "replica"):
+        yield "replica"
+
+
 class TestEnumToChoices:
    def test_enum_to_choices_simple(self):
        class Color(Enum):
@@ -339,3 +353,498 @@ class TestGenerateApiKeyPrefix:
            prefix = generate_api_key_prefix()
            random_part = prefix[3:]  # Strip 'pk_'
            assert all(char in allowed_chars for char in random_part)
+
+
+@pytest.mark.django_db
+class TestRlsTransaction:
+    def test_rls_transaction_valid_uuid_string(self, tenants_fixture):
+        """Test rls_transaction with valid UUID string."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with rls_transaction(tenant_id) as cursor:
+            assert cursor is not None
+            cursor.execute("SELECT current_setting(%s)", [POSTGRES_TENANT_VAR])
+            result = cursor.fetchone()
+            assert result[0] == tenant_id
+
+    def test_rls_transaction_valid_uuid_object(self, tenants_fixture):
+        """Test rls_transaction with UUID object."""
+        tenant = tenants_fixture[0]
+
+        with rls_transaction(tenant.id) as cursor:
+            assert cursor is not None
+            cursor.execute("SELECT current_setting(%s)", [POSTGRES_TENANT_VAR])
+            result = cursor.fetchone()
+            assert result[0] == str(tenant.id)
+
+    def test_rls_transaction_invalid_uuid_raises_validation_error(self):
+        """Test rls_transaction raises ValidationError for invalid UUID."""
+        invalid_uuid = "not-a-valid-uuid"
+
+        with pytest.raises(ValidationError, match="Must be a valid UUID"):
+            with rls_transaction(invalid_uuid):
+                pass
+
+    def test_rls_transaction_uses_default_database_when_no_alias(self, tenants_fixture):
+        """Test rls_transaction uses DEFAULT_DB_ALIAS when no alias specified."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=None):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic"):
+                    with rls_transaction(tenant_id):
+                        pass
+
+                mock_connections.__getitem__.assert_called_with(DEFAULT_DB_ALIAS)
+
+    def test_rls_transaction_uses_specified_alias(self, tenants_fixture):
+        """Test rls_transaction uses specified database alias via using parameter."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+        custom_alias = "custom_db"
+
+        with patch("api.db_utils.connections") as mock_connections:
+            mock_conn = MagicMock()
+            mock_cursor = MagicMock()
+            mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+            mock_connections.__getitem__.return_value = mock_conn
+            mock_connections.__contains__.return_value = True
+
+            with patch("api.db_utils.transaction.atomic"):
+                with patch("api.db_utils.set_read_db_alias") as mock_set_alias:
+                    with patch("api.db_utils.reset_read_db_alias") as mock_reset_alias:
+                        mock_set_alias.return_value = "test_token"
+                        with rls_transaction(tenant_id, using=custom_alias):
+                            pass
+
+                        mock_connections.__getitem__.assert_called_with(custom_alias)
+                        mock_set_alias.assert_called_once_with(custom_alias)
+                        mock_reset_alias.assert_called_once_with("test_token")
+
+    def test_rls_transaction_uses_read_replica_from_router(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test rls_transaction uses read replica alias from router."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic"):
+                    with patch("api.db_utils.set_read_db_alias") as mock_set_alias:
+                        with patch(
+                            "api.db_utils.reset_read_db_alias"
+                        ) as mock_reset_alias:
+                            mock_set_alias.return_value = "test_token"
+                            with rls_transaction(tenant_id):
+                                pass
+
+                            mock_connections.__getitem__.assert_called()
+                            mock_set_alias.assert_called_once()
+                            mock_reset_alias.assert_called_once()
+
+    def test_rls_transaction_fallback_to_default_when_alias_not_in_connections(
+        self, tenants_fixture
+    ):
+        """Test rls_transaction falls back to DEFAULT_DB_ALIAS when alias not in connections."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+        invalid_alias = "nonexistent_db"
+
+        with patch("api.db_utils.get_read_db_alias", return_value=invalid_alias):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+
+                def contains_check(alias):
+                    return alias == DEFAULT_DB_ALIAS
+
+                mock_connections.__contains__.side_effect = contains_check
+                mock_connections.__getitem__.return_value = mock_conn
+
+                with patch("api.db_utils.transaction.atomic"):
+                    with rls_transaction(tenant_id):
+                        pass
+
+                    mock_connections.__getitem__.assert_called_with(DEFAULT_DB_ALIAS)
+
+    def test_rls_transaction_successful_execution_on_replica_no_retries(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test successful execution on replica without retries."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic"):
+                    with patch("api.db_utils.set_read_db_alias", return_value="token"):
+                        with patch("api.db_utils.reset_read_db_alias"):
+                            with rls_transaction(tenant_id):
+                                pass
+
+                            assert mock_cursor.execute.call_count == 1
+
+    def test_rls_transaction_retry_with_exponential_backoff_on_operational_error(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test retry with exponential backoff on OperationalError on replica."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                call_count = 0
+
+                def atomic_side_effect(*args, **kwargs):
+                    nonlocal call_count
+                    call_count += 1
+                    if call_count < 3:
+                        raise OperationalError("Connection error")
+                    return MagicMock(
+                        __enter__=MagicMock(return_value=None),
+                        __exit__=MagicMock(return_value=False),
+                    )
+
+                with patch(
+                    "api.db_utils.transaction.atomic", side_effect=atomic_side_effect
+                ):
+                    with patch("api.db_utils.time.sleep") as mock_sleep:
+                        with patch(
+                            "api.db_utils.set_read_db_alias", return_value="token"
+                        ):
+                            with patch("api.db_utils.reset_read_db_alias"):
+                                with patch("api.db_utils.logger") as mock_logger:
+                                    with rls_transaction(tenant_id):
+                                        pass
+
+                                    assert mock_sleep.call_count == 2
+                                    mock_sleep.assert_any_call(0.5)
+                                    mock_sleep.assert_any_call(1.0)
+                                    assert mock_logger.info.call_count == 2
+
+    def test_rls_transaction_max_three_attempts_for_replica(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test maximum 3 attempts for replica database."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic") as mock_atomic:
+                    mock_atomic.side_effect = OperationalError("Persistent error")
+
+                    with patch("api.db_utils.time.sleep"):
+                        with patch(
+                            "api.db_utils.set_read_db_alias", return_value="token"
+                        ):
+                            with patch("api.db_utils.reset_read_db_alias"):
+                                with pytest.raises(OperationalError):
+                                    with rls_transaction(tenant_id):
+                                        pass
+
+                                assert mock_atomic.call_count == 3
+
+    def test_rls_transaction_only_one_attempt_for_primary(self, tenants_fixture):
+        """Test only 1 attempt for primary database."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=None):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic") as mock_atomic:
+                    mock_atomic.side_effect = OperationalError("Primary error")
+
+                    with pytest.raises(OperationalError):
+                        with rls_transaction(tenant_id):
+                            pass
+
+                    assert mock_atomic.call_count == 1
+
+    def test_rls_transaction_fallback_to_primary_after_max_attempts(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test fallback to primary DB after max attempts on replica."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                call_count = 0
+
+                def atomic_side_effect(*args, **kwargs):
+                    nonlocal call_count
+                    call_count += 1
+                    if call_count < 3:
+                        raise OperationalError("Replica error")
+                    return MagicMock(
+                        __enter__=MagicMock(return_value=None),
+                        __exit__=MagicMock(return_value=False),
+                    )
+
+                with patch(
+                    "api.db_utils.transaction.atomic", side_effect=atomic_side_effect
+                ):
+                    with patch("api.db_utils.time.sleep"):
+                        with patch(
+                            "api.db_utils.set_read_db_alias", return_value="token"
+                        ):
+                            with patch("api.db_utils.reset_read_db_alias"):
+                                with patch("api.db_utils.logger") as mock_logger:
+                                    with rls_transaction(tenant_id):
+                                        pass
+
+                                    mock_logger.warning.assert_called_once()
+                                    warning_msg = mock_logger.warning.call_args[0][0]
+                                    assert "falling back to primary DB" in warning_msg
+
+    def test_rls_transaction_logger_warning_on_fallback(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test logger warnings are emitted on fallback to primary."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                call_count = 0
+
+                def atomic_side_effect(*args, **kwargs):
+                    nonlocal call_count
+                    call_count += 1
+                    if call_count < 3:
+                        raise OperationalError("Replica error")
+                    return MagicMock(
+                        __enter__=MagicMock(return_value=None),
+                        __exit__=MagicMock(return_value=False),
+                    )
+
+                with patch(
+                    "api.db_utils.transaction.atomic", side_effect=atomic_side_effect
+                ):
+                    with patch("api.db_utils.time.sleep"):
+                        with patch(
+                            "api.db_utils.set_read_db_alias", return_value="token"
+                        ):
+                            with patch("api.db_utils.reset_read_db_alias"):
+                                with patch("api.db_utils.logger") as mock_logger:
+                                    with rls_transaction(tenant_id):
+                                        pass
+
+                                    assert mock_logger.info.call_count == 2
+                                    assert mock_logger.warning.call_count == 1
+
+    def test_rls_transaction_operational_error_raised_immediately_on_primary(
+        self, tenants_fixture
+    ):
+        """Test OperationalError raised immediately on primary without retry."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=None):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic") as mock_atomic:
+                    mock_atomic.side_effect = OperationalError("Primary error")
+
+                    with patch("api.db_utils.time.sleep") as mock_sleep:
+                        with pytest.raises(OperationalError):
+                            with rls_transaction(tenant_id):
+                                pass
+
+                        mock_sleep.assert_not_called()
+
+    def test_rls_transaction_operational_error_raised_after_max_attempts(
+        self, tenants_fixture, enable_read_replica
+    ):
+        """Test OperationalError raised after max attempts on replica."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=enable_read_replica):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic") as mock_atomic:
+                    mock_atomic.side_effect = OperationalError(
+                        "Persistent replica error"
+                    )
+
+                    with patch("api.db_utils.time.sleep"):
+                        with patch(
+                            "api.db_utils.set_read_db_alias", return_value="token"
+                        ):
+                            with patch("api.db_utils.reset_read_db_alias"):
+                                with pytest.raises(OperationalError):
+                                    with rls_transaction(tenant_id):
+                                        pass
+
+    def test_rls_transaction_router_token_set_for_non_default_alias(
+        self, tenants_fixture
+    ):
+        """Test router token is set when using non-default alias."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+        custom_alias = "custom_db"
+
+        with patch("api.db_utils.connections") as mock_connections:
+            mock_conn = MagicMock()
+            mock_cursor = MagicMock()
+            mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+            mock_connections.__getitem__.return_value = mock_conn
+            mock_connections.__contains__.return_value = True
+
+            with patch("api.db_utils.transaction.atomic"):
+                with patch("api.db_utils.set_read_db_alias") as mock_set_alias:
+                    with patch("api.db_utils.reset_read_db_alias") as mock_reset_alias:
+                        mock_set_alias.return_value = "test_token"
+                        with rls_transaction(tenant_id, using=custom_alias):
+                            pass
+
+                        mock_set_alias.assert_called_once_with(custom_alias)
+                        mock_reset_alias.assert_called_once_with("test_token")
+
+    def test_rls_transaction_router_token_reset_in_finally_block(self, tenants_fixture):
+        """Test router token is reset in finally block even on error."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+        custom_alias = "custom_db"
+
+        with patch("api.db_utils.connections") as mock_connections:
+            mock_conn = MagicMock()
+            mock_cursor = MagicMock()
+            mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+            mock_connections.__getitem__.return_value = mock_conn
+            mock_connections.__contains__.return_value = True
+
+            with patch("api.db_utils.transaction.atomic") as mock_atomic:
+                mock_atomic.side_effect = Exception("Unexpected error")
+
+                with patch("api.db_utils.set_read_db_alias", return_value="test_token"):
+                    with patch("api.db_utils.reset_read_db_alias") as mock_reset_alias:
+                        with pytest.raises(Exception):
+                            with rls_transaction(tenant_id, using=custom_alias):
+                                pass
+
+                        mock_reset_alias.assert_called_once_with("test_token")
+
+    def test_rls_transaction_router_token_not_set_for_default_alias(
+        self, tenants_fixture
+    ):
+        """Test router token is not set when using default alias."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with patch("api.db_utils.get_read_db_alias", return_value=None):
+            with patch("api.db_utils.connections") as mock_connections:
+                mock_conn = MagicMock()
+                mock_cursor = MagicMock()
+                mock_conn.cursor.return_value.__enter__.return_value = mock_cursor
+                mock_connections.__getitem__.return_value = mock_conn
+                mock_connections.__contains__.return_value = True
+
+                with patch("api.db_utils.transaction.atomic"):
+                    with patch("api.db_utils.set_read_db_alias") as mock_set_alias:
+                        with patch(
+                            "api.db_utils.reset_read_db_alias"
+                        ) as mock_reset_alias:
+                            with rls_transaction(tenant_id):
+                                pass
+
+                            mock_set_alias.assert_not_called()
+                            mock_reset_alias.assert_not_called()
+
+    def test_rls_transaction_set_config_query_executed_with_correct_params(
+        self, tenants_fixture
+    ):
+        """Test SET_CONFIG_QUERY executed with correct parameters."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with rls_transaction(tenant_id) as cursor:
+            cursor.execute("SELECT current_setting(%s)", [POSTGRES_TENANT_VAR])
+            result = cursor.fetchone()
+            assert result[0] == tenant_id
+
+    def test_rls_transaction_custom_parameter(self, tenants_fixture):
+        """Test rls_transaction with custom parameter name."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+        custom_param = "api.user_id"
+
+        with rls_transaction(tenant_id, parameter=custom_param) as cursor:
+            cursor.execute("SELECT current_setting(%s)", [custom_param])
+            result = cursor.fetchone()
+            assert result[0] == tenant_id
+
+    def test_rls_transaction_cursor_yielded_correctly(self, tenants_fixture):
+        """Test cursor is yielded correctly."""
+        tenant = tenants_fixture[0]
+        tenant_id = str(tenant.id)
+
+        with rls_transaction(tenant_id) as cursor:
+            assert cursor is not None
+            cursor.execute("SELECT 1")
+            result = cursor.fetchone()
+            assert result[0] == 1
@@ -20,8 +20,11 @@ from prowler.providers.aws.aws_provider import AwsProvider
 from prowler.providers.aws.lib.security_hub.security_hub import SecurityHubConnection
 from prowler.providers.azure.azure_provider import AzureProvider
 from prowler.providers.gcp.gcp_provider import GcpProvider
+from prowler.providers.github.github_provider import GithubProvider
 from prowler.providers.kubernetes.kubernetes_provider import KubernetesProvider
 from prowler.providers.m365.m365_provider import M365Provider
+from prowler.providers.mongodbatlas.mongodbatlas_provider import MongodbatlasProvider
+from prowler.providers.oraclecloud.oraclecloud_provider import OraclecloudProvider


 class TestMergeDicts:
@@ -108,6 +111,9 @@ class TestReturnProwlerProvider:
            (Provider.ProviderChoices.AZURE.value, AzureProvider),
            (Provider.ProviderChoices.KUBERNETES.value, KubernetesProvider),
            (Provider.ProviderChoices.M365.value, M365Provider),
+            (Provider.ProviderChoices.GITHUB.value, GithubProvider),
+            (Provider.ProviderChoices.MONGODBATLAS.value, MongodbatlasProvider),
+            (Provider.ProviderChoices.ORACLECLOUD.value, OraclecloudProvider),
        ],
    )
    def test_return_prowler_provider(self, provider_type, expected_provider):
@@ -203,6 +209,14 @@ class TestGetProwlerProviderKwargs:
                Provider.ProviderChoices.GITHUB.value,
                {"organizations": ["provider_uid"]},
            ),
+            (
+                Provider.ProviderChoices.ORACLECLOUD.value,
+                {},
+            ),
+            (
+                Provider.ProviderChoices.MONGODBATLAS.value,
+                {"atlas_organization_id": "provider_uid"},
+            ),
        ],
    )
    def test_get_prowler_provider_kwargs(self, provider_type, expected_extra_kwargs):
@@ -18,8 +18,11 @@ from prowler.providers.azure.azure_provider import AzureProvider
 from prowler.providers.common.models import Connection
 from prowler.providers.gcp.gcp_provider import GcpProvider
 from prowler.providers.github.github_provider import GithubProvider
+from prowler.providers.iac.iac_provider import IacProvider
 from prowler.providers.kubernetes.kubernetes_provider import KubernetesProvider
 from prowler.providers.m365.m365_provider import M365Provider
+from prowler.providers.mongodbatlas.mongodbatlas_provider import MongodbatlasProvider
+from prowler.providers.oraclecloud.oraclecloud_provider import OraclecloudProvider


 class CustomOAuth2Client(OAuth2Client):
@@ -65,8 +68,11 @@ def return_prowler_provider(
    | AzureProvider
    | GcpProvider
    | GithubProvider
+    | IacProvider
    | KubernetesProvider
    | M365Provider
+    | MongodbatlasProvider
+    | OraclecloudProvider
 ]:
    """Return the Prowler provider class based on the given provider type.

@@ -74,7 +80,7 @@ def return_prowler_provider(
        provider (Provider): The provider object containing the provider type and associated secrets.

    Returns:
-        AwsProvider | AzureProvider | GcpProvider | GithubProvider | KubernetesProvider | M365Provider: The corresponding provider class.
+        AwsProvider | AzureProvider | GcpProvider | GithubProvider | IacProvider | KubernetesProvider | M365Provider | OraclecloudProvider | MongodbatlasProvider: The corresponding provider class.

    Raises:
        ValueError: If the provider type specified in `provider.provider` is not supported.
@@ -92,6 +98,12 @@ def return_prowler_provider(
            prowler_provider = M365Provider
        case Provider.ProviderChoices.GITHUB.value:
            prowler_provider = GithubProvider
+        case Provider.ProviderChoices.MONGODBATLAS.value:
+            prowler_provider = MongodbatlasProvider
+        case Provider.ProviderChoices.IAC.value:
+            prowler_provider = IacProvider
+        case Provider.ProviderChoices.ORACLECLOUD.value:
+            prowler_provider = OraclecloudProvider
        case _:
            raise ValueError(f"Provider type {provider.provider} not supported")
    return prowler_provider
@@ -128,6 +140,21 @@ def get_prowler_provider_kwargs(
                **prowler_provider_kwargs,
                "organizations": [provider.uid],
            }
+    elif provider.provider == Provider.ProviderChoices.IAC.value:
+        # For IaC provider, uid contains the repository URL
+        # Extract the access token if present in the secret
+        prowler_provider_kwargs = {
+            "scan_repository_url": provider.uid,
+        }
+        if "access_token" in provider.secret.secret:
+            prowler_provider_kwargs["oauth_app_token"] = provider.secret.secret[
+                "access_token"
+            ]
+    elif provider.provider == Provider.ProviderChoices.MONGODBATLAS.value:
+        prowler_provider_kwargs = {
+            **prowler_provider_kwargs,
+            "atlas_organization_id": provider.uid,
+        }

    if mutelist_processor:
        mutelist_content = mutelist_processor.configuration.get("Mutelist", {})
@@ -145,8 +172,11 @@ def initialize_prowler_provider(
    | AzureProvider
    | GcpProvider
    | GithubProvider
+    | IacProvider
    | KubernetesProvider
    | M365Provider
+    | MongodbatlasProvider
+    | OraclecloudProvider
 ):
    """Initialize a Prowler provider instance based on the given provider type.

@@ -155,8 +185,8 @@ def initialize_prowler_provider(
        mutelist_processor (Processor): The mutelist processor object containing the mutelist configuration.

    Returns:
-        AwsProvider | AzureProvider | GcpProvider | GithubProvider | KubernetesProvider | M365Provider: An instance of the corresponding provider class
-            (`AwsProvider`, `AzureProvider`, `GcpProvider`, `GithubProvider`, `KubernetesProvider` or `M365Provider`) initialized with the
+        AwsProvider | AzureProvider | GcpProvider | GithubProvider | IacProvider | KubernetesProvider | M365Provider | OraclecloudProvider | MongodbatlasProvider: An instance of the corresponding provider class
+            (`AwsProvider`, `AzureProvider`, `GcpProvider`, `GithubProvider`, `IacProvider`, `KubernetesProvider`, `M365Provider`, `OraclecloudProvider` or `MongodbatlasProvider`) initialized with the
            provider's secrets.
    """
    prowler_provider = return_prowler_provider(provider)
@@ -180,9 +210,23 @@ def prowler_provider_connection_test(provider: Provider) -> Connection:
    except Provider.secret.RelatedObjectDoesNotExist as secret_error:
        return Connection(is_connected=False, error=secret_error)

-    return prowler_provider.test_connection(
-        **prowler_provider_kwargs, provider_id=provider.uid, raise_on_exception=False
-    )
+    # For IaC provider, construct the kwargs properly for test_connection
+    if provider.provider == Provider.ProviderChoices.IAC.value:
+        # Don't pass repository_url from secret, use scan_repository_url with the UID
+        iac_test_kwargs = {
+            "scan_repository_url": provider.uid,
+            "raise_on_exception": False,
+        }
+        # Add access_token if present in the secret
+        if "access_token" in prowler_provider_kwargs:
+            iac_test_kwargs["access_token"] = prowler_provider_kwargs["access_token"]
+        return prowler_provider.test_connection(**iac_test_kwargs)
+    else:
+        return prowler_provider.test_connection(
+            **prowler_provider_kwargs,
+            provider_id=provider.uid,
+            raise_on_exception=False,
+        )


 def prowler_integration_connection_test(integration: Integration) -> Connection:
@@ -12,6 +12,24 @@ from api.models import StateChoices, Task
 from api.v1.serializers import TaskSerializer


+class DisablePaginationMixin:
+    disable_pagination_query_param = "page[disable]"
+    disable_pagination_truthy_values = {"true"}
+
+    def should_disable_pagination(self) -> bool:
+        if not hasattr(self, "request"):
+            return False
+        value = self.request.query_params.get(self.disable_pagination_query_param)
+        if value is None:
+            return False
+        return str(value).lower() in self.disable_pagination_truthy_values
+
+    def paginate_queryset(self, queryset):
+        if self.should_disable_pagination():
+            return None
+        return super().paginate_queryset(queryset)
+
+
 class PaginateByPkMixin:
    """
    Mixin to paginate on a list of PKs (cheaper than heavy JOINs),
@@ -1,5 +1,6 @@
 import re

+from drf_spectacular.utils import extend_schema_field
 from rest_framework_json_api import serializers


@@ -11,3 +12,198 @@ class OpenAICredentialsSerializer(serializers.Serializer):
        if not re.match(pattern, value or ""):
            raise serializers.ValidationError("Invalid OpenAI API key format.")
        return value
+
+    def to_internal_value(self, data):
+        """Check for unknown fields before DRF filters them out."""
+        if not isinstance(data, dict):
+            raise serializers.ValidationError(
+                {"non_field_errors": ["Credentials must be an object"]}
+            )
+
+        allowed_fields = set(self.fields.keys())
+        provided_fields = set(data.keys())
+        extra_fields = provided_fields - allowed_fields
+
+        if extra_fields:
+            raise serializers.ValidationError(
+                {
+                    "non_field_errors": [
+                        f"Unknown fields in credentials: {', '.join(sorted(extra_fields))}"
+                    ]
+                }
+            )
+
+        return super().to_internal_value(data)
+
+
+class BedrockCredentialsSerializer(serializers.Serializer):
+    """
+    Serializer for AWS Bedrock credentials validation.
+
+    Validates long-term AWS credentials (AKIA) and region format.
+    """
+
+    access_key_id = serializers.CharField()
+    secret_access_key = serializers.CharField()
+    region = serializers.CharField()
+
+    def validate_access_key_id(self, value: str) -> str:
+        """Validate AWS access key ID format (AKIA for long-term credentials)."""
+        pattern = r"^AKIA[0-9A-Z]{16}$"
+        if not re.match(pattern, value or ""):
+            raise serializers.ValidationError(
+                "Invalid AWS access key ID format. Must be AKIA followed by 16 alphanumeric characters."
+            )
+        return value
+
+    def validate_secret_access_key(self, value: str) -> str:
+        """Validate AWS secret access key format (40 base64 characters)."""
+        pattern = r"^[A-Za-z0-9/+=]{40}$"
+        if not re.match(pattern, value or ""):
+            raise serializers.ValidationError(
+                "Invalid AWS secret access key format. Must be 40 base64 characters."
+            )
+        return value
+
+    def validate_region(self, value: str) -> str:
+        """Validate AWS region format."""
+        pattern = r"^[a-z]{2}-[a-z]+-\d+$"
+        if not re.match(pattern, value or ""):
+            raise serializers.ValidationError(
+                "Invalid AWS region format. Expected format like 'us-east-1' or 'eu-west-2'."
+            )
+        return value
+
+    def to_internal_value(self, data):
+        """Check for unknown fields before DRF filters them out."""
+        if not isinstance(data, dict):
+            raise serializers.ValidationError(
+                {"non_field_errors": ["Credentials must be an object"]}
+            )
+
+        allowed_fields = set(self.fields.keys())
+        provided_fields = set(data.keys())
+        extra_fields = provided_fields - allowed_fields
+
+        if extra_fields:
+            raise serializers.ValidationError(
+                {
+                    "non_field_errors": [
+                        f"Unknown fields in credentials: {', '.join(sorted(extra_fields))}"
+                    ]
+                }
+            )
+
+        return super().to_internal_value(data)
+
+
+class BedrockCredentialsUpdateSerializer(BedrockCredentialsSerializer):
+    """
+    Serializer for AWS Bedrock credentials during UPDATE operations.
+
+    Inherits all validation logic from BedrockCredentialsSerializer but makes
+    all fields optional to support partial updates.
+    """
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        # Make all fields optional for updates
+        for field in self.fields.values():
+            field.required = False
+
+
+class OpenAICompatibleCredentialsSerializer(serializers.Serializer):
+    """
+    Minimal serializer for OpenAI-compatible credentials.
+
+    Many OpenAI-compatible providers do not use the same key format as OpenAI.
+    We only require a non-empty API key string. Additional fields can be added later
+    without breaking existing configurations.
+    """
+
+    api_key = serializers.CharField()
+
+    def validate_api_key(self, value: str) -> str:
+        if not isinstance(value, str) or not value.strip():
+            raise serializers.ValidationError("API key is required.")
+        return value.strip()
+
+    def to_internal_value(self, data):
+        """Check for unknown fields before DRF filters them out."""
+        if not isinstance(data, dict):
+            raise serializers.ValidationError(
+                {"non_field_errors": ["Credentials must be an object"]}
+            )
+
+        allowed_fields = set(self.fields.keys())
+        provided_fields = set(data.keys())
+        extra_fields = provided_fields - allowed_fields
+
+        if extra_fields:
+            raise serializers.ValidationError(
+                {
+                    "non_field_errors": [
+                        f"Unknown fields in credentials: {', '.join(sorted(extra_fields))}"
+                    ]
+                }
+            )
+
+        return super().to_internal_value(data)
+
+
+@extend_schema_field(
+    {
+        "oneOf": [
+            {
+                "type": "object",
+                "title": "OpenAI Credentials",
+                "properties": {
+                    "api_key": {
+                        "type": "string",
+                        "description": "OpenAI API key. Must start with 'sk-' followed by alphanumeric characters, "
+                        "hyphens, or underscores.",
+                        "pattern": "^sk-[\\w-]+$",
+                    }
+                },
+                "required": ["api_key"],
+            },
+            {
+                "type": "object",
+                "title": "AWS Bedrock Credentials",
+                "properties": {
+                    "access_key_id": {
+                        "type": "string",
+                        "description": "AWS access key ID.",
+                        "pattern": "^AKIA[0-9A-Z]{16}$",
+                    },
+                    "secret_access_key": {
+                        "type": "string",
+                        "description": "AWS secret access key.",
+                        "pattern": "^[A-Za-z0-9/+=]{40}$",
+                    },
+                    "region": {
+                        "type": "string",
+                        "description": "AWS region identifier where Bedrock is available. Examples: us-east-1, "
+                        "us-west-2, eu-west-1, ap-northeast-1.",
+                        "pattern": "^[a-z]{2}-[a-z]+-\\d+$",
+                    },
+                },
+                "required": ["access_key_id", "secret_access_key", "region"],
+            },
+            {
+                "type": "object",
+                "title": "OpenAI Compatible Credentials",
+                "properties": {
+                    "api_key": {
+                        "type": "string",
+                        "description": "API key for OpenAI-compatible provider. The format varies by provider. "
+                        "Note: The 'base_url' field (separate from credentials) is required when using this provider type.",
+                    }
+                },
+                "required": ["api_key"],
+            },
+        ]
+    }
+)
+class LighthouseCredentialsField(serializers.JSONField):
+    pass
@@ -239,6 +239,71 @@ from rest_framework_json_api import serializers
                },
                "required": ["github_app_id", "github_app_key"],
            },
+            {
+                "type": "object",
+                "title": "IaC Repository Credentials",
+                "properties": {
+                    "repository_url": {
+                        "type": "string",
+                        "description": "Repository URL to scan for IaC files.",
+                    },
+                    "access_token": {
+                        "type": "string",
+                        "description": "Optional access token for private repositories.",
+                    },
+                },
+                "required": ["repository_url"],
+            },
+            {
+                "type": "object",
+                "title": "Oracle Cloud Infrastructure (OCI) API Key Credentials",
+                "properties": {
+                    "user": {
+                        "type": "string",
+                        "description": "The OCID of the user to authenticate with.",
+                    },
+                    "fingerprint": {
+                        "type": "string",
+                        "description": "The fingerprint of the API signing key.",
+                    },
+                    "key_file": {
+                        "type": "string",
+                        "description": "The path to the private key file for API signing. Either key_file or key_content must be provided.",
+                    },
+                    "key_content": {
+                        "type": "string",
+                        "description": "The content of the private key for API signing (base64 encoded). Either key_file or key_content must be provided.",
+                    },
+                    "tenancy": {
+                        "type": "string",
+                        "description": "The OCID of the tenancy.",
+                    },
+                    "region": {
+                        "type": "string",
+                        "description": "The OCI region identifier (e.g., us-ashburn-1, us-phoenix-1).",
+                    },
+                    "pass_phrase": {
+                        "type": "string",
+                        "description": "The passphrase for the private key, if encrypted.",
+                    },
+                },
+                "required": ["user", "fingerprint", "tenancy", "region"],
+            },
+            {
+                "type": "object",
+                "title": "MongoDB Atlas API Key",
+                "properties": {
+                    "atlas_public_key": {
+                        "type": "string",
+                        "description": "MongoDB Atlas API public key.",
+                    },
+                    "atlas_private_key": {
+                        "type": "string",
+                        "description": "MongoDB Atlas API private key.",
+                    },
+                },
+                "required": ["atlas_public_key", "atlas_private_key"],
+            },
        ]
    }
 )
@@ -31,6 +31,7 @@ from api.models import (
    LighthouseProviderModels,
    LighthouseTenantConfiguration,
    Membership,
+    MuteRule,
    Processor,
    Provider,
    ProviderGroup,
@@ -46,6 +47,7 @@ from api.models import (
    StatusChoices,
    Task,
    TenantAPIKey,
+    ThreatScoreSnapshot,
    User,
    UserRoleRelationship,
 )
@@ -59,7 +61,13 @@ from api.v1.serializer_utils.integrations import (
    S3ConfigSerializer,
    SecurityHubConfigSerializer,
 )
-from api.v1.serializer_utils.lighthouse import OpenAICredentialsSerializer
+from api.v1.serializer_utils.lighthouse import (
+    BedrockCredentialsSerializer,
+    BedrockCredentialsUpdateSerializer,
+    LighthouseCredentialsField,
+    OpenAICompatibleCredentialsSerializer,
+    OpenAICredentialsSerializer,
+)
 from api.v1.serializer_utils.processors import ProcessorConfigField
 from api.v1.serializer_utils.providers import ProviderSecretField
 from prowler.lib.mutelist.mutelist import Mutelist
@@ -1159,11 +1167,17 @@ class ResourceSerializer(RLSSerializer):
            "findings",
            "failed_findings_count",
            "url",
+            "metadata",
+            "details",
+            "partition",
        ]
        extra_kwargs = {
            "id": {"read_only": True},
            "inserted_at": {"read_only": True},
            "updated_at": {"read_only": True},
+            "metadata": {"read_only": True},
+            "details": {"read_only": True},
+            "partition": {"read_only": True},
        }

    included_serializers = {
@@ -1220,11 +1234,15 @@ class ResourceIncludeSerializer(RLSSerializer):
            "service",
            "type_",
            "tags",
+            "details",
+            "partition",
        ]
        extra_kwargs = {
            "id": {"read_only": True},
            "inserted_at": {"read_only": True},
            "updated_at": {"read_only": True},
+            "details": {"read_only": True},
+            "partition": {"read_only": True},
        }

    @extend_schema_field(
@@ -1355,10 +1373,16 @@ class BaseWriteProviderSecretSerializer(BaseWriteSerializer):
                serializer = GCPProviderSecret(data=secret)
            elif provider_type == Provider.ProviderChoices.GITHUB.value:
                serializer = GithubProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.IAC.value:
+                serializer = IacProviderSecret(data=secret)
            elif provider_type == Provider.ProviderChoices.KUBERNETES.value:
                serializer = KubernetesProviderSecret(data=secret)
            elif provider_type == Provider.ProviderChoices.M365.value:
                serializer = M365ProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.ORACLECLOUD.value:
+                serializer = OracleCloudProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.MONGODBATLAS.value:
+                serializer = MongoDBAtlasProviderSecret(data=secret)
            else:
                raise serializers.ValidationError(
                    {"provider": f"Provider type not supported {provider_type}"}
@@ -1455,6 +1479,14 @@ class GCPServiceAccountProviderSecret(serializers.Serializer):
        resource_name = "provider-secrets"


+class MongoDBAtlasProviderSecret(serializers.Serializer):
+    atlas_public_key = serializers.CharField()
+    atlas_private_key = serializers.CharField()
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
 class KubernetesProviderSecret(serializers.Serializer):
    kubeconfig_content = serializers.CharField()

@@ -1472,6 +1504,27 @@ class GithubProviderSecret(serializers.Serializer):
        resource_name = "provider-secrets"


+class IacProviderSecret(serializers.Serializer):
+    repository_url = serializers.CharField()
+    access_token = serializers.CharField(required=False)
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
+class OracleCloudProviderSecret(serializers.Serializer):
+    user = serializers.CharField()
+    fingerprint = serializers.CharField()
+    key_file = serializers.CharField(required=False)
+    key_content = serializers.CharField(required=False)
+    tenancy = serializers.CharField()
+    region = serializers.CharField()
+    pass_phrase = serializers.CharField(required=False)
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
 class AWSRoleAssumptionProviderSecret(serializers.Serializer):
    role_arn = serializers.CharField()
    external_id = serializers.CharField()
@@ -2105,6 +2158,17 @@ class OverviewProviderSerializer(serializers.Serializer):
        }


+class OverviewProviderCountSerializer(serializers.Serializer):
+    id = serializers.CharField(source="provider")
+    count = serializers.IntegerField()
+
+    class JSONAPIMeta:
+        resource_name = "providers-count-overview"
+
+    def get_root_meta(self, _resource, _many):
+        return {"version": "v1"}
+
+
 class OverviewFindingSerializer(serializers.Serializer):
    id = serializers.CharField(default="n/a")
    new = serializers.IntegerField()
@@ -3049,7 +3113,12 @@ class LighthouseProviderConfigCreateSerializer(RLSSerializer, BaseWriteSerialize
    Accepts credentials as JSON; stored encrypted via credentials_decoded.
    """

-    credentials = serializers.JSONField(write_only=True, required=True)
+    credentials = LighthouseCredentialsField(write_only=True, required=True)
+    base_url = serializers.URLField(
+        required=False,
+        allow_null=True,
+        help_text="Base URL for the LLM provider API. Required for 'openai_compatible' provider type.",
+    )

    class Meta:
        model = LighthouseProviderConfiguration
@@ -3061,7 +3130,10 @@ class LighthouseProviderConfigCreateSerializer(RLSSerializer, BaseWriteSerialize
        ]
        extra_kwargs = {
            "is_active": {"required": False},
-            "base_url": {"required": False, "allow_null": True},
+            "provider_type": {
+                "help_text": "LLM provider type. Determines which credential format to use. "
+                "See 'credentials' field documentation for provider-specific requirements."
+            },
        }

    def create(self, validated_data):
@@ -3084,6 +3156,7 @@ class LighthouseProviderConfigCreateSerializer(RLSSerializer, BaseWriteSerialize
    def validate(self, attrs):
        provider_type = attrs.get("provider_type")
        credentials = attrs.get("credentials") or {}
+        base_url = attrs.get("base_url")

        if provider_type == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI:
            try:
@@ -3096,6 +3169,35 @@ class LighthouseProviderConfigCreateSerializer(RLSSerializer, BaseWriteSerialize
                    e.detail[f"credentials/{key}"] = value
                    del e.detail[key]
                raise e
+        elif (
+            provider_type == LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK
+        ):
+            try:
+                BedrockCredentialsSerializer(data=credentials).is_valid(
+                    raise_exception=True
+                )
+            except ValidationError as e:
+                details = e.detail.copy()
+                for key, value in details.items():
+                    e.detail[f"credentials/{key}"] = value
+                    del e.detail[key]
+                raise e
+        elif (
+            provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE
+        ):
+            if not base_url:
+                raise ValidationError({"base_url": "Base URL is required."})
+            try:
+                OpenAICompatibleCredentialsSerializer(data=credentials).is_valid(
+                    raise_exception=True
+                )
+            except ValidationError as e:
+                details = e.detail.copy()
+                for key, value in details.items():
+                    e.detail[f"credentials/{key}"] = value
+                    del e.detail[key]
+                raise e

        return super().validate(attrs)

@@ -3105,7 +3207,12 @@ class LighthouseProviderConfigUpdateSerializer(BaseWriteSerializer):
    Update serializer for LighthouseProviderConfiguration.
    """

-    credentials = serializers.JSONField(write_only=True, required=False)
+    credentials = LighthouseCredentialsField(write_only=True, required=False)
+    base_url = serializers.URLField(
+        required=False,
+        allow_null=True,
+        help_text="Base URL for the LLM provider API. Required for 'openai_compatible' provider type.",
+    )

    class Meta:
        model = LighthouseProviderConfiguration
@@ -3119,7 +3226,6 @@ class LighthouseProviderConfigUpdateSerializer(BaseWriteSerializer):
        extra_kwargs = {
            "id": {"read_only": True},
            "provider_type": {"read_only": True},
-            "base_url": {"required": False, "allow_null": True},
            "is_active": {"required": False},
        }

@@ -3130,7 +3236,11 @@ class LighthouseProviderConfigUpdateSerializer(BaseWriteSerializer):
            setattr(instance, attr, value)

        if credentials is not None:
-            instance.credentials_decoded = credentials
+            # Merge partial credentials with existing ones
+            # New values overwrite existing ones, but unspecified fields are preserved
+            existing_credentials = instance.credentials_decoded or {}
+            merged_credentials = {**existing_credentials, **credentials}
+            instance.credentials_decoded = merged_credentials

        instance.save()
        return instance
@@ -3138,6 +3248,7 @@ class LighthouseProviderConfigUpdateSerializer(BaseWriteSerializer):
    def validate(self, attrs):
        provider_type = getattr(self.instance, "provider_type", None)
        credentials = attrs.get("credentials", None)
+        base_url = attrs.get("base_url", None)

        if (
            credentials is not None
@@ -3154,6 +3265,40 @@ class LighthouseProviderConfigUpdateSerializer(BaseWriteSerializer):
                    e.detail[f"credentials/{key}"] = value
                    del e.detail[key]
                raise e
+        elif (
+            credentials is not None
+            and provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK
+        ):
+            try:
+                BedrockCredentialsUpdateSerializer(data=credentials).is_valid(
+                    raise_exception=True
+                )
+            except ValidationError as e:
+                details = e.detail.copy()
+                for key, value in details.items():
+                    e.detail[f"credentials/{key}"] = value
+                    del e.detail[key]
+                raise e
+        elif (
+            credentials is not None
+            and provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE
+        ):
+            if base_url is None:
+                pass
+            elif not base_url:
+                raise ValidationError({"base_url": "Base URL cannot be empty."})
+            try:
+                OpenAICompatibleCredentialsSerializer(data=credentials).is_valid(
+                    raise_exception=True
+                )
+            except ValidationError as e:
+                details = e.detail.copy()
+                for key, value in details.items():
+                    e.detail[f"credentials/{key}"] = value
+                    del e.detail[key]
+                raise e

        return super().validate(attrs)

@@ -3171,7 +3316,7 @@ class LighthouseTenantConfigSerializer(RLSSerializer):

    def get_url(self, obj):
        request = self.context.get("request")
-        return reverse("lighthouse-config", request=request)
+        return reverse("lighthouse-configurations", request=request)

    class Meta:
        model = LighthouseTenantConfiguration
@@ -3319,3 +3464,237 @@ class LighthouseProviderModelsUpdateSerializer(BaseWriteSerializer):
        extra_kwargs = {
            "id": {"read_only": True},
        }
+
+
+# Mute Rules
+
+
+class MuteRuleSerializer(RLSSerializer):
+    """
+    Serializer for reading MuteRule instances.
+    """
+
+    finding_uids = serializers.ListField(
+        child=serializers.CharField(),
+        read_only=True,
+        help_text="List of finding UIDs that are muted by this rule",
+    )
+
+    class Meta:
+        model = MuteRule
+        fields = [
+            "id",
+            "inserted_at",
+            "updated_at",
+            "name",
+            "reason",
+            "enabled",
+            "created_by",
+            "finding_uids",
+        ]
+
+    included_serializers = {
+        "created_by": "api.v1.serializers.UserIncludeSerializer",
+    }
+
+
+class MuteRuleCreateSerializer(RLSSerializer, BaseWriteSerializer):
+    """
+    Serializer for creating new MuteRule instances.
+
+    Accepts finding_ids in the request, converts them to UIDs, and stores in finding_uids.
+    """
+
+    finding_ids = serializers.ListField(
+        child=serializers.UUIDField(),
+        write_only=True,
+        required=True,
+        help_text="List of Finding IDs to mute (will be converted to UIDs)",
+    )
+    finding_uids = serializers.ListField(
+        child=serializers.CharField(),
+        read_only=True,
+        help_text="List of finding UIDs that are muted by this rule",
+    )
+
+    class Meta:
+        model = MuteRule
+        fields = [
+            "id",
+            "inserted_at",
+            "updated_at",
+            "name",
+            "reason",
+            "enabled",
+            "created_by",
+            "finding_ids",
+            "finding_uids",
+        ]
+        extra_kwargs = {
+            "id": {"read_only": True},
+            "inserted_at": {"read_only": True},
+            "updated_at": {"read_only": True},
+            "enabled": {"read_only": True},
+            "created_by": {"read_only": True},
+        }
+
+    def validate_name(self, value):
+        """Validate that the name is unique within the tenant."""
+        tenant_id = self.context.get("tenant_id")
+        if MuteRule.objects.filter(tenant_id=tenant_id, name=value).exists():
+            raise ValidationError("A mute rule with this name already exists.")
+        return value
+
+    def validate_finding_ids(self, value):
+        """Validate that all finding IDs exist and belong to the tenant."""
+        if not value:
+            raise ValidationError("At least one finding_id must be provided.")
+
+        tenant_id = self.context.get("tenant_id")
+
+        # Check that all findings exist and belong to this tenant
+        findings = Finding.all_objects.filter(tenant_id=tenant_id, id__in=value)
+        found_ids = set(findings.values_list("id", flat=True))
+        provided_ids = set(value)
+
+        missing_ids = provided_ids - found_ids
+        if missing_ids:
+            raise ValidationError(
+                f"The following finding IDs do not exist or do not belong to your tenant: {missing_ids}"
+            )
+
+        return value
+
+    def validate(self, data):
+        """Validate the entire mute rule, including overlap detection."""
+        data = super().validate(data)
+
+        tenant_id = self.context.get("tenant_id")
+        finding_ids = data.get("finding_ids", [])
+
+        if not finding_ids:
+            return data
+
+        # Convert finding IDs to UIDs (deduplicate in case multiple findings have same UID)
+        findings = Finding.all_objects.filter(id__in=finding_ids, tenant_id=tenant_id)
+        finding_uids = list(set(findings.values_list("uid", flat=True)))
+
+        # Check for overlaps with existing enabled rules
+        existing_rules = MuteRule.objects.filter(tenant_id=tenant_id, enabled=True)
+
+        for rule in existing_rules:
+            overlap = set(finding_uids) & set(rule.finding_uids)
+            if overlap:
+                raise ConflictException(
+                    detail=f"The following finding UIDs are already muted by rule '{rule.name}': {overlap}"
+                )
+
+        # Store finding_uids in validated_data for create
+        data["finding_uids"] = finding_uids
+
+        return data
+
+    def create(self, validated_data):
+        """Create a new mute rule and set created_by."""
+        # Remove finding_ids from validated_data (we've already converted to finding_uids)
+        validated_data.pop("finding_ids", None)
+
+        # Set created_by to the current user
+        request = self.context.get("request")
+        if request and hasattr(request, "user"):
+            validated_data["created_by"] = request.user
+
+        return super().create(validated_data)
+
+
+class MuteRuleUpdateSerializer(BaseWriteSerializer):
+    """
+    Serializer for updating MuteRule instances.
+    """
+
+    class Meta:
+        model = MuteRule
+        fields = [
+            "id",
+            "name",
+            "reason",
+            "enabled",
+        ]
+        extra_kwargs = {
+            "id": {"read_only": True},
+            "name": {"required": False},
+            "reason": {"required": False},
+            "enabled": {"required": False},
+        }
+
+    def validate_name(self, value):
+        """Validate that the name is unique within the tenant, excluding current instance."""
+        tenant_id = self.context.get("tenant_id")
+        if (
+            MuteRule.objects.filter(tenant_id=tenant_id, name=value)
+            .exclude(id=self.instance.id)
+            .exists()
+        ):
+            raise ValidationError("A mute rule with this name already exists.")
+        return value
+
+
+# ThreatScore Snapshots
+
+
+class ThreatScoreSnapshotSerializer(RLSSerializer):
+    """
+    Serializer for ThreatScore snapshots.
+    Read-only serializer for retrieving historical ThreatScore metrics.
+    """
+
+    id = serializers.SerializerMethodField()
+
+    class Meta:
+        model = ThreatScoreSnapshot
+        fields = [
+            "id",
+            "inserted_at",
+            "scan",
+            "provider",
+            "compliance_id",
+            "overall_score",
+            "score_delta",
+            "section_scores",
+            "critical_requirements",
+            "total_requirements",
+            "passed_requirements",
+            "failed_requirements",
+            "manual_requirements",
+            "total_findings",
+            "passed_findings",
+            "failed_findings",
+        ]
+        extra_kwargs = {
+            "id": {"read_only": True},
+            "inserted_at": {"read_only": True},
+            "scan": {"read_only": True},
+            "provider": {"read_only": True},
+            "compliance_id": {"read_only": True},
+            "overall_score": {"read_only": True},
+            "score_delta": {"read_only": True},
+            "section_scores": {"read_only": True},
+            "critical_requirements": {"read_only": True},
+            "total_requirements": {"read_only": True},
+            "passed_requirements": {"read_only": True},
+            "failed_requirements": {"read_only": True},
+            "manual_requirements": {"read_only": True},
+            "total_findings": {"read_only": True},
+            "passed_findings": {"read_only": True},
+            "failed_findings": {"read_only": True},
+        }
+
+    included_serializers = {
+        "scan": "api.v1.serializers.ScanIncludeSerializer",
+        "provider": "api.v1.serializers.ProviderIncludeSerializer",
+    }
+
+    def get_id(self, obj):
+        if getattr(obj, "_aggregated", False):
+            return "n/a"
+        return str(obj.id)
@@ -21,6 +21,7 @@ from api.v1.views import (
    LighthouseProviderModelsViewSet,
    LighthouseTenantConfigViewSet,
    MembershipViewSet,
+    MuteRuleViewSet,
    OverviewViewSet,
    ProcessorViewSet,
    ProviderGroupProvidersRelationshipView,
@@ -80,6 +81,7 @@ router.register(
    LighthouseProviderModelsViewSet,
    basename="lighthouse-models",
 )
+router.register(r"mute-rules", MuteRuleViewSet, basename="mute-rule")

 tenants_router = routers.NestedSimpleRouter(router, r"tenants", lookup="tenant")
 tenants_router.register(
@@ -150,13 +152,12 @@ urlpatterns = [
        ),
        name="provider_group-providers-relationship",
    ),
-    # Lighthouse tenant config as singleton endpoint
    path(
        "lighthouse/configuration",
        LighthouseTenantConfigViewSet.as_view(
            {"get": "list", "patch": "partial_update"}
        ),
-        name="lighthouse-config",
+        name="lighthouse-configurations",
    ),
    # API endpoint to start SAML SSO flow
    path(
@@ -1,7 +1,5 @@
-from django.contrib import admin
 from django.urls import include, path

 urlpatterns = [
-    path("admin/", admin.site.urls),
    path("api/v1/", include("api.v1.urls")),
 ]
@@ -23,6 +23,7 @@ from api.models import (
    Invitation,
    LighthouseConfiguration,
    Membership,
+    MuteRule,
    Processor,
    Provider,
    ProviderGroup,
@@ -499,8 +500,29 @@ def providers_fixture(tenants_fixture):
        alias="m365_testing",
        tenant_id=tenant.id,
    )
+    provider7 = Provider.objects.create(
+        provider="oraclecloud",
+        uid="ocid1.tenancy.oc1..aaaaaaaa3dwoazoox4q7wrvriywpokp5grlhgnkwtyt6dmwyou7no6mdmzda",
+        alias="oci_testing",
+        tenant_id=tenant.id,
+    )
+    provider8 = Provider.objects.create(
+        provider="mongodbatlas",
+        uid="64b1d3c0e4b03b1234567890",
+        alias="mongodbatlas_testing",
+        tenant_id=tenant.id,
+    )

-    return provider1, provider2, provider3, provider4, provider5, provider6
+    return (
+        provider1,
+        provider2,
+        provider3,
+        provider4,
+        provider5,
+        provider6,
+        provider7,
+        provider8,
+    )


@pytest.fixture
@@ -1419,6 +1441,34 @@ def api_keys_fixture(tenants_fixture, create_test_user):
    return [api_key1, api_key2, api_key3]


+@pytest.fixture
+def mute_rules_fixture(tenants_fixture, create_test_user, findings_fixture):
+    """Create test mute rules for testing."""
+    tenant = tenants_fixture[0]
+    user = create_test_user
+
+    # Create two mute rules: one enabled, one disabled
+    mute_rule1 = MuteRule.objects.create(
+        tenant_id=tenant.id,
+        name="Test Rule 1",
+        reason="Security exception for testing",
+        enabled=True,
+        created_by=user,
+        finding_uids=[findings_fixture[0].uid],
+    )
+
+    mute_rule2 = MuteRule.objects.create(
+        tenant_id=tenant.id,
+        name="Test Rule 2",
+        reason="Compliance exception approved",
+        enabled=False,
+        created_by=user,
+        finding_uids=[findings_fixture[1].uid],
+    )
+
+    return mute_rule1, mute_rule2
+
+
 def get_authorization_header(access_token: str) -> dict:
    return {"Authorization": f"Bearer {access_token}"}

@@ -1,5 +1,10 @@
+from collections import defaultdict
+
+from api.db_router import READ_REPLICA_ALIAS
 from api.db_utils import rls_transaction
 from api.models import (
+    ComplianceOverviewSummary,
+    ComplianceRequirementOverview,
    Resource,
    ResourceFindingMapping,
    ResourceScanSummary,
@@ -9,7 +14,7 @@ from api.models import (


 def backfill_resource_scan_summaries(tenant_id: str, scan_id: str):
-    with rls_transaction(tenant_id):
+    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
        if ResourceScanSummary.objects.filter(
            tenant_id=tenant_id, scan_id=scan_id
        ).exists():
@@ -59,3 +64,114 @@ def backfill_resource_scan_summaries(tenant_id: str, scan_id: str):
            )

    return {"status": "backfilled", "inserted": len(summaries)}
+
+
+def backfill_compliance_summaries(tenant_id: str, scan_id: str):
+    """
+    Backfill ComplianceOverviewSummary records for a completed scan.
+
+    This function checks if summary records already exist for the scan.
+    If not, it aggregates compliance requirement data and creates the summaries.
+
+    Args:
+        tenant_id: Target tenant UUID
+        scan_id: Scan UUID to backfill
+
+    Returns:
+        dict: Status indicating whether backfill was performed
+    """
+    with rls_transaction(tenant_id):
+        if ComplianceOverviewSummary.objects.filter(
+            tenant_id=tenant_id, scan_id=scan_id
+        ).exists():
+            return {"status": "already backfilled"}
+
+    with rls_transaction(tenant_id):
+        if not Scan.objects.filter(
+            tenant_id=tenant_id,
+            id=scan_id,
+            state__in=(StateChoices.COMPLETED, StateChoices.FAILED),
+        ).exists():
+            return {"status": "scan is not completed"}
+
+        # Fetch all compliance requirement overview rows for this scan
+        requirement_rows = ComplianceRequirementOverview.objects.filter(
+            tenant_id=tenant_id, scan_id=scan_id
+        ).values(
+            "compliance_id",
+            "requirement_id",
+            "requirement_status",
+        )
+
+        if not requirement_rows:
+            return {"status": "no compliance data to backfill"}
+
+        # Group by (compliance_id, requirement_id) across regions
+        requirement_statuses = defaultdict(
+            lambda: {"fail_count": 0, "pass_count": 0, "total_count": 0}
+        )
+
+        for row in requirement_rows:
+            compliance_id = row["compliance_id"]
+            requirement_id = row["requirement_id"]
+            requirement_status = row["requirement_status"]
+
+            # Aggregate requirement status across regions
+            key = (compliance_id, requirement_id)
+            requirement_statuses[key]["total_count"] += 1
+
+            if requirement_status == "FAIL":
+                requirement_statuses[key]["fail_count"] += 1
+            elif requirement_status == "PASS":
+                requirement_statuses[key]["pass_count"] += 1
+
+        # Determine per-requirement status and aggregate to compliance level
+        compliance_summaries = defaultdict(
+            lambda: {
+                "total_requirements": 0,
+                "requirements_passed": 0,
+                "requirements_failed": 0,
+                "requirements_manual": 0,
+            }
+        )
+
+        for (compliance_id, requirement_id), counts in requirement_statuses.items():
+            # Apply business rule: any FAIL → requirement fails
+            if counts["fail_count"] > 0:
+                req_status = "FAIL"
+            elif counts["pass_count"] == counts["total_count"]:
+                req_status = "PASS"
+            else:
+                req_status = "MANUAL"
+
+            # Aggregate to compliance level
+            compliance_summaries[compliance_id]["total_requirements"] += 1
+            if req_status == "PASS":
+                compliance_summaries[compliance_id]["requirements_passed"] += 1
+            elif req_status == "FAIL":
+                compliance_summaries[compliance_id]["requirements_failed"] += 1
+            else:
+                compliance_summaries[compliance_id]["requirements_manual"] += 1
+
+        # Create summary objects
+        summary_objects = []
+        for compliance_id, data in compliance_summaries.items():
+            summary_objects.append(
+                ComplianceOverviewSummary(
+                    tenant_id=tenant_id,
+                    scan_id=scan_id,
+                    compliance_id=compliance_id,
+                    requirements_passed=data["requirements_passed"],
+                    requirements_failed=data["requirements_failed"],
+                    requirements_manual=data["requirements_manual"],
+                    total_requirements=data["total_requirements"],
+                )
+            )
+
+        # Bulk insert summaries
+        if summary_objects:
+            ComplianceOverviewSummary.objects.bulk_create(
+                summary_objects, batch_size=500, ignore_conflicts=True
+            )
+
+    return {"status": "backfilled", "inserted": len(summary_objects)}
@@ -21,6 +21,8 @@ from prowler.lib.outputs.compliance.aws_well_architected.aws_well_architected im
    AWSWellArchitected,
 )
 from prowler.lib.outputs.compliance.c5.c5_aws import AWSC5
+from prowler.lib.outputs.compliance.c5.c5_azure import AzureC5
+from prowler.lib.outputs.compliance.c5.c5_gcp import GCPC5
 from prowler.lib.outputs.compliance.ccc.ccc_aws import CCC_AWS
 from prowler.lib.outputs.compliance.ccc.ccc_azure import CCC_Azure
 from prowler.lib.outputs.compliance.ccc.ccc_gcp import CCC_GCP
@@ -30,6 +32,7 @@ from prowler.lib.outputs.compliance.cis.cis_gcp import GCPCIS
 from prowler.lib.outputs.compliance.cis.cis_github import GithubCIS
 from prowler.lib.outputs.compliance.cis.cis_kubernetes import KubernetesCIS
 from prowler.lib.outputs.compliance.cis.cis_m365 import M365CIS
+from prowler.lib.outputs.compliance.cis.cis_oraclecloud import OracleCloudCIS
 from prowler.lib.outputs.compliance.ens.ens_aws import AWSENS
 from prowler.lib.outputs.compliance.ens.ens_azure import AzureENS
 from prowler.lib.outputs.compliance.ens.ens_gcp import GCPENS
@@ -87,6 +90,7 @@ COMPLIANCE_CLASS_MAP = {
        (lambda name: name.startswith("iso27001_"), AzureISO27001),
        (lambda name: name == "ccc_azure", CCC_Azure),
        (lambda name: name == "prowler_threatscore_azure", ProwlerThreatScoreAzure),
+        (lambda name: name == "c5_azure", AzureC5),
    ],
    "gcp": [
        (lambda name: name.startswith("cis_"), GCPCIS),
@@ -95,6 +99,7 @@ COMPLIANCE_CLASS_MAP = {
        (lambda name: name.startswith("iso27001_"), GCPISO27001),
        (lambda name: name == "prowler_threatscore_gcp", ProwlerThreatScoreGCP),
        (lambda name: name == "ccc_gcp", CCC_GCP),
+        (lambda name: name == "c5_gcp", GCPC5),
    ],
    "kubernetes": [
        (lambda name: name.startswith("cis_"), KubernetesCIS),
@@ -108,6 +113,13 @@ COMPLIANCE_CLASS_MAP = {
    "github": [
        (lambda name: name.startswith("cis_"), GithubCIS),
    ],
+    "iac": [
+        # IaC provider doesn't have specific compliance frameworks yet
+        # Trivy handles its own compliance checks
+    ],
+    "oraclecloud": [
+        (lambda name: name.startswith("cis_"), OracleCloudCIS),
+    ],
 }


@@ -5,7 +5,7 @@ from celery.utils.log import get_task_logger
 from config.django.base import DJANGO_FINDINGS_BATCH_SIZE
 from tasks.utils import batched

-from api.db_router import READ_REPLICA_ALIAS
+from api.db_router import READ_REPLICA_ALIAS, MainRouter
 from api.db_utils import rls_transaction
 from api.models import Finding, Integration, Provider
 from api.utils import initialize_prowler_integration, initialize_prowler_provider
@@ -179,7 +179,7 @@ def get_security_hub_client_from_integration(
        if the connection was successful and the SecurityHub client or connection object.
    """
    # Get the provider associated with this integration
-    with rls_transaction(tenant_id):
+    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
        provider_relationship = integration.integrationproviderrelationship_set.first()
        if not provider_relationship:
            return Connection(
@@ -208,7 +208,7 @@ def get_security_hub_client_from_integration(
            regions_status[region] = region in connection.enabled_regions

        # Save regions information in the integration configuration
-        with rls_transaction(tenant_id):
+        with rls_transaction(tenant_id, using=MainRouter.default_db):
            integration.configuration["regions"] = regions_status
            integration.save()

@@ -223,7 +223,7 @@ def get_security_hub_client_from_integration(
        return True, security_hub
    else:
        # Reset regions information if connection fails
-        with rls_transaction(tenant_id):
+        with rls_transaction(tenant_id, using=MainRouter.default_db):
            integration.configuration["regions"] = {}
            integration.save()

@@ -334,8 +334,11 @@ def upload_security_hub_integration(
                                        f"Security Hub connection failed for integration {integration.id}: "
                                        f"{security_hub.error}"
                                    )
-                                    integration.connected = False
-                                    integration.save()
+                                    with rls_transaction(
+                                        tenant_id, using=MainRouter.default_db
+                                    ):
+                                        integration.connected = False
+                                        integration.save()
                                    break  # Skip this integration

                                security_hub_client = security_hub
@@ -1,6 +1,8 @@
-from typing import Dict, Set
+from typing import Dict

+import boto3
 import openai
+from botocore.exceptions import BotoCoreError, ClientError
 from celery.utils.log import get_task_logger

 from api.models import LighthouseProviderConfiguration, LighthouseProviderModels
@@ -30,16 +32,71 @@ def _extract_openai_api_key(
    return api_key


+def _extract_openai_compatible_params(
+    provider_cfg: LighthouseProviderConfiguration,
+) -> Dict[str, str] | None:
+    """
+    Extract base_url and api_key for OpenAI-compatible providers.
+    """
+    creds = provider_cfg.credentials_decoded
+    base_url = provider_cfg.base_url
+    if not isinstance(creds, dict):
+        return None
+    api_key = creds.get("api_key")
+    if not isinstance(api_key, str) or not api_key:
+        return None
+    if not isinstance(base_url, str) or not base_url:
+        return None
+    return {"base_url": base_url, "api_key": api_key}
+
+
+def _extract_bedrock_credentials(
+    provider_cfg: LighthouseProviderConfiguration,
+) -> Dict[str, str] | None:
+    """
+    Safely extract AWS Bedrock credentials from a provider configuration.
+
+    Args:
+        provider_cfg (LighthouseProviderConfiguration): The provider configuration instance
+            containing the credentials.
+
+    Returns:
+        Dict[str, str] | None: Dictionary with 'access_key_id', 'secret_access_key', and
+            'region' if present and valid, otherwise None.
+    """
+    creds = provider_cfg.credentials_decoded
+    if not isinstance(creds, dict):
+        return None
+
+    access_key_id = creds.get("access_key_id")
+    secret_access_key = creds.get("secret_access_key")
+    region = creds.get("region")
+
+    # Validate all required fields are present and are strings
+    if (
+        not isinstance(access_key_id, str)
+        or not access_key_id
+        or not isinstance(secret_access_key, str)
+        or not secret_access_key
+        or not isinstance(region, str)
+        or not region
+    ):
+        return None
+
+    return {
+        "access_key_id": access_key_id,
+        "secret_access_key": secret_access_key,
+        "region": region,
+    }
+
+
 def check_lighthouse_provider_connection(provider_config_id: str) -> Dict:
    """
    Validate a Lighthouse provider configuration by calling the provider API and
    toggle its active state accordingly.

-    Currently supports the OpenAI provider by invoking `models.list` to verify that
-    the provided credentials are valid.
-
    Args:
-        provider_config_id (str): The primary key of the `LighthouseProviderConfiguration`
+        provider_config_id: The primary key of the `LighthouseProviderConfiguration`
            to validate.

    Returns:
@@ -55,42 +112,238 @@ def check_lighthouse_provider_connection(provider_config_id: str) -> Dict:
    """
    provider_cfg = LighthouseProviderConfiguration.objects.get(pk=provider_config_id)

-    # TODO: Add support for other providers
-    if (
-        provider_cfg.provider_type
-        != LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
-    ):
-        return {"connected": False, "error": "Unsupported provider type"}
-
-    api_key = _extract_openai_api_key(provider_cfg)
-    if not api_key:
-        provider_cfg.is_active = False
-        provider_cfg.save()
-        return {"connected": False, "error": "API key is invalid or missing"}
-
    try:
-        client = openai.OpenAI(api_key=api_key)
-        _ = client.models.list()
+        if (
+            provider_cfg.provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
+        ):
+            api_key = _extract_openai_api_key(provider_cfg)
+            if not api_key:
+                provider_cfg.is_active = False
+                provider_cfg.save()
+                return {"connected": False, "error": "API key is invalid or missing"}
+
+            # Test connection by listing models
+            client = openai.OpenAI(api_key=api_key)
+            _ = client.models.list()
+
+        elif (
+            provider_cfg.provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK
+        ):
+            bedrock_creds = _extract_bedrock_credentials(provider_cfg)
+            if not bedrock_creds:
+                provider_cfg.is_active = False
+                provider_cfg.save()
+                return {
+                    "connected": False,
+                    "error": "AWS credentials are invalid or missing",
+                }
+
+            # Test connection by listing foundation models
+            bedrock_client = boto3.client(
+                "bedrock",
+                aws_access_key_id=bedrock_creds["access_key_id"],
+                aws_secret_access_key=bedrock_creds["secret_access_key"],
+                region_name=bedrock_creds["region"],
+            )
+            _ = bedrock_client.list_foundation_models()
+
+        elif (
+            provider_cfg.provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE
+        ):
+            params = _extract_openai_compatible_params(provider_cfg)
+            if not params:
+                provider_cfg.is_active = False
+                provider_cfg.save()
+                return {
+                    "connected": False,
+                    "error": "Base URL or API key is invalid or missing",
+                }
+
+            # Test connection using OpenAI SDK with custom base_url
+            # Note: base_url should include version (e.g., https://openrouter.ai/api/v1)
+            client = openai.OpenAI(
+                api_key=params["api_key"],
+                base_url=params["base_url"],
+            )
+            _ = client.models.list()
+
+        else:
+            return {"connected": False, "error": "Unsupported provider type"}
+
+        # Connection successful
        provider_cfg.is_active = True
        provider_cfg.save()
        return {"connected": True, "error": None}
+
    except Exception as e:
-        logger.warning("OpenAI connection check failed: %s", str(e))
+        logger.warning(
+            "%s connection check failed: %s", provider_cfg.provider_type, str(e)
+        )
        provider_cfg.is_active = False
        provider_cfg.save()
        return {"connected": False, "error": str(e)}


+def _fetch_openai_models(api_key: str) -> Dict[str, str]:
+    """
+    Fetch available models from OpenAI API.
+
+    Args:
+        api_key: OpenAI API key for authentication.
+
+    Returns:
+        Dict mapping model_id to model_name. For OpenAI, both are the same
+        as the API doesn't provide separate display names.
+
+    Raises:
+        Exception: If the API call fails.
+    """
+    client = openai.OpenAI(api_key=api_key)
+    models = client.models.list()
+    # OpenAI uses model.id for both ID and display name
+    return {m.id: m.id for m in getattr(models, "data", [])}
+
+
+def _fetch_openai_compatible_models(base_url: str, api_key: str) -> Dict[str, str]:
+    """
+    Fetch available models from an OpenAI-compatible API using the OpenAI SDK.
+
+    Returns a mapping of model_id -> model_name. Prefers the 'name' attribute
+    if available (e.g., from OpenRouter), otherwise falls back to 'id'.
+
+    Note: base_url should include version (e.g., https://openrouter.ai/api/v1)
+    """
+    client = openai.OpenAI(api_key=api_key, base_url=base_url)
+    models = client.models.list()
+
+    available_models: Dict[str, str] = {}
+    for model in models.data:
+        model_id = model.id
+        # Prefer provider-supplied human-friendly name when available
+        name = getattr(model, "name", None)
+        if name:
+            available_models[model_id] = name
+        else:
+            available_models[model_id] = model_id
+
+    return available_models
+
+
+def _fetch_bedrock_models(bedrock_creds: Dict[str, str]) -> Dict[str, str]:
+    """
+    Fetch available models from AWS Bedrock with entitlement verification.
+
+    This function:
+    1. Lists foundation models with TEXT modality support
+    2. Lists inference profiles with TEXT modality support
+    3. Verifies user has entitlement access to each model
+
+    Args:
+        bedrock_creds: Dictionary with 'access_key_id', 'secret_access_key', and 'region'.
+
+    Returns:
+        Dict mapping model_id to model_name for all accessible models.
+
+    Raises:
+        BotoCoreError, ClientError: If AWS API calls fail.
+    """
+    bedrock_client = boto3.client(
+        "bedrock",
+        aws_access_key_id=bedrock_creds["access_key_id"],
+        aws_secret_access_key=bedrock_creds["secret_access_key"],
+        region_name=bedrock_creds["region"],
+    )
+
+    models_to_check: Dict[str, str] = {}
+
+    # Step 1: Get foundation models with TEXT modality
+    foundation_response = bedrock_client.list_foundation_models()
+    model_summaries = foundation_response.get("modelSummaries", [])
+
+    for model in model_summaries:
+        # Check if model supports TEXT input and output modality
+        input_modalities = model.get("inputModalities", [])
+        output_modalities = model.get("outputModalities", [])
+
+        if "TEXT" not in input_modalities or "TEXT" not in output_modalities:
+            continue
+
+        model_id = model.get("modelId")
+        if not model_id:
+            continue
+
+        inference_types = model.get("inferenceTypesSupported", [])
+
+        # Only include models with ON_DEMAND inference support
+        if "ON_DEMAND" in inference_types:
+            models_to_check[model_id] = model["modelName"]
+
+    # Step 2: Get inference profiles
+    try:
+        inference_profiles_response = bedrock_client.list_inference_profiles()
+        inference_profiles = inference_profiles_response.get(
+            "inferenceProfileSummaries", []
+        )
+
+        for profile in inference_profiles:
+            # Check if profile supports TEXT modality
+            input_modalities = profile.get("inputModalities", [])
+            output_modalities = profile.get("outputModalities", [])
+
+            if "TEXT" not in input_modalities or "TEXT" not in output_modalities:
+                continue
+
+            profile_id = profile.get("inferenceProfileId")
+            if profile_id:
+                models_to_check[profile_id] = profile["inferenceProfileName"]
+
+    except (BotoCoreError, ClientError) as e:
+        logger.info(
+            "Could not fetch inference profiles in %s: %s",
+            bedrock_creds["region"],
+            str(e),
+        )
+
+    # Step 3: Verify entitlement availability for each model
+    available_models: Dict[str, str] = {}
+
+    for model_id, model_name in models_to_check.items():
+        try:
+            availability = bedrock_client.get_foundation_model_availability(
+                modelId=model_id
+            )
+
+            entitlement = availability.get("entitlementAvailability")
+
+            # Only include models user has access to
+            if entitlement == "AVAILABLE":
+                available_models[model_id] = model_name
+            else:
+                logger.debug(
+                    "Skipping model %s - entitlement status: %s", model_id, entitlement
+                )
+
+        except (BotoCoreError, ClientError) as e:
+            logger.debug(
+                "Could not check availability for model %s: %s", model_id, str(e)
+            )
+            continue
+
+    return available_models
+
+
 def refresh_lighthouse_provider_models(provider_config_id: str) -> Dict:
    """
    Refresh the catalog of models for a Lighthouse provider configuration.

-    For the OpenAI provider, this fetches the current list of models, upserts entries
-    into `LighthouseProviderModels`, and deletes stale entries no longer returned by
-    the provider.
+    Fetches the current list of models from the provider, upserts entries into
+    `LighthouseProviderModels`, and deletes stale entries no longer returned.

    Args:
-        provider_config_id (str): The primary key of the `LighthouseProviderConfiguration`
+        provider_config_id: The primary key of the `LighthouseProviderConfiguration`
            whose models should be refreshed.

    Returns:
@@ -104,45 +357,81 @@ def refresh_lighthouse_provider_models(provider_config_id: str) -> Dict:
        LighthouseProviderConfiguration.DoesNotExist: If no configuration exists with the given ID.
    """
    provider_cfg = LighthouseProviderConfiguration.objects.get(pk=provider_config_id)
+    fetched_models: Dict[str, str] = {}

-    if (
-        provider_cfg.provider_type
-        != LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
-    ):
-        return {
-            "created": 0,
-            "updated": 0,
-            "deleted": 0,
-            "error": "Unsupported provider type",
-        }
-
-    api_key = _extract_openai_api_key(provider_cfg)
-    if not api_key:
-        return {
-            "created": 0,
-            "updated": 0,
-            "deleted": 0,
-            "error": "API key is invalid or missing",
-        }
-
+    # Fetch models from the appropriate provider
    try:
-        client = openai.OpenAI(api_key=api_key)
-        models = client.models.list()
-        fetched_ids: Set[str] = {m.id for m in getattr(models, "data", [])}
-    except Exception as e:  # noqa: BLE001
-        logger.warning("OpenAI models refresh failed: %s", str(e))
+        if (
+            provider_cfg.provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
+        ):
+            api_key = _extract_openai_api_key(provider_cfg)
+            if not api_key:
+                return {
+                    "created": 0,
+                    "updated": 0,
+                    "deleted": 0,
+                    "error": "API key is invalid or missing",
+                }
+            fetched_models = _fetch_openai_models(api_key)
+
+        elif (
+            provider_cfg.provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK
+        ):
+            bedrock_creds = _extract_bedrock_credentials(provider_cfg)
+            if not bedrock_creds:
+                return {
+                    "created": 0,
+                    "updated": 0,
+                    "deleted": 0,
+                    "error": "AWS credentials are invalid or missing",
+                }
+            fetched_models = _fetch_bedrock_models(bedrock_creds)
+
+        elif (
+            provider_cfg.provider_type
+            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE
+        ):
+            params = _extract_openai_compatible_params(provider_cfg)
+            if not params:
+                return {
+                    "created": 0,
+                    "updated": 0,
+                    "deleted": 0,
+                    "error": "Base URL or API key is invalid or missing",
+                }
+            fetched_models = _fetch_openai_compatible_models(
+                params["base_url"], params["api_key"]
+            )
+
+        else:
+            return {
+                "created": 0,
+                "updated": 0,
+                "deleted": 0,
+                "error": "Unsupported provider type",
+            }
+
+    except Exception as e:
+        logger.warning(
+            "Unexpected error refreshing %s models: %s",
+            provider_cfg.provider_type,
+            str(e),
+        )
        return {"created": 0, "updated": 0, "deleted": 0, "error": str(e)}

+    # Upsert models into the catalog
    created = 0
    updated = 0

-    for model_id in fetched_ids:
+    for model_id, model_name in fetched_models.items():
        obj, was_created = LighthouseProviderModels.objects.update_or_create(
            tenant_id=provider_cfg.tenant_id,
            provider_configuration=provider_cfg,
            model_id=model_id,
            defaults={
-                "model_name": model_id,  # OpenAI doesn't return a separate display name
+                "model_name": model_name,
                "default_parameters": {},
            },
        )
@@ -156,7 +445,7 @@ def refresh_lighthouse_provider_models(provider_config_id: str) -> Dict:
        LighthouseProviderModels.objects.filter(
            tenant_id=provider_cfg.tenant_id, provider_configuration=provider_cfg
        )
-        .exclude(model_id__in=fetched_ids)
+        .exclude(model_id__in=fetched_models.keys())
        .delete()
    )

@@ -0,0 +1,64 @@
+from celery.utils.log import get_task_logger
+from config.django.base import DJANGO_FINDINGS_BATCH_SIZE
+from tasks.utils import batched
+
+from api.db_utils import rls_transaction
+from api.models import Finding, MuteRule
+
+logger = get_task_logger(__name__)
+
+
+def mute_historical_findings(tenant_id: str, mute_rule_id: str):
+    """
+    Mute historical findings that match the given mute rule.
+
+    This function processes findings in batches, updating their muted status
+    and adding the mute reason.
+
+    Args:
+        tenant_id (str): The tenant ID for RLS context
+        mute_rule_id (str): The ID of the mute rule to apply
+
+    Returns:
+        dict: Summary of the muting operation with findings_muted count
+    """
+    findings_muted_count = 0
+
+    # Get the list of UIDs to mute and the reason
+    with rls_transaction(tenant_id):
+        mute_rule = MuteRule.objects.get(id=mute_rule_id, tenant_id=tenant_id)
+        finding_uids = mute_rule.finding_uids
+        mute_reason = mute_rule.reason
+        muted_at = mute_rule.inserted_at
+
+    # Query findings that match the UIDs and are not already muted
+    with rls_transaction(tenant_id):
+        findings_to_mute = Finding.objects.filter(
+            tenant_id=tenant_id, uid__in=finding_uids, muted=False
+        )
+        total_findings = findings_to_mute.count()
+
+        logger.info(
+            f"Processing {total_findings} findings for mute rule {mute_rule_id}"
+        )
+
+        if total_findings > 0:
+            for batch, is_last in batched(
+                findings_to_mute.iterator(), DJANGO_FINDINGS_BATCH_SIZE
+            ):
+                batch_ids = [f.id for f in batch]
+                updated_count = Finding.all_objects.filter(
+                    id__in=batch_ids, tenant_id=tenant_id
+                ).update(
+                    muted=True,
+                    muted_at=muted_at,
+                    muted_reason=mute_reason,
+                )
+                findings_muted_count += updated_count
+
+    logger.info(f"Muted {findings_muted_count} findings for rule {mute_rule_id}")
+
+    return {
+        "findings_muted": findings_muted_count,
+        "rule_id": mute_rule_id,
+    }
@@ -7,7 +7,6 @@ from shutil import rmtree
 import matplotlib.pyplot as plt
 from celery.utils.log import get_task_logger
 from config.django.base import DJANGO_FINDINGS_BATCH_SIZE, DJANGO_TMP_OUTPUT_DIRECTORY
-from django.db.models import Count, Q
 from reportlab.lib import colors
 from reportlab.lib.enums import TA_CENTER
 from reportlab.lib.pagesizes import letter
@@ -26,11 +25,22 @@ from reportlab.platypus import (
    TableStyle,
 )
 from tasks.jobs.export import _generate_output_directory, _upload_to_s3
+from tasks.jobs.threatscore import compute_threatscore_metrics
+from tasks.jobs.threatscore_utils import (
+    _aggregate_requirement_statistics_from_database,
+    _calculate_requirements_data_from_statistics,
+)
 from tasks.utils import batched

 from api.db_router import READ_REPLICA_ALIAS
 from api.db_utils import rls_transaction
-from api.models import Finding, Provider, ScanSummary, StatusChoices
+from api.models import (
+    Finding,
+    Provider,
+    ScanSummary,
+    StatusChoices,
+    ThreatScoreSnapshot,
+)
 from api.utils import initialize_prowler_provider
 from prowler.lib.check.compliance_models import Compliance
 from prowler.lib.outputs.finding import Finding as FindingOutput
@@ -434,56 +444,6 @@ def _add_pdf_footer(canvas_obj: canvas.Canvas, doc: SimpleDocTemplate) -> None:
    canvas_obj.drawString(width - text_width - 30, 20, powered_text)


-def _aggregate_requirement_statistics_from_database(
-    tenant_id: str, scan_id: str
-) -> dict[str, dict[str, int]]:
-    """
-    Aggregate finding statistics by check_id using database aggregation.
-
-    This function uses Django ORM aggregation to calculate pass/fail statistics
-    entirely in the database, avoiding the need to load findings into memory.
-
-    Args:
-        tenant_id (str): The tenant ID for Row-Level Security context.
-        scan_id (str): The ID of the scan to retrieve findings for.
-
-    Returns:
-        dict[str, dict[str, int]]: Dictionary mapping check_id to statistics:
-            - 'passed' (int): Number of passed findings for this check
-            - 'total' (int): Total number of findings for this check
-
-    Example:
-        {
-            'aws_iam_user_mfa_enabled': {'passed': 10, 'total': 15},
-            'aws_s3_bucket_public_access': {'passed': 0, 'total': 5}
-        }
-    """
-    requirement_statistics_by_check_id = {}
-
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-        # Use database aggregation to calculate stats without loading findings into memory
-        aggregated_statistics_queryset = (
-            Finding.all_objects.filter(tenant_id=tenant_id, scan_id=scan_id)
-            .values("check_id")
-            .annotate(
-                total_findings=Count("id"),
-                passed_findings=Count("id", filter=Q(status=StatusChoices.PASS)),
-            )
-        )
-
-        for aggregated_stat in aggregated_statistics_queryset:
-            check_id = aggregated_stat["check_id"]
-            requirement_statistics_by_check_id[check_id] = {
-                "passed": aggregated_stat["passed_findings"],
-                "total": aggregated_stat["total_findings"],
-            }
-
-    logger.info(
-        f"Aggregated statistics for {len(requirement_statistics_by_check_id)} unique checks"
-    )
-    return requirement_statistics_by_check_id
-
-
 def _load_findings_for_requirement_checks(
    tenant_id: str, scan_id: str, check_ids: list[str], prowler_provider
 ) -> dict[str, list[FindingOutput]]:
@@ -544,84 +504,6 @@ def _load_findings_for_requirement_checks(
    return dict(findings_by_check_id)


-def _calculate_requirements_data_from_statistics(
-    compliance_obj, requirement_statistics_by_check_id: dict[str, dict[str, int]]
-) -> tuple[dict[str, dict], list[dict]]:
-    """
-    Calculate requirement status and statistics using pre-aggregated database statistics.
-
-    This function uses O(n) lookups with pre-aggregated statistics from the database,
-    avoiding the need to iterate over all findings for each requirement.
-
-    Args:
-        compliance_obj: The compliance framework object containing requirements.
-        requirement_statistics_by_check_id (dict[str, dict[str, int]]): Pre-aggregated statistics
-            mapping check_id to {'passed': int, 'total': int} counts.
-
-    Returns:
-        tuple[dict[str, dict], list[dict]]: A tuple containing:
-            - attributes_by_requirement_id: Dictionary mapping requirement IDs to their attributes.
-            - requirements_list: List of requirement dictionaries with status and statistics.
-    """
-    attributes_by_requirement_id = {}
-    requirements_list = []
-
-    compliance_framework = getattr(compliance_obj, "Framework", "N/A")
-    compliance_version = getattr(compliance_obj, "Version", "N/A")
-
-    for requirement in compliance_obj.Requirements:
-        requirement_id = requirement.Id
-        requirement_description = getattr(requirement, "Description", "")
-        requirement_checks = getattr(requirement, "Checks", [])
-        requirement_attributes = getattr(requirement, "Attributes", [])
-
-        # Store requirement metadata for later use
-        attributes_by_requirement_id[requirement_id] = {
-            "attributes": {
-                "req_attributes": requirement_attributes,
-                "checks": requirement_checks,
-            },
-            "description": requirement_description,
-        }
-
-        # Calculate aggregated passed and total findings for this requirement
-        total_passed_findings = 0
-        total_findings_count = 0
-
-        for check_id in requirement_checks:
-            if check_id in requirement_statistics_by_check_id:
-                check_statistics = requirement_statistics_by_check_id[check_id]
-                total_findings_count += check_statistics["total"]
-                total_passed_findings += check_statistics["passed"]
-
-        # Determine overall requirement status based on findings
-        if total_findings_count > 0:
-            if total_passed_findings == total_findings_count:
-                requirement_status = StatusChoices.PASS
-            else:
-                # Partial pass or complete fail both count as FAIL
-                requirement_status = StatusChoices.FAIL
-        else:
-            # No findings means manual review required
-            requirement_status = StatusChoices.MANUAL
-
-        requirements_list.append(
-            {
-                "id": requirement_id,
-                "attributes": {
-                    "framework": compliance_framework,
-                    "version": compliance_version,
-                    "status": requirement_status,
-                    "description": requirement_description,
-                    "passed_findings": total_passed_findings,
-                    "total_findings": total_findings_count,
-                },
-            }
-        )
-
-    return attributes_by_requirement_id, requirements_list
-
-
 def generate_threatscore_report(
    tenant_id: str,
    scan_id: str,
@@ -1262,8 +1144,9 @@ def generate_threatscore_report_job(
    2. Checks provider type compatibility
    3. Generates the output directory
    4. Calls generate_threatscore_report to create the PDF
-    5. Uploads the PDF to S3
-    6. Cleans up temporary files
+    5. Computes and stores ThreatScore metrics snapshot
+    6. Uploads the PDF to S3
+    7. Cleans up temporary files

    Args:
        tenant_id (str): The tenant ID for Row-Level Security context.
@@ -1317,6 +1200,66 @@ def generate_threatscore_report_job(
        min_risk_level=4,
    )

+    # Compute and store ThreatScore metrics snapshot
+    logger.info(f"Computing ThreatScore metrics for scan {scan_id}")
+    try:
+        metrics = compute_threatscore_metrics(
+            tenant_id=tenant_id,
+            scan_id=scan_id,
+            provider_id=provider_id,
+            compliance_id=compliance_id,
+            min_risk_level=4,
+        )
+
+        # Create snapshot in database
+        with rls_transaction(tenant_id):
+            # Get previous snapshot for the same provider to calculate delta
+            previous_snapshot = (
+                ThreatScoreSnapshot.objects.filter(
+                    tenant_id=tenant_id,
+                    provider_id=provider_id,
+                    compliance_id=compliance_id,
+                )
+                .order_by("-inserted_at")
+                .first()
+            )
+
+            # Calculate score delta (improvement)
+            score_delta = None
+            if previous_snapshot:
+                score_delta = metrics["overall_score"] - float(
+                    previous_snapshot.overall_score
+                )
+
+            snapshot = ThreatScoreSnapshot.objects.create(
+                tenant_id=tenant_id,
+                scan_id=scan_id,
+                provider_id=provider_id,
+                compliance_id=compliance_id,
+                overall_score=metrics["overall_score"],
+                score_delta=score_delta,
+                section_scores=metrics["section_scores"],
+                critical_requirements=metrics["critical_requirements"],
+                total_requirements=metrics["total_requirements"],
+                passed_requirements=metrics["passed_requirements"],
+                failed_requirements=metrics["failed_requirements"],
+                manual_requirements=metrics["manual_requirements"],
+                total_findings=metrics["total_findings"],
+                passed_findings=metrics["passed_findings"],
+                failed_findings=metrics["failed_findings"],
+            )
+
+            delta_msg = (
+                f" (delta: {score_delta:+.2f}%)" if score_delta is not None else ""
+            )
+            logger.info(
+                f"ThreatScore snapshot created with ID {snapshot.id} "
+                f"(score: {snapshot.overall_score}%{delta_msg})"
+            )
+    except Exception as e:
+        # Log error but don't fail the job if snapshot creation fails
+        logger.error(f"Error creating ThreatScore snapshot: {e}")
+
    upload_uri = _upload_to_s3(
        tenant_id,
        scan_id,
@@ -0,0 +1,214 @@
+from celery.utils.log import get_task_logger
+from tasks.jobs.threatscore_utils import (
+    _aggregate_requirement_statistics_from_database,
+    _calculate_requirements_data_from_statistics,
+)
+
+from api.db_router import READ_REPLICA_ALIAS
+from api.db_utils import rls_transaction
+from api.models import Provider, StatusChoices
+from prowler.lib.check.compliance_models import Compliance
+
+logger = get_task_logger(__name__)
+
+
+def compute_threatscore_metrics(
+    tenant_id: str,
+    scan_id: str,
+    provider_id: str,
+    compliance_id: str,
+    min_risk_level: int = 4,
+) -> dict:
+    """
+    Compute ThreatScore metrics for a given scan.
+
+    This function calculates all the metrics needed for a ThreatScore snapshot:
+    - Overall ThreatScore percentage
+    - Section-by-section scores
+    - Critical failed requirements (risk >= min_risk_level)
+    - Summary statistics (requirements and findings counts)
+
+    Args:
+        tenant_id (str): The tenant ID for Row-Level Security context.
+        scan_id (str): The ID of the scan to analyze.
+        provider_id (str): The ID of the provider used in the scan.
+        compliance_id (str): Compliance framework ID (e.g., "prowler_threatscore_aws").
+        min_risk_level (int): Minimum risk level for critical requirements. Defaults to 4.
+
+    Returns:
+        dict: A dictionary containing:
+            - overall_score (float): Overall ThreatScore percentage (0-100)
+            - section_scores (dict): Section name -> score percentage mapping
+            - critical_requirements (list): List of critical failed requirement dicts
+            - total_requirements (int): Total number of requirements
+            - passed_requirements (int): Number of PASS requirements
+            - failed_requirements (int): Number of FAIL requirements
+            - manual_requirements (int): Number of MANUAL requirements
+            - total_findings (int): Total findings count
+            - passed_findings (int): Passed findings count
+            - failed_findings (int): Failed findings count
+
+    Example:
+        >>> metrics = compute_threatscore_metrics(
+        ...     tenant_id="tenant-123",
+        ...     scan_id="scan-456",
+        ...     provider_id="provider-789",
+        ...     compliance_id="prowler_threatscore_aws"
+        ... )
+        >>> print(f"Overall ThreatScore: {metrics['overall_score']:.2f}%")
+    """
+    # Get provider and compliance information
+    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+        provider_obj = Provider.objects.get(id=provider_id)
+        provider_type = provider_obj.provider
+
+        frameworks_bulk = Compliance.get_bulk(provider_type)
+        compliance_obj = frameworks_bulk[compliance_id]
+
+    # Aggregate requirement statistics from database
+    requirement_statistics_by_check_id = (
+        _aggregate_requirement_statistics_from_database(tenant_id, scan_id)
+    )
+
+    # Calculate requirements data using aggregated statistics
+    attributes_by_requirement_id, requirements_list = (
+        _calculate_requirements_data_from_statistics(
+            compliance_obj, requirement_statistics_by_check_id
+        )
+    )
+
+    # Initialize metrics
+    overall_numerator = 0
+    overall_denominator = 0
+    overall_has_findings = False
+
+    sections_data = {}
+
+    total_requirements = len(requirements_list)
+    passed_requirements = 0
+    failed_requirements = 0
+    manual_requirements = 0
+    total_findings = 0
+    passed_findings = 0
+    failed_findings = 0
+
+    critical_requirements_list = []
+
+    # Process each requirement
+    for requirement in requirements_list:
+        requirement_id = requirement["id"]
+        requirement_status = requirement["attributes"]["status"]
+        requirement_attributes = attributes_by_requirement_id.get(requirement_id, {})
+
+        # Count requirements by status
+        if requirement_status == StatusChoices.PASS:
+            passed_requirements += 1
+        elif requirement_status == StatusChoices.FAIL:
+            failed_requirements += 1
+        elif requirement_status == StatusChoices.MANUAL:
+            manual_requirements += 1
+
+        # Get findings data
+        req_passed_findings = requirement["attributes"].get("passed_findings", 0)
+        req_total_findings = requirement["attributes"].get("total_findings", 0)
+
+        # Accumulate findings counts
+        total_findings += req_total_findings
+        passed_findings += req_passed_findings
+        failed_findings += req_total_findings - req_passed_findings
+
+        # Skip requirements with no findings
+        if req_total_findings == 0:
+            continue
+
+        overall_has_findings = True
+
+        # Get requirement metadata
+        metadata = requirement_attributes.get("attributes", {}).get(
+            "req_attributes", []
+        )
+        if not metadata or len(metadata) == 0:
+            continue
+
+        m = metadata[0]
+        risk_level = getattr(m, "LevelOfRisk", 0)
+        weight = getattr(m, "Weight", 0)
+        section = getattr(m, "Section", "Unknown")
+
+        # Calculate ThreatScore components using formula from UI
+        rate_i = req_passed_findings / req_total_findings
+        rfac_i = 1 + 0.25 * risk_level
+
+        # Update overall score
+        overall_numerator += rate_i * req_total_findings * weight * rfac_i
+        overall_denominator += req_total_findings * weight * rfac_i
+
+        # Update section scores
+        if section not in sections_data:
+            sections_data[section] = {
+                "numerator": 0,
+                "denominator": 0,
+                "has_findings": False,
+            }
+
+        sections_data[section]["has_findings"] = True
+        sections_data[section]["numerator"] += (
+            rate_i * req_total_findings * weight * rfac_i
+        )
+        sections_data[section]["denominator"] += req_total_findings * weight * rfac_i
+
+        # Identify critical failed requirements
+        if requirement_status == StatusChoices.FAIL and risk_level >= min_risk_level:
+            critical_requirements_list.append(
+                {
+                    "requirement_id": requirement_id,
+                    "title": getattr(m, "Title", "N/A"),
+                    "section": section,
+                    "subsection": getattr(m, "SubSection", "N/A"),
+                    "risk_level": risk_level,
+                    "weight": weight,
+                    "passed_findings": req_passed_findings,
+                    "total_findings": req_total_findings,
+                    "description": getattr(m, "AttributeDescription", "N/A"),
+                }
+            )
+
+    # Calculate overall ThreatScore
+    if not overall_has_findings:
+        overall_score = 100.0
+    elif overall_denominator > 0:
+        overall_score = (overall_numerator / overall_denominator) * 100
+    else:
+        overall_score = 0.0
+
+    # Calculate section scores
+    section_scores = {}
+    for section, data in sections_data.items():
+        if data["has_findings"] and data["denominator"] > 0:
+            section_scores[section] = (data["numerator"] / data["denominator"]) * 100
+        else:
+            section_scores[section] = 100.0
+
+    # Sort critical requirements by risk level (desc) and weight (desc)
+    critical_requirements_list.sort(
+        key=lambda x: (x["risk_level"], x["weight"]), reverse=True
+    )
+
+    logger.info(
+        f"ThreatScore computed: {overall_score:.2f}% "
+        f"({passed_requirements}/{total_requirements} requirements passed, "
+        f"{len(critical_requirements_list)} critical failures)"
+    )
+
+    return {
+        "overall_score": round(overall_score, 2),
+        "section_scores": {k: round(v, 2) for k, v in section_scores.items()},
+        "critical_requirements": critical_requirements_list,
+        "total_requirements": total_requirements,
+        "passed_requirements": passed_requirements,
+        "failed_requirements": failed_requirements,
+        "manual_requirements": manual_requirements,
+        "total_findings": total_findings,
+        "passed_findings": passed_findings,
+        "failed_findings": failed_findings,
+    }
@@ -0,0 +1,127 @@
+from celery.utils.log import get_task_logger
+from django.db.models import Count, Q
+
+from api.db_router import READ_REPLICA_ALIAS
+from api.db_utils import rls_transaction
+from api.models import Finding, StatusChoices
+
+logger = get_task_logger(__name__)
+
+
+def _aggregate_requirement_statistics_from_database(
+    tenant_id: str, scan_id: str
+) -> dict[str, dict[str, int]]:
+    """
+    Aggregate finding statistics by check_id using database aggregation.
+
+    This function uses Django ORM aggregation to calculate pass/fail statistics
+    entirely in the database, avoiding the need to load findings into memory.
+
+    Args:
+        tenant_id (str): The tenant ID for Row-Level Security context.
+        scan_id (str): The ID of the scan to retrieve findings for.
+
+    Returns:
+        dict[str, dict[str, int]]: Dictionary mapping check_id to statistics:
+            - 'passed' (int): Number of passed findings for this check
+            - 'total' (int): Total number of findings for this check
+
+    Example:
+        {
+            'aws_iam_user_mfa_enabled': {'passed': 10, 'total': 15},
+            'aws_s3_bucket_public_access': {'passed': 0, 'total': 5}
+        }
+    """
+    requirement_statistics_by_check_id = {}
+
+    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+        aggregated_statistics_queryset = (
+            Finding.all_objects.filter(tenant_id=tenant_id, scan_id=scan_id)
+            .values("check_id")
+            .annotate(
+                total_findings=Count("id"),
+                passed_findings=Count("id", filter=Q(status=StatusChoices.PASS)),
+            )
+        )
+
+        for aggregated_stat in aggregated_statistics_queryset:
+            check_id = aggregated_stat["check_id"]
+            requirement_statistics_by_check_id[check_id] = {
+                "passed": aggregated_stat["passed_findings"],
+                "total": aggregated_stat["total_findings"],
+            }
+
+    logger.info(
+        f"Aggregated statistics for {len(requirement_statistics_by_check_id)} unique checks"
+    )
+    return requirement_statistics_by_check_id
+
+
+def _calculate_requirements_data_from_statistics(
+    compliance_obj, requirement_statistics_by_check_id: dict[str, dict[str, int]]
+) -> tuple[dict[str, dict], list[dict]]:
+    """
+    Calculate requirement status and statistics using pre-aggregated database statistics.
+
+    Args:
+        compliance_obj: The compliance framework object containing requirements.
+        requirement_statistics_by_check_id (dict[str, dict[str, int]]): Pre-aggregated statistics
+            mapping check_id to {'passed': int, 'total': int} counts.
+
+    Returns:
+        tuple[dict[str, dict], list[dict]]: A tuple containing:
+            - attributes_by_requirement_id: Dictionary mapping requirement IDs to their attributes.
+            - requirements_list: List of requirement dictionaries with status and statistics.
+    """
+    attributes_by_requirement_id = {}
+    requirements_list = []
+
+    compliance_framework = getattr(compliance_obj, "Framework", "N/A")
+    compliance_version = getattr(compliance_obj, "Version", "N/A")
+
+    for requirement in compliance_obj.Requirements:
+        requirement_id = requirement.Id
+        requirement_description = getattr(requirement, "Description", "")
+        requirement_checks = getattr(requirement, "Checks", [])
+        requirement_attributes = getattr(requirement, "Attributes", [])
+
+        attributes_by_requirement_id[requirement_id] = {
+            "attributes": {
+                "req_attributes": requirement_attributes,
+                "checks": requirement_checks,
+            },
+            "description": requirement_description,
+        }
+
+        total_passed_findings = 0
+        total_findings_count = 0
+
+        for check_id in requirement_checks:
+            if check_id in requirement_statistics_by_check_id:
+                check_statistics = requirement_statistics_by_check_id[check_id]
+                total_findings_count += check_statistics["total"]
+                total_passed_findings += check_statistics["passed"]
+
+        if total_findings_count > 0:
+            if total_passed_findings == total_findings_count:
+                requirement_status = StatusChoices.PASS
+            else:
+                requirement_status = StatusChoices.FAIL
+        else:
+            requirement_status = StatusChoices.MANUAL
+
+        requirements_list.append(
+            {
+                "id": requirement_id,
+                "attributes": {
+                    "framework": compliance_framework,
+                    "version": compliance_version,
+                    "status": requirement_status,
+                    "description": requirement_description,
+                    "passed_findings": total_passed_findings,
+                    "total_findings": total_findings_count,
+                },
+            }
+        )
+
+    return attributes_by_requirement_id, requirements_list
@@ -8,7 +8,10 @@ from celery.utils.log import get_task_logger
 from config.celery import RLSTask
 from config.django.base import DJANGO_FINDINGS_BATCH_SIZE, DJANGO_TMP_OUTPUT_DIRECTORY
 from django_celery_beat.models import PeriodicTask
-from tasks.jobs.backfill import backfill_resource_scan_summaries
+from tasks.jobs.backfill import (
+    backfill_compliance_summaries,
+    backfill_resource_scan_summaries,
+)
 from tasks.jobs.connection import (
    check_integration_connection,
    check_lighthouse_connection,
@@ -31,6 +34,7 @@ from tasks.jobs.lighthouse_providers import (
    check_lighthouse_provider_connection,
    refresh_lighthouse_provider_models,
 )
+from tasks.jobs.muting import mute_historical_findings
 from tasks.jobs.report import generate_threatscore_report_job
 from tasks.jobs.scan import (
    aggregate_findings,
@@ -493,6 +497,21 @@ def backfill_scan_resource_summaries_task(tenant_id: str, scan_id: str):
    return backfill_resource_scan_summaries(tenant_id=tenant_id, scan_id=scan_id)


+@shared_task(name="backfill-compliance-summaries", queue="backfill")
+def backfill_compliance_summaries_task(tenant_id: str, scan_id: str):
+    """
+    Tries to backfill compliance overview summaries for a completed scan.
+
+    This task aggregates compliance requirement data across regions
+    to create pre-computed summary records for fast compliance overview queries.
+
+    Args:
+        tenant_id (str): The tenant identifier.
+        scan_id (str): The scan identifier.
+    """
+    return backfill_compliance_summaries(tenant_id=tenant_id, scan_id=scan_id)
+
+
@shared_task(base=RLSTask, name="scan-compliance-overviews", queue="compliance")
 def create_compliance_requirements_task(tenant_id: str, scan_id: str):
    """
@@ -681,3 +700,25 @@ def generate_threatscore_report_task(tenant_id: str, scan_id: str, provider_id:
    return generate_threatscore_report_job(
        tenant_id=tenant_id, scan_id=scan_id, provider_id=provider_id
    )
+
+
+@shared_task(name="findings-mute-historical")
+def mute_historical_findings_task(tenant_id: str, mute_rule_id: str):
+    """
+    Background task to mute all historical findings matching a mute rule.
+
+    This task processes findings in batches to avoid memory issues with large datasets.
+    It updates the Finding.muted, Finding.muted_at, and Finding.muted_reason fields
+    for all findings whose UID is in the mute rule's finding_uids list.
+
+    Args:
+        tenant_id (str): The tenant ID for RLS context.
+        mute_rule_id (str): The primary key of the MuteRule to apply.
+
+    Returns:
+        dict: A dictionary containing:
+            - 'findings_muted' (int): Total number of findings muted.
+            - 'rule_id' (str): The mute rule ID.
+            - 'status' (str): Final status ('completed').
+    """
+    return mute_historical_findings(tenant_id, mute_rule_id)
@@ -1,43 +1,53 @@
 from uuid import uuid4

 import pytest
-from tasks.jobs.backfill import backfill_resource_scan_summaries
+from tasks.jobs.backfill import (
+    backfill_compliance_summaries,
+    backfill_resource_scan_summaries,
+)

-from api.models import ResourceScanSummary, Scan, StateChoices
+from api.models import (
+    ComplianceOverviewSummary,
+    ResourceScanSummary,
+    Scan,
+    StateChoices,
+)
+
+
+@pytest.fixture(scope="function")
+def resource_scan_summary_data(scans_fixture):
+    scan = scans_fixture[0]
+    return ResourceScanSummary.objects.create(
+        tenant_id=scan.tenant_id,
+        scan_id=scan.id,
+        resource_id=str(uuid4()),
+        service="aws",
+        region="us-east-1",
+        resource_type="instance",
+    )
+
+
+@pytest.fixture(scope="function")
+def get_not_completed_scans(providers_fixture):
+    provider_id = providers_fixture[0].id
+    tenant_id = providers_fixture[0].tenant_id
+    scan_1 = Scan.objects.create(
+        tenant_id=tenant_id,
+        trigger=Scan.TriggerChoices.MANUAL,
+        state=StateChoices.EXECUTING,
+        provider_id=provider_id,
+    )
+    scan_2 = Scan.objects.create(
+        tenant_id=tenant_id,
+        trigger=Scan.TriggerChoices.MANUAL,
+        state=StateChoices.AVAILABLE,
+        provider_id=provider_id,
+    )
+    return scan_1, scan_2


@pytest.mark.django_db
 class TestBackfillResourceScanSummaries:
-    @pytest.fixture(scope="function")
-    def resource_scan_summary_data(self, scans_fixture):
-        scan = scans_fixture[0]
-        return ResourceScanSummary.objects.create(
-            tenant_id=scan.tenant_id,
-            scan_id=scan.id,
-            resource_id=str(uuid4()),
-            service="aws",
-            region="us-east-1",
-            resource_type="instance",
-        )
-
-    @pytest.fixture(scope="function")
-    def get_not_completed_scans(self, providers_fixture):
-        provider_id = providers_fixture[0].id
-        tenant_id = providers_fixture[0].tenant_id
-        scan_1 = Scan.objects.create(
-            tenant_id=tenant_id,
-            trigger=Scan.TriggerChoices.MANUAL,
-            state=StateChoices.EXECUTING,
-            provider_id=provider_id,
-        )
-        scan_2 = Scan.objects.create(
-            tenant_id=tenant_id,
-            trigger=Scan.TriggerChoices.MANUAL,
-            state=StateChoices.AVAILABLE,
-            provider_id=provider_id,
-        )
-        return scan_1, scan_2
-
    def test_already_backfilled(self, resource_scan_summary_data):
        tenant_id = resource_scan_summary_data.tenant_id
        scan_id = resource_scan_summary_data.scan_id
@@ -77,3 +87,88 @@ class TestBackfillResourceScanSummaries:
            assert summary.service == resource.service
            assert summary.region == resource.region
            assert summary.resource_type == resource.type
+
+    def test_no_resources_to_backfill(self, scans_fixture):
+        scan = scans_fixture[1]  # Failed scan with no findings/resources
+        tenant_id = str(scan.tenant_id)
+        scan_id = str(scan.id)
+
+        result = backfill_resource_scan_summaries(tenant_id, scan_id)
+
+        assert result == {"status": "no resources to backfill"}
+
+
+@pytest.mark.django_db
+class TestBackfillComplianceSummaries:
+    def test_already_backfilled(self, scans_fixture):
+        scan = scans_fixture[0]
+        tenant_id = str(scan.tenant_id)
+        ComplianceOverviewSummary.objects.create(
+            tenant_id=scan.tenant_id,
+            scan=scan,
+            compliance_id="aws_account_security_onboarding_aws",
+            requirements_passed=1,
+            requirements_failed=0,
+            requirements_manual=0,
+            total_requirements=1,
+        )
+
+        result = backfill_compliance_summaries(tenant_id, str(scan.id))
+
+        assert result == {"status": "already backfilled"}
+
+    def test_not_completed_scan(self, get_not_completed_scans):
+        for scan in get_not_completed_scans:
+            result = backfill_compliance_summaries(str(scan.tenant_id), str(scan.id))
+            assert result == {"status": "scan is not completed"}
+
+    def test_no_compliance_data(self, scans_fixture):
+        scan = scans_fixture[1]  # Failed scan with no compliance rows
+
+        result = backfill_compliance_summaries(str(scan.tenant_id), str(scan.id))
+
+        assert result == {"status": "no compliance data to backfill"}
+
+    def test_backfill_creates_compliance_summaries(
+        self, tenants_fixture, scans_fixture, compliance_requirements_overviews_fixture
+    ):
+        tenant = tenants_fixture[0]
+        scan = scans_fixture[0]
+
+        result = backfill_compliance_summaries(str(tenant.id), str(scan.id))
+
+        expected = {
+            "aws_account_security_onboarding_aws": {
+                "requirements_passed": 1,
+                "requirements_failed": 1,
+                "requirements_manual": 1,
+                "total_requirements": 3,
+            },
+            "cis_1.4_aws": {
+                "requirements_passed": 0,
+                "requirements_failed": 1,
+                "requirements_manual": 0,
+                "total_requirements": 1,
+            },
+            "mitre_attack_aws": {
+                "requirements_passed": 0,
+                "requirements_failed": 1,
+                "requirements_manual": 0,
+                "total_requirements": 1,
+            },
+        }
+
+        assert result == {"status": "backfilled", "inserted": len(expected)}
+
+        summaries = ComplianceOverviewSummary.objects.filter(
+            tenant_id=str(tenant.id), scan_id=str(scan.id)
+        )
+        assert summaries.count() == len(expected)
+
+        for summary in summaries:
+            assert summary.compliance_id in expected
+            expected_counts = expected[summary.compliance_id]
+            assert summary.requirements_passed == expected_counts["requirements_passed"]
+            assert summary.requirements_failed == expected_counts["requirements_failed"]
+            assert summary.requirements_manual == expected_counts["requirements_manual"]
+            assert summary.total_requirements == expected_counts["total_requirements"]
@@ -9,6 +9,7 @@ from tasks.jobs.integrations import (
    upload_security_hub_integration,
 )

+from api.db_router import READ_REPLICA_ALIAS, MainRouter
 from api.models import Integration
 from api.utils import prowler_integration_connection_test
 from prowler.providers.aws.lib.security_hub.security_hub import SecurityHubConnection
@@ -880,7 +881,8 @@ class TestSecurityHubIntegrationUploads:
        # Verify RLS transaction was used correctly
        # Should be called twice: once for getting provider info, once for resetting regions
        assert mock_rls.call_count == 2
-        mock_rls.assert_any_call(tenant_id)
+        mock_rls.assert_any_call(tenant_id, using=READ_REPLICA_ALIAS)
+        mock_rls.assert_any_call(tenant_id, using=MainRouter.default_db)

        # Verify test_connection was called with integration credentials (not provider's)
        mock_test_connection.assert_called_once_with(
@@ -0,0 +1,532 @@
+from datetime import datetime, timezone
+from uuid import uuid4
+
+import pytest
+from django.core.exceptions import ObjectDoesNotExist
+from tasks.jobs.muting import mute_historical_findings
+
+from api.models import Finding, MuteRule
+from prowler.lib.check.models import Severity
+from prowler.lib.outputs.finding import Status
+
+
+@pytest.mark.django_db
+class TestMuteHistoricalFindings:
+    """
+    Test suite for the mute_historical_findings function.
+
+    This class tests the batch processing of findings to update their muted status
+    based on MuteRule criteria.
+    """
+
+    @pytest.fixture(scope="function")
+    def test_user(self, create_test_user):
+        """Create a test user for mute rule creation."""
+        return create_test_user
+
+    @pytest.fixture(scope="function")
+    def mute_rule_with_findings(self, tenants_fixture, findings_fixture, test_user):
+        """
+        Create a mute rule that targets the first finding in the fixture.
+        """
+        tenant = tenants_fixture[0]
+        finding = findings_fixture[0]
+
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant.id,
+            name="Test Mute Rule",
+            reason="Testing mute functionality",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=[finding.uid],
+        )
+
+        return mute_rule
+
+    @pytest.fixture(scope="function")
+    def mute_rule_multiple_findings(self, scans_fixture, test_user):
+        """
+        Create multiple unmuted findings and a mute rule targeting all of them.
+        """
+        scan = scans_fixture[0]
+        tenant_id = scan.tenant_id
+
+        # Create 5 unmuted findings
+        finding_uids = []
+        for i in range(5):
+            finding = Finding.objects.create(
+                tenant_id=tenant_id,
+                uid=f"test_finding_uid_mute_{i}",
+                scan=scan,
+                status=Status.FAIL,
+                status_extended=f"Test status {i}",
+                impact=Severity.high,
+                severity=Severity.high,
+                raw_result={
+                    "status": Status.FAIL,
+                    "impact": Severity.high,
+                    "severity": Severity.high,
+                },
+                check_id=f"test_check_id_{i}",
+                check_metadata={
+                    "CheckId": f"test_check_id_{i}",
+                    "Description": f"Test description {i}",
+                },
+                muted=False,
+            )
+            finding_uids.append(finding.uid)
+
+        # Create mute rule targeting all findings
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test Multiple Findings Mute Rule",
+            reason="Testing batch muting",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=finding_uids,
+        )
+
+        return mute_rule, finding_uids
+
+    @pytest.fixture(scope="function")
+    def mute_rule_already_muted(self, findings_fixture, test_user):
+        """
+        Create a mute rule that targets an already-muted finding.
+        """
+        tenant_id = findings_fixture[1].tenant_id
+        already_muted_finding = findings_fixture[1]
+
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test Already Muted Rule",
+            reason="Testing already muted findings",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=[already_muted_finding.uid],
+        )
+
+        return mute_rule
+
+    @pytest.fixture(scope="function")
+    def mute_rule_mixed_findings(self, scans_fixture, test_user):
+        """
+        Create a mute rule with a mix of muted and unmuted findings.
+        """
+        scan = scans_fixture[0]
+        tenant_id = scan.tenant_id
+
+        # Create 3 unmuted findings
+        unmuted_uids = []
+        for i in range(3):
+            finding = Finding.objects.create(
+                tenant_id=tenant_id,
+                uid=f"unmuted_finding_{i}",
+                scan=scan,
+                status=Status.FAIL,
+                status_extended=f"Unmuted status {i}",
+                impact=Severity.medium,
+                severity=Severity.medium,
+                raw_result={
+                    "status": Status.FAIL,
+                    "impact": Severity.medium,
+                    "severity": Severity.medium,
+                },
+                check_id=f"unmuted_check_{i}",
+                check_metadata={
+                    "CheckId": f"unmuted_check_{i}",
+                    "Description": f"Unmuted description {i}",
+                },
+                muted=False,
+            )
+            unmuted_uids.append(finding.uid)
+
+        # Create 2 already muted findings
+        muted_uids = []
+        for i in range(2):
+            finding = Finding.objects.create(
+                tenant_id=tenant_id,
+                uid=f"muted_finding_{i}",
+                scan=scan,
+                status=Status.FAIL,
+                status_extended=f"Muted status {i}",
+                impact=Severity.low,
+                severity=Severity.low,
+                raw_result={
+                    "status": Status.FAIL,
+                    "impact": Severity.low,
+                    "severity": Severity.low,
+                },
+                check_id=f"muted_check_{i}",
+                check_metadata={
+                    "CheckId": f"muted_check_{i}",
+                    "Description": f"Muted description {i}",
+                },
+                muted=True,
+                muted_at=datetime.now(timezone.utc),
+                muted_reason="Already muted",
+            )
+            muted_uids.append(finding.uid)
+
+        # Create mute rule targeting all findings
+        all_uids = unmuted_uids + muted_uids
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test Mixed Findings Rule",
+            reason="Testing mixed muted/unmuted findings",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=all_uids,
+        )
+
+        return mute_rule, unmuted_uids, muted_uids
+
+    @pytest.fixture(scope="function")
+    def mute_rule_batch_test(self, scans_fixture, test_user):
+        """
+        Create enough findings to test batch processing (>1000 for default batch size).
+        """
+        scan = scans_fixture[0]
+        tenant_id = scan.tenant_id
+
+        # Create 1500 findings to exceed default batch size of 1000
+        finding_uids = []
+        for i in range(1500):
+            finding = Finding.objects.create(
+                tenant_id=tenant_id,
+                uid=f"batch_test_finding_{i}",
+                scan=scan,
+                status=Status.FAIL,
+                status_extended=f"Batch test status {i}",
+                impact=Severity.critical,
+                severity=Severity.critical,
+                raw_result={
+                    "status": Status.FAIL,
+                    "impact": Severity.critical,
+                    "severity": Severity.critical,
+                },
+                check_id=f"batch_test_check_{i}",
+                check_metadata={
+                    "CheckId": f"batch_test_check_{i}",
+                    "Description": f"Batch test description {i}",
+                },
+                muted=False,
+            )
+            finding_uids.append(finding.uid)
+
+        # Create mute rule targeting all findings
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test Batch Processing Rule",
+            reason="Testing batch processing functionality",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=finding_uids,
+        )
+
+        return mute_rule, finding_uids
+
+    def test_mute_historical_findings_single_finding(
+        self, mute_rule_with_findings, findings_fixture
+    ):
+        """
+        Test muting a single historical finding.
+        """
+        mute_rule = mute_rule_with_findings
+        tenant_id = str(mute_rule.tenant_id)
+        finding = findings_fixture[0]
+
+        # Ensure the finding is not muted before execution
+        finding.refresh_from_db()
+        assert finding.muted is False
+        assert finding.muted_at is None
+        assert finding.muted_reason is None
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify return value
+        assert result["findings_muted"] == 1
+        assert result["rule_id"] == str(mute_rule.id)
+
+        # Verify the finding was muted
+        finding.refresh_from_db()
+        assert finding.muted is True
+        assert finding.muted_at == mute_rule.inserted_at
+        assert finding.muted_reason == mute_rule.reason
+
+    def test_mute_historical_findings_multiple_findings(
+        self, mute_rule_multiple_findings
+    ):
+        """
+        Test muting multiple historical findings.
+        """
+        mute_rule, finding_uids = mute_rule_multiple_findings
+        tenant_id = str(mute_rule.tenant_id)
+
+        # Verify all findings are unmuted
+        findings = Finding.objects.filter(tenant_id=tenant_id, uid__in=finding_uids)
+        assert findings.count() == 5
+        for finding in findings:
+            assert finding.muted is False
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify return value
+        assert result["findings_muted"] == 5
+        assert result["rule_id"] == str(mute_rule.id)
+
+        # Verify all findings were muted
+        findings = Finding.objects.filter(tenant_id=tenant_id, uid__in=finding_uids)
+        for finding in findings:
+            assert finding.muted is True
+            assert finding.muted_at == mute_rule.inserted_at
+            assert finding.muted_reason == mute_rule.reason
+
+    def test_mute_historical_findings_already_muted(
+        self, mute_rule_already_muted, findings_fixture
+    ):
+        """
+        Test that already-muted findings are not counted or updated.
+        """
+        mute_rule = mute_rule_already_muted
+        tenant_id = str(mute_rule.tenant_id)
+        finding = findings_fixture[1]
+
+        # Verify the finding is already muted
+        finding.refresh_from_db()
+        assert finding.muted is True
+        original_muted_at = finding.muted_at
+        original_muted_reason = finding.muted_reason
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify no findings were muted
+        assert result["findings_muted"] == 0
+        assert result["rule_id"] == str(mute_rule.id)
+
+        # Verify the finding's mute status did not change
+        finding.refresh_from_db()
+        assert finding.muted is True
+        assert finding.muted_at == original_muted_at
+        assert finding.muted_reason == original_muted_reason
+
+    def test_mute_historical_findings_mixed_status(self, mute_rule_mixed_findings):
+        """
+        Test muting when some findings are already muted and others are not.
+        """
+        mute_rule, unmuted_uids, muted_uids = mute_rule_mixed_findings
+        tenant_id = str(mute_rule.tenant_id)
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify only unmuted findings were counted
+        assert result["findings_muted"] == 3
+        assert result["rule_id"] == str(mute_rule.id)
+
+        # Verify unmuted findings are now muted
+        unmuted_findings = Finding.objects.filter(
+            tenant_id=tenant_id, uid__in=unmuted_uids
+        )
+        for finding in unmuted_findings:
+            assert finding.muted is True
+            assert finding.muted_at == mute_rule.inserted_at
+            assert finding.muted_reason == mute_rule.reason
+
+        # Verify already-muted findings remained unchanged
+        already_muted_findings = Finding.objects.filter(
+            tenant_id=tenant_id, uid__in=muted_uids
+        )
+        for finding in already_muted_findings:
+            assert finding.muted is True
+            assert finding.muted_reason == "Already muted"
+
+    def test_mute_historical_findings_nonexistent_rule(self, tenants_fixture):
+        """
+        Test that a nonexistent mute rule raises ObjectDoesNotExist.
+        """
+        tenant_id = str(tenants_fixture[0].id)
+        nonexistent_rule_id = str(uuid4())
+
+        with pytest.raises(ObjectDoesNotExist):
+            mute_historical_findings(tenant_id, nonexistent_rule_id)
+
+    def test_mute_historical_findings_no_matching_findings(
+        self, tenants_fixture, test_user
+    ):
+        """
+        Test muting when no findings match the rule's UIDs.
+        """
+        tenant_id = str(tenants_fixture[0].id)
+
+        # Create a mute rule with non-existent finding UIDs
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test No Match Rule",
+            reason="Testing no matching findings",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=[
+                "nonexistent_uid_1",
+                "nonexistent_uid_2",
+                "nonexistent_uid_3",
+            ],
+        )
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify no findings were muted
+        assert result["findings_muted"] == 0
+        assert result["rule_id"] == str(mute_rule.id)
+
+    def test_mute_historical_findings_batch_processing(self, mute_rule_batch_test):
+        """
+        Test that large numbers of findings are processed in batches correctly.
+        """
+        mute_rule, finding_uids = mute_rule_batch_test
+        tenant_id = str(mute_rule.tenant_id)
+
+        # Verify all findings exist and are unmuted
+        findings = Finding.objects.filter(tenant_id=tenant_id, uid__in=finding_uids)
+        assert findings.count() == 1500
+        for finding in findings:
+            assert finding.muted is False
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify return value
+        assert result["findings_muted"] == 1500
+        assert result["rule_id"] == str(mute_rule.id)
+
+        # Verify all findings were muted
+        findings = Finding.objects.filter(tenant_id=tenant_id, uid__in=finding_uids)
+        for finding in findings:
+            assert finding.muted is True
+            assert finding.muted_at == mute_rule.inserted_at
+            assert finding.muted_reason == mute_rule.reason
+
+    def test_mute_historical_findings_preserves_muted_at_timestamp(
+        self, mute_rule_with_findings, findings_fixture
+    ):
+        """
+        Test that muted_at is set to the rule's inserted_at, not the current time.
+        """
+        mute_rule = mute_rule_with_findings
+        tenant_id = str(mute_rule.tenant_id)
+        finding = findings_fixture[0]
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify the finding was muted
+        assert result["findings_muted"] == 1
+
+        # Verify muted_at matches the rule's inserted_at timestamp
+        finding.refresh_from_db()
+        assert finding.muted_at == mute_rule.inserted_at
+        assert finding.muted_at is not None
+
+    def test_mute_historical_findings_partial_match(self, scans_fixture, test_user):
+        """
+        Test muting when only some of the rule's UIDs exist as findings.
+        """
+        scan = scans_fixture[0]
+        tenant_id = str(scan.tenant_id)
+
+        # Create 3 findings
+        existing_uids = []
+        for i in range(3):
+            finding = Finding.objects.create(
+                tenant_id=tenant_id,
+                uid=f"partial_match_finding_{i}",
+                scan=scan,
+                status=Status.FAIL,
+                status_extended=f"Partial match status {i}",
+                impact=Severity.high,
+                severity=Severity.high,
+                raw_result={
+                    "status": Status.FAIL,
+                    "impact": Severity.high,
+                    "severity": Severity.high,
+                },
+                check_id=f"partial_match_check_{i}",
+                check_metadata={
+                    "CheckId": f"partial_match_check_{i}",
+                    "Description": f"Partial match description {i}",
+                },
+                muted=False,
+            )
+            existing_uids.append(finding.uid)
+
+        # Create a mute rule with both existing and non-existing UIDs
+        all_uids = existing_uids + [
+            "nonexistent_uid_1",
+            "nonexistent_uid_2",
+        ]
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test Partial Match Rule",
+            reason="Testing partial matching",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=all_uids,
+        )
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify only existing findings were muted
+        assert result["findings_muted"] == 3
+        assert result["rule_id"] == str(mute_rule.id)
+
+        # Verify the existing findings were muted
+        findings = Finding.objects.filter(tenant_id=tenant_id, uid__in=existing_uids)
+        assert findings.count() == 3
+        for finding in findings:
+            assert finding.muted is True
+            assert finding.muted_at == mute_rule.inserted_at
+            assert finding.muted_reason == mute_rule.reason
+
+    def test_mute_historical_findings_empty_uids(self, tenants_fixture, test_user):
+        """
+        Test muting when the rule has an empty finding_uids array.
+        """
+        tenant_id = str(tenants_fixture[0].id)
+
+        # Create a mute rule with empty finding_uids
+        mute_rule = MuteRule.objects.create(
+            tenant_id=tenant_id,
+            name="Test Empty UIDs Rule",
+            reason="Testing empty UIDs",
+            enabled=True,
+            created_by=test_user,
+            finding_uids=[],
+        )
+
+        # Execute the muting function
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify no findings were muted
+        assert result["findings_muted"] == 0
+        assert result["rule_id"] == str(mute_rule.id)
+
+    def test_mute_historical_findings_return_format(self, mute_rule_with_findings):
+        """
+        Test that the return value has the correct format and fields.
+        """
+        mute_rule = mute_rule_with_findings
+        tenant_id = str(mute_rule.tenant_id)
+
+        result = mute_historical_findings(tenant_id, str(mute_rule.id))
+
+        # Verify return value structure
+        assert isinstance(result, dict)
+        assert "findings_muted" in result
+        assert "rule_id" in result
+        assert isinstance(result["findings_muted"], int)
+        assert isinstance(result["rule_id"], str)
+        assert result["rule_id"] == str(mute_rule.id)
@@ -1,19 +1,25 @@
 import uuid
+from datetime import timedelta
+from decimal import Decimal
 from pathlib import Path
 from unittest.mock import MagicMock, patch

 import matplotlib
 import pytest
+from django.utils import timezone
+from freezegun import freeze_time
 from tasks.jobs.report import (
-    _aggregate_requirement_statistics_from_database,
-    _calculate_requirements_data_from_statistics,
    _load_findings_for_requirement_checks,
    generate_threatscore_report,
    generate_threatscore_report_job,
 )
+from tasks.jobs.threatscore_utils import (
+    _aggregate_requirement_statistics_from_database,
+    _calculate_requirements_data_from_statistics,
+)
 from tasks.tasks import generate_threatscore_report_task

-from api.models import Finding, StatusChoices
+from api.models import Finding, Scan, StateChoices, StatusChoices, ThreatScoreSnapshot
 from prowler.lib.check.models import Severity

 matplotlib.use("Agg")  # Use non-interactive backend for tests
@@ -39,6 +45,7 @@ class TestGenerateThreatscoreReport:
            assert result == {"upload": False}
            mock_filter.assert_called_once_with(scan_id=self.scan_id)

+    @patch("tasks.jobs.report.ThreatScoreSnapshot.objects.create")
    @patch("tasks.jobs.report.rmtree")
    @patch("tasks.jobs.report._upload_to_s3")
    @patch("tasks.jobs.report.generate_threatscore_report")
@@ -53,6 +60,7 @@ class TestGenerateThreatscoreReport:
        mock_generate_report,
        mock_upload,
        mock_rmtree,
+        mock_snapshot_create,
    ):
        mock_scan_summary_filter.return_value.exists.return_value = True

@@ -95,8 +103,10 @@ class TestGenerateThreatscoreReport:
            Path("/tmp/threatscore_path_threatscore_report.pdf").parent,
            ignore_errors=True,
        )
+        mock_snapshot_create.assert_called_once()

-    def test_generate_threatscore_report_fails_upload(self):
+    @patch("tasks.jobs.report.ThreatScoreSnapshot.objects.create")
+    def test_generate_threatscore_report_fails_upload(self, mock_snapshot_create):
        with (
            patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter,
            patch("tasks.jobs.report.Provider.objects.get") as mock_provider_get,
@@ -125,8 +135,12 @@ class TestGenerateThreatscoreReport:
            )

            assert result == {"upload": False}
+            mock_snapshot_create.assert_called_once()

-    def test_generate_threatscore_report_logs_rmtree_exception(self, caplog):
+    @patch("tasks.jobs.report.ThreatScoreSnapshot.objects.create")
+    def test_generate_threatscore_report_logs_rmtree_exception(
+        self, mock_snapshot_create, caplog
+    ):
        with (
            patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter,
            patch("tasks.jobs.report.Provider.objects.get") as mock_provider_get,
@@ -160,8 +174,10 @@ class TestGenerateThreatscoreReport:
                    provider_id=self.provider_id,
                )
                assert "Error deleting output files" in caplog.text
+                mock_snapshot_create.assert_called_once()

-    def test_generate_threatscore_report_azure_provider(self):
+    @patch("tasks.jobs.report.ThreatScoreSnapshot.objects.create")
+    def test_generate_threatscore_report_azure_provider(self, mock_snapshot_create):
        with (
            patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter,
            patch("tasks.jobs.report.Provider.objects.get") as mock_provider_get,
@@ -200,6 +216,135 @@ class TestGenerateThreatscoreReport:
                only_failed=True,
                min_risk_level=4,
            )
+            mock_snapshot_create.assert_called_once()
+
+    @patch("tasks.jobs.report.rmtree")
+    @patch(
+        "tasks.jobs.report._upload_to_s3",
+        return_value="s3://bucket/threatscore/threatscore_report.pdf",
+    )
+    @patch("tasks.jobs.report.generate_threatscore_report")
+    @patch("tasks.jobs.report._generate_output_directory")
+    @patch("tasks.jobs.report.ScanSummary.objects.filter")
+    @patch("tasks.jobs.report.compute_threatscore_metrics")
+    @pytest.mark.django_db
+    @freeze_time("2025-01-10T12:00:00Z")
+    def test_generate_threatscore_report_persists_snapshot_and_delta(
+        self,
+        mock_compute_metrics,
+        mock_scan_summary_filter,
+        mock_generate_output_directory,
+        mock_generate_report,
+        mock_upload,
+        mock_rmtree,
+        tenants_fixture,
+        providers_fixture,
+    ):
+        tenant = tenants_fixture[0]
+        provider = providers_fixture[0]
+
+        scan_previous = Scan.objects.create(
+            tenant=tenant,
+            provider=provider,
+            name="previous-threatscore-scan",
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=StateChoices.COMPLETED,
+            started_at=timezone.now() - timedelta(hours=4),
+            completed_at=timezone.now() - timedelta(hours=3),
+        )
+        ThreatScoreSnapshot.objects.create(
+            tenant=tenant,
+            scan=scan_previous,
+            provider=provider,
+            compliance_id="prowler_threatscore_aws",
+            overall_score=Decimal("70.00"),
+            score_delta=None,
+            section_scores={"1. IAM": "65.00"},
+            critical_requirements=[],
+            total_requirements=50,
+            passed_requirements=35,
+            failed_requirements=15,
+            manual_requirements=0,
+            total_findings=40,
+            passed_findings=25,
+            failed_findings=15,
+        )
+
+        scan_current = Scan.objects.create(
+            tenant=tenant,
+            provider=provider,
+            name="current-threatscore-scan",
+            trigger=Scan.TriggerChoices.MANUAL,
+            state=StateChoices.COMPLETED,
+            started_at=timezone.now() - timedelta(hours=2),
+            completed_at=timezone.now() - timedelta(hours=1),
+        )
+
+        mock_scan_summary_filter.return_value.exists.return_value = True
+        mock_generate_output_directory.return_value = (
+            "/tmp/output",
+            "/tmp/compressed",
+            "/tmp/threatscore_path",
+        )
+
+        metrics = {
+            "overall_score": 85.5,
+            "score_delta": 10.0,
+            "section_scores": {"1. IAM": 82.3, "2. Attack Surface": 60.0},
+            "critical_requirements": [
+                {
+                    "requirement_id": "req_new",
+                    "title": "New high-risk requirement",
+                    "section": "1. IAM",
+                    "subsection": "Root Account",
+                    "risk_level": 5,
+                    "weight": 150,
+                    "passed_findings": 7,
+                    "total_findings": 10,
+                    "description": "Critical requirement description",
+                }
+            ],
+            "total_requirements": 140,
+            "passed_requirements": 100,
+            "failed_requirements": 40,
+            "manual_requirements": 0,
+            "total_findings": 200,
+            "passed_findings": 150,
+            "failed_findings": 50,
+        }
+        mock_compute_metrics.return_value = metrics
+
+        result = generate_threatscore_report_job(
+            tenant_id=str(tenant.id),
+            scan_id=str(scan_current.id),
+            provider_id=str(provider.id),
+        )
+
+        assert result == {"upload": True}
+        mock_compute_metrics.assert_called_once_with(
+            tenant_id=str(tenant.id),
+            scan_id=str(scan_current.id),
+            provider_id=str(provider.id),
+            compliance_id="prowler_threatscore_aws",
+            min_risk_level=4,
+        )
+        mock_generate_report.assert_called_once()
+        mock_upload.assert_called_once()
+        mock_rmtree.assert_called_once()
+
+        snapshots = ThreatScoreSnapshot.objects.filter(
+            tenant=tenant, provider=provider
+        ).order_by("inserted_at")
+        assert snapshots.count() == 2
+
+        new_snapshot = ThreatScoreSnapshot.objects.get(scan=scan_current)
+        assert new_snapshot.compliance_id == "prowler_threatscore_aws"
+        assert Decimal(new_snapshot.overall_score) == Decimal("85.50")
+        assert Decimal(new_snapshot.score_delta) == Decimal("15.50")
+        assert new_snapshot.section_scores == metrics["section_scores"]
+        assert new_snapshot.critical_requirements == metrics["critical_requirements"]
+        assert new_snapshot.total_requirements == metrics["total_requirements"]
+        assert new_snapshot.total_findings == metrics["total_findings"]


@pytest.mark.django_db
@@ -1,16 +1,24 @@
 import uuid
 from unittest.mock import MagicMock, patch

+import openai
 import pytest
+from botocore.exceptions import ClientError
 from tasks.tasks import (
    _perform_scan_complete_tasks,
    check_integrations_task,
+    check_lighthouse_provider_connection_task,
    generate_outputs_task,
+    refresh_lighthouse_provider_models_task,
    s3_integration_task,
    security_hub_integration_task,
 )

-from api.models import Integration
+from api.models import (
+    Integration,
+    LighthouseProviderConfiguration,
+    LighthouseProviderModels,
+)


 # TODO Move this to outputs/reports jobs
@@ -1097,3 +1105,363 @@ class TestCheckIntegrationsTask:

        assert result is False
        mock_upload.assert_called_once_with(self.tenant_id, self.provider_id, scan_id)
+
+
+@pytest.mark.django_db
+class TestCheckLighthouseProviderConnectionTask:
+    def setup_method(self):
+        self.tenant_id = str(uuid.uuid4())
+
+    @pytest.mark.parametrize(
+        "provider_type,credentials,base_url,expected_result",
+        [
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.OPENAI,
+                {"api_key": "sk-test123"},
+                None,
+                {"connected": True, "error": None},
+            ),
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE,
+                {"api_key": "sk-test123"},
+                "https://openrouter.ai/api/v1",
+                {"connected": True, "error": None},
+            ),
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK,
+                {
+                    "access_key_id": "AKIA123",
+                    "secret_access_key": "secret",
+                    "region": "us-east-1",
+                },
+                None,
+                {"connected": True, "error": None},
+            ),
+        ],
+    )
+    def test_check_connection_success_all_providers(
+        self, tenants_fixture, provider_type, credentials, base_url, expected_result
+    ):
+        """Test successful connection check for all provider types."""
+        # Create provider configuration
+        provider_cfg = LighthouseProviderConfiguration(
+            tenant_id=tenants_fixture[0].id,
+            provider_type=provider_type,
+            base_url=base_url,
+            is_active=False,
+        )
+        provider_cfg.credentials_decoded = credentials
+        provider_cfg.save()
+
+        # Mock the appropriate API calls
+        with (
+            patch("tasks.jobs.lighthouse_providers.openai.OpenAI") as mock_openai,
+            patch("tasks.jobs.lighthouse_providers.boto3.client") as mock_boto3,
+        ):
+            mock_client = MagicMock()
+            mock_client.models.list.return_value = MagicMock()
+            mock_client.list_foundation_models.return_value = {}
+            mock_openai.return_value = mock_client
+            mock_boto3.return_value = mock_client
+
+            # Execute
+            result = check_lighthouse_provider_connection_task(
+                provider_config_id=str(provider_cfg.id),
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+            # Assert
+            assert result == expected_result
+            provider_cfg.refresh_from_db()
+            assert provider_cfg.is_active is True
+
+    @pytest.mark.parametrize(
+        "provider_type,credentials,base_url,exception_to_raise",
+        [
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.OPENAI,
+                {"api_key": "sk-invalid"},
+                None,
+                openai.AuthenticationError(
+                    "Invalid API key", response=MagicMock(), body=None
+                ),
+            ),
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE,
+                {"api_key": "sk-invalid"},
+                "https://openrouter.ai/api/v1",
+                openai.APIConnectionError(request=MagicMock()),
+            ),
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK,
+                {
+                    "access_key_id": "AKIA123",
+                    "secret_access_key": "secret",
+                    "region": "us-east-1",
+                },
+                None,
+                ClientError(
+                    {"Error": {"Code": "AccessDenied", "Message": "Access Denied"}},
+                    "list_foundation_models",
+                ),
+            ),
+        ],
+    )
+    def test_check_connection_api_failure(
+        self,
+        tenants_fixture,
+        provider_type,
+        credentials,
+        base_url,
+        exception_to_raise,
+    ):
+        """Test connection check when API calls fail."""
+        # Create provider configuration
+        provider_cfg = LighthouseProviderConfiguration(
+            tenant_id=tenants_fixture[0].id,
+            provider_type=provider_type,
+            base_url=base_url,
+            is_active=True,
+        )
+        provider_cfg.credentials_decoded = credentials
+        provider_cfg.save()
+
+        # Mock the API to raise exception
+        with (
+            patch("tasks.jobs.lighthouse_providers.openai.OpenAI") as mock_openai,
+            patch("tasks.jobs.lighthouse_providers.boto3.client") as mock_boto3,
+        ):
+            mock_client = MagicMock()
+            if (
+                provider_type
+                == LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK
+            ):
+                mock_client.list_foundation_models.side_effect = exception_to_raise
+                mock_boto3.return_value = mock_client
+            else:
+                mock_client.models.list.side_effect = exception_to_raise
+                mock_openai.return_value = mock_client
+
+            # Execute
+            result = check_lighthouse_provider_connection_task(
+                provider_config_id=str(provider_cfg.id),
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+            # Assert
+            assert result["connected"] is False
+            assert result["error"] is not None
+            provider_cfg.refresh_from_db()
+            assert provider_cfg.is_active is False
+
+    def test_check_connection_updates_active_status(self, tenants_fixture):
+        """Test that connection check toggles is_active from True to False on failure."""
+        # Create provider with is_active=True
+        provider_cfg = LighthouseProviderConfiguration(
+            tenant_id=tenants_fixture[0].id,
+            provider_type=LighthouseProviderConfiguration.LLMProviderChoices.OPENAI,
+            base_url=None,
+            is_active=True,
+        )
+        provider_cfg.credentials_decoded = {"api_key": "sk-test123"}
+        provider_cfg.save()
+
+        # Mock API to fail
+        with patch("tasks.jobs.lighthouse_providers.openai.OpenAI") as mock_openai:
+            mock_client = MagicMock()
+            mock_client.models.list.side_effect = openai.AuthenticationError(
+                "Invalid", response=MagicMock(), body=None
+            )
+            mock_openai.return_value = mock_client
+
+            # Execute
+            result = check_lighthouse_provider_connection_task(
+                provider_config_id=str(provider_cfg.id),
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+            # Assert status changed
+            assert result["connected"] is False
+            provider_cfg.refresh_from_db()
+            assert provider_cfg.is_active is False
+
+    def test_check_connection_provider_does_not_exist(self, tenants_fixture):
+        """Test that checking non-existent provider raises DoesNotExist."""
+        non_existent_id = str(uuid.uuid4())
+
+        with pytest.raises(LighthouseProviderConfiguration.DoesNotExist):
+            check_lighthouse_provider_connection_task(
+                provider_config_id=non_existent_id,
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+
+@pytest.mark.django_db
+class TestRefreshLighthouseProviderModelsTask:
+    def setup_method(self):
+        self.tenant_id = str(uuid.uuid4())
+
+    @pytest.mark.parametrize(
+        "provider_type,credentials,base_url,mock_models,expected_count",
+        [
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.OPENAI,
+                {"api_key": "sk-test123"},
+                None,
+                {"gpt-5": "gpt-5", "gpt-4o": "gpt-4o"},
+                2,
+            ),
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.OPENAI_COMPATIBLE,
+                {"api_key": "sk-test123"},
+                "https://openrouter.ai/api/v1",
+                {"model-1": "Model One", "model-2": "Model Two"},
+                2,
+            ),
+            (
+                LighthouseProviderConfiguration.LLMProviderChoices.BEDROCK,
+                {
+                    "access_key_id": "AKIA123",
+                    "secret_access_key": "secret",
+                    "region": "us-east-1",
+                },
+                None,
+                {"openai.gpt-oss-120b-1:0": "gpt-oss-120b"},
+                1,
+            ),
+        ],
+    )
+    def test_refresh_models_create_new(
+        self,
+        tenants_fixture,
+        provider_type,
+        credentials,
+        base_url,
+        mock_models,
+        expected_count,
+    ):
+        """Test creating new models for all provider types."""
+        # Create provider configuration
+        provider_cfg = LighthouseProviderConfiguration(
+            tenant_id=tenants_fixture[0].id,
+            provider_type=provider_type,
+            base_url=base_url,
+            is_active=True,
+        )
+        provider_cfg.credentials_decoded = credentials
+        provider_cfg.save()
+
+        # Mock the fetch functions
+        with (
+            patch(
+                "tasks.jobs.lighthouse_providers._fetch_openai_models",
+                return_value=mock_models,
+            ),
+            patch(
+                "tasks.jobs.lighthouse_providers._fetch_openai_compatible_models",
+                return_value=mock_models,
+            ),
+            patch(
+                "tasks.jobs.lighthouse_providers._fetch_bedrock_models",
+                return_value=mock_models,
+            ),
+        ):
+            # Execute
+            result = refresh_lighthouse_provider_models_task(
+                provider_config_id=str(provider_cfg.id),
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+            # Assert
+            assert result["created"] == expected_count
+            assert result["updated"] == 0
+            assert result["deleted"] == 0
+            assert (
+                LighthouseProviderModels.objects.filter(
+                    provider_configuration=provider_cfg
+                ).count()
+                == expected_count
+            )
+
+    def test_refresh_models_mixed_operations(self, tenants_fixture):
+        """Test mixed create, update, and delete operations."""
+        # Create provider configuration
+        provider_cfg = LighthouseProviderConfiguration(
+            tenant_id=tenants_fixture[0].id,
+            provider_type=LighthouseProviderConfiguration.LLMProviderChoices.OPENAI,
+            base_url=None,
+            is_active=True,
+        )
+        provider_cfg.credentials_decoded = {"api_key": "sk-test123"}
+        provider_cfg.save()
+
+        # Create 2 existing models (A, B)
+        LighthouseProviderModels.objects.create(
+            tenant_id=tenants_fixture[0].id,
+            provider_configuration=provider_cfg,
+            model_id="model-a",
+            model_name="Model A",
+        )
+        LighthouseProviderModels.objects.create(
+            tenant_id=tenants_fixture[0].id,
+            provider_configuration=provider_cfg,
+            model_id="model-b",
+            model_name="Model B",
+        )
+
+        # Mock API to return models B (existing), C (new) - A will be deleted
+        mock_models = {"model-b": "Model B", "model-c": "Model C"}
+        with patch(
+            "tasks.jobs.lighthouse_providers._fetch_openai_models",
+            return_value=mock_models,
+        ):
+            # Execute
+            result = refresh_lighthouse_provider_models_task(
+                provider_config_id=str(provider_cfg.id),
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+            # Assert
+            assert result["created"] == 1  # model-c created
+            assert result["updated"] == 1  # model-b updated
+            assert result["deleted"] == 1  # model-a deleted
+
+            # Verify only B and C exist
+            remaining_models = LighthouseProviderModels.objects.filter(
+                provider_configuration=provider_cfg
+            )
+            assert remaining_models.count() == 2
+            assert set(remaining_models.values_list("model_id", flat=True)) == {
+                "model-b",
+                "model-c",
+            }
+
+    def test_refresh_models_api_exception(self, tenants_fixture):
+        """Test refresh when API raises an exception."""
+        # Create provider configuration
+        provider_cfg = LighthouseProviderConfiguration(
+            tenant_id=tenants_fixture[0].id,
+            provider_type=LighthouseProviderConfiguration.LLMProviderChoices.OPENAI,
+            base_url=None,
+            is_active=True,
+        )
+        provider_cfg.credentials_decoded = {"api_key": "sk-test123"}
+        provider_cfg.save()
+
+        # Mock fetch to raise exception
+        with patch(
+            "tasks.jobs.lighthouse_providers._fetch_openai_models",
+            side_effect=openai.APIError("API Error", request=MagicMock(), body=None),
+        ):
+            # Execute
+            result = refresh_lighthouse_provider_models_task(
+                provider_config_id=str(provider_cfg.id),
+                tenant_id=str(tenants_fixture[0].id),
+            )
+
+            # Assert
+            assert result["created"] == 0
+            assert result["updated"] == 0
+            assert result["deleted"] == 0
+            assert "error" in result
+            assert result["error"] is not None
@@ -35,7 +35,8 @@ dashboard = dash.Dash(

 # Logo
 prowler_logo = html.Img(
-    src="https://prowler.com/wp-content/uploads/logo-dashboard.png", alt="Prowler Logo"
+    src="https://cdn.prod.website-files.com/68c4ec3f9fb7b154fbcb6e36/68ffb46d40ed7faa37a592a5_prowler-logo.png",
+    alt="Prowler Logo",
 )

 menu_icons = {
@@ -0,0 +1,43 @@
+import warnings
+
+from dashboard.common_methods import get_section_containers_3_levels
+
+warnings.filterwarnings("ignore")
+
+
+def get_table(data):
+    data["REQUIREMENTS_DESCRIPTION"] = (
+        data["REQUIREMENTS_ID"] + " - " + data["REQUIREMENTS_DESCRIPTION"]
+    )
+
+    data["REQUIREMENTS_DESCRIPTION"] = data["REQUIREMENTS_DESCRIPTION"].apply(
+        lambda x: x[:150] + "..." if len(str(x)) > 150 else x
+    )
+
+    data["REQUIREMENTS_ATTRIBUTES_SECTION"] = data[
+        "REQUIREMENTS_ATTRIBUTES_SECTION"
+    ].apply(lambda x: x[:80] + "..." if len(str(x)) > 80 else x)
+
+    data["REQUIREMENTS_ATTRIBUTES_SUBSECTION"] = data[
+        "REQUIREMENTS_ATTRIBUTES_SUBSECTION"
+    ].apply(lambda x: x[:150] + "..." if len(str(x)) > 150 else x)
+
+    aux = data[
+        [
+            "REQUIREMENTS_DESCRIPTION",
+            "REQUIREMENTS_ATTRIBUTES_SECTION",
+            "REQUIREMENTS_ATTRIBUTES_SUBSECTION",
+            "CHECKID",
+            "STATUS",
+            "REGION",
+            "ACCOUNTID",
+            "RESOURCEID",
+        ]
+    ]
+
+    return get_section_containers_3_levels(
+        aux,
+        "REQUIREMENTS_ATTRIBUTES_SECTION",
+        "REQUIREMENTS_ATTRIBUTES_SUBSECTION",
+        "REQUIREMENTS_DESCRIPTION",
+    )