feat: add changelog

fix(m365): attribute errors in defender, exchange and admincenter
2026-11-02 17:34:35 +00:00 · 2025-10-08 16:59:32 +02:00 · 2025-10-08 16:54:52 +02:00
1623 changed files with 8200 additions and 94627 deletions
@@ -29,12 +29,6 @@ POSTGRES_ADMIN_PASSWORD=postgres
 POSTGRES_USER=prowler
 POSTGRES_PASSWORD=postgres
 POSTGRES_DB=prowler_db
-# Read replica settings (optional)
-# POSTGRES_REPLICA_HOST=postgres-db
-# POSTGRES_REPLICA_PORT=5432
-# POSTGRES_REPLICA_USER=prowler
-# POSTGRES_REPLICA_PASSWORD=postgres
-# POSTGRES_REPLICA_DB=prowler_db

 # Celery-Prowler task settings
 TASK_RETRY_DELAY_SECONDS=0.1
@@ -1,28 +1,6 @@
-# SDK
 /* @prowler-cloud/sdk
-/prowler/ @prowler-cloud/sdk @prowler-cloud/detection-and-remediation
-/tests/ @prowler-cloud/sdk @prowler-cloud/detection-and-remediation
-/dashboard/ @prowler-cloud/sdk
-/docs/ @prowler-cloud/sdk
-/examples/ @prowler-cloud/sdk
-/util/ @prowler-cloud/sdk
-/contrib/ @prowler-cloud/sdk
-/permissions/ @prowler-cloud/sdk
-/codecov.yml @prowler-cloud/sdk @prowler-cloud/api
-
-# API
-/api/ @prowler-cloud/api
-
-# UI
-/ui/ @prowler-cloud/ui
-
-# AI
-/mcp_server/ @prowler-cloud/ai
-
-# Platform
-/.github/ @prowler-cloud/platform
-/Makefile @prowler-cloud/platform
-/kubernetes/ @prowler-cloud/platform
-**/Dockerfile* @prowler-cloud/platform
-**/docker-compose*.yml @prowler-cloud/platform
-**/docker-compose*.yaml @prowler-cloud/platform
+/.github/ @prowler-cloud/sdk
+prowler @prowler-cloud/sdk @prowler-cloud/detection-and-remediation
+tests @prowler-cloud/sdk @prowler-cloud/detection-and-remediation
+api @prowler-cloud/api
+ui @prowler-cloud/ui
@@ -3,41 +3,6 @@ description: Create a report to help us improve
 labels: ["bug", "status/needs-triage"]

 body:
-  - type: checkboxes
-    id: search
-    attributes:
-      label: Issue search
-      options:
-        - label: I have searched the existing issues and this bug has not been reported yet
-          required: true
-  - type: dropdown
-    id: component
-    attributes:
-      label: Which component is affected?
-      multiple: true
-      options:
-        - Prowler CLI/SDK
-        - Prowler API
-        - Prowler UI
-        - Prowler Dashboard
-        - Prowler MCP Server
-        - Documentation
-        - Other
-    validations:
-      required: true
-  - type: dropdown
-    id: provider
-    attributes:
-      label: Cloud Provider (if applicable)
-      multiple: true
-      options:
-        - AWS
-        - Azure
-        - GCP
-        - Kubernetes
-        - GitHub
-        - Microsoft 365
-        - Not applicable
  - type: textarea
    id: reproduce
    attributes:
@@ -113,15 +78,6 @@ body:
        prowler --version
    validations:
      required: true
-  - type: input
-    id: python-version
-    attributes:
-      label: Python version
-      description: Which Python version are you using?
-      placeholder: |-
-        python --version
-    validations:
-      required: true
  - type: input
    id: pip-version
    attributes:
@@ -1,11 +1 @@
 blank_issues_enabled: false
-contact_links:
-  - name: 📖 Documentation
-    url: https://docs.prowler.com
-    about: Check our comprehensive documentation for guides and tutorials
-  - name: 💬 GitHub Discussions
-    url: https://github.com/prowler-cloud/prowler/discussions
-    about: Ask questions and discuss with the community
-  - name: 🌟 Prowler Community
-    url: https://goto.prowler.com/slack
-    about: Join our community for support and updates
@@ -3,42 +3,6 @@ description: Suggest an idea for this project
 labels: ["feature-request", "status/needs-triage"]

 body:
-  - type: checkboxes
-    id: search
-    attributes:
-      label: Feature search
-      options:
-        - label: I have searched the existing issues and this feature has not been requested yet or is already in our [Public Roadmap](https://roadmap.prowler.com/roadmap)
-          required: true
-  - type: dropdown
-    id: component
-    attributes:
-      label: Which component would this feature affect?
-      multiple: true
-      options:
-        - Prowler CLI/SDK
-        - Prowler API
-        - Prowler UI
-        - Prowler Dashboard
-        - Prowler MCP Server
-        - Documentation
-        - New component/Integration
-    validations:
-      required: true
-  - type: dropdown
-    id: provider
-    attributes:
-      label: Related to specific cloud provider?
-      multiple: true
-      options:
-        - AWS
-        - Azure
-        - GCP
-        - Kubernetes
-        - GitHub
-        - Microsoft 365
-        - All providers
-        - Not provider-specific
  - type: textarea
    id: Problem
    attributes:
@@ -55,14 +19,6 @@ body:
      description: A clear and concise description of what you want to happen.
    validations:
      required: true
-  - type: textarea
-    id: use-case
-    attributes:
-      label: Use case and benefits
-      description: Who would benefit from this feature and how?
-      placeholder: This would help security teams by...
-    validations:
-      required: true
  - type: textarea
    id: Alternatives
    attributes:
@@ -1,71 +0,0 @@
-name: 'Setup Python with Poetry'
-description: 'Setup Python environment with Poetry and install dependencies'
-author: 'Prowler'
-
-inputs:
-  python-version:
-    description: 'Python version to use'
-    required: true
-  working-directory:
-    description: 'Working directory for Poetry'
-    required: false
-    default: '.'
-  poetry-version:
-    description: 'Poetry version to install'
-    required: false
-    default: '2.1.1'
-  install-dependencies:
-    description: 'Install Python dependencies with Poetry'
-    required: false
-    default: 'true'
-
-runs:
-  using: 'composite'
-  steps:
-    - name: Replace @master with current branch in pyproject.toml
-      if: github.event_name == 'pull_request' && github.base_ref == 'master'
-      shell: bash
-      working-directory: ${{ inputs.working-directory }}
-      run: |
-        BRANCH_NAME="${GITHUB_HEAD_REF:-${GITHUB_REF_NAME}}"
-        echo "Using branch: $BRANCH_NAME"
-        sed -i "s|@master|@$BRANCH_NAME|g" pyproject.toml
-
-    - name: Install poetry
-      shell: bash
-      run: |
-        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'
-      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
-      shell: bash
-      working-directory: ${{ inputs.working-directory }}
-      run: poetry lock
-
-    - name: Set up Python ${{ inputs.python-version }}
-      uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
-      with:
-        python-version: ${{ inputs.python-version }}
-        cache: 'poetry'
-        cache-dependency-path: ${{ inputs.working-directory }}/poetry.lock
-
-    - name: Install Python dependencies
-      if: inputs.install-dependencies == 'true'
-      shell: bash
-      working-directory: ${{ inputs.working-directory }}
-      run: |
-        poetry install --no-root
-        poetry run pip list
@@ -1,152 +0,0 @@
-name: 'Container Security Scan with Trivy'
-description: 'Scans container images for vulnerabilities using Trivy and reports results'
-author: 'Prowler'
-
-inputs:
-  image-name:
-    description: 'Container image name to scan'
-    required: true
-  image-tag:
-    description: 'Container image tag to scan'
-    required: true
-    default: ${{ github.sha }}
-  severity:
-    description: 'Severities to scan for (comma-separated)'
-    required: false
-    default: 'CRITICAL,HIGH,MEDIUM,LOW'
-  fail-on-critical:
-    description: 'Fail the build if critical vulnerabilities are found'
-    required: false
-    default: 'false'
-  upload-sarif:
-    description: 'Upload results to GitHub Security tab'
-    required: false
-    default: 'true'
-  create-pr-comment:
-    description: 'Create a comment on the PR with scan results'
-    required: false
-    default: 'true'
-  artifact-retention-days:
-    description: 'Days to retain the Trivy report artifact'
-    required: false
-    default: '2'
-
-outputs:
-  critical-count:
-    description: 'Number of critical vulnerabilities found'
-    value: ${{ steps.security-check.outputs.critical }}
-  high-count:
-    description: 'Number of high vulnerabilities found'
-    value: ${{ steps.security-check.outputs.high }}
-  total-count:
-    description: 'Total number of vulnerabilities found'
-    value: ${{ steps.security-check.outputs.total }}
-
-runs:
-  using: 'composite'
-  steps:
-    - name: Run Trivy vulnerability scan (SARIF)
-      if: inputs.upload-sarif == 'true'
-      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'
-
-    - 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'
-
-    - name: Run Trivy vulnerability scan (JSON)
-      uses: aquasecurity/trivy-action@b6643a29fecd7f34b3597bc6acb0a98b03d33ff8 # v0.33.1
-      with:
-        image-ref: ${{ inputs.image-name }}:${{ inputs.image-tag }}
-        format: 'json'
-        output: 'trivy-report.json'
-        severity: ${{ inputs.severity }}
-        exit-code: '0'
-
-    - name: Upload Trivy report artifact
-      uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
-      if: always()
-      with:
-        name: trivy-scan-report-${{ inputs.image-name }}
-        path: trivy-report.json
-        retention-days: ${{ inputs.artifact-retention-days }}
-
-    - name: Generate security summary
-      id: security-check
-      shell: bash
-      run: |
-        CRITICAL=$(jq '[.Results[]?.Vulnerabilities[]? | select(.Severity=="CRITICAL")] | length' trivy-report.json)
-        HIGH=$(jq '[.Results[]?.Vulnerabilities[]? | select(.Severity=="HIGH")] | length' trivy-report.json)
-        TOTAL=$(jq '[.Results[]?.Vulnerabilities[]?] | length' trivy-report.json)
-
-        echo "critical=$CRITICAL" >> $GITHUB_OUTPUT
-        echo "high=$HIGH" >> $GITHUB_OUTPUT
-        echo "total=$TOTAL" >> $GITHUB_OUTPUT
-
-        echo "### 🔒 Container Security Scan" >> $GITHUB_STEP_SUMMARY
-        echo "" >> $GITHUB_STEP_SUMMARY
-        echo "**Image:** \`${{ inputs.image-name }}:${{ inputs.image-tag }}\`" >> $GITHUB_STEP_SUMMARY
-        echo "" >> $GITHUB_STEP_SUMMARY
-        echo "- 🔴 Critical: $CRITICAL" >> $GITHUB_STEP_SUMMARY
-        echo "- 🟠 High: $HIGH" >> $GITHUB_STEP_SUMMARY
-        echo "- **Total**: $TOTAL" >> $GITHUB_STEP_SUMMARY
-
-    - name: Comment scan results on PR
-      if: inputs.create-pr-comment == 'true' && github.event_name == 'pull_request'
-      uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
-      env:
-        IMAGE_NAME: ${{ inputs.image-name }}
-        GITHUB_SHA: ${{ inputs.image-tag }}
-        SEVERITY: ${{ inputs.severity }}
-      with:
-        script: |
-          const comment = require('./.github/scripts/trivy-pr-comment.js');
-          
-          // Unique identifier to find our comment
-          const marker = '<!-- trivy-scan-comment:${{ 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({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              comment_id: existingComment.id,
-              body: body
-            });
-            console.log('✅ Updated existing Trivy scan comment');
-          } else {
-            // Create new comment
-            await github.rest.issues.createComment({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: context.issue.number,
-              body: body
-            });
-            console.log('✅ Created new Trivy scan comment');
-          }
-
-    - name: Check for critical vulnerabilities
-      if: inputs.fail-on-critical == 'true' && steps.security-check.outputs.critical != '0'
-      shell: bash
-      run: |
-        echo "::error::Found ${{ steps.security-check.outputs.critical }} critical vulnerabilities"
-        echo "::warning::Please update packages or use a different base image"
-        exit 1
@@ -1,12 +1,3 @@
-name: 'API: CodeQL Config'
+name: "API - CodeQL Config"
 paths:
-  - 'api/'
-
-paths-ignore:
-  - 'api/tests/**'
-  - 'api/**/__pycache__/**'
-  - 'api/**/migrations/**'
-  - 'api/**/*.md'
-
-queries:
-  - uses: security-and-quality
+  - "api/"
@@ -1,18 +1,4 @@
-name: 'SDK: CodeQL Config'
-paths:
-  - 'prowler/'
-
+name: "SDK - CodeQL Config"
 paths-ignore:
-  - 'api/'
-  - 'ui/'
-  - 'dashboard/'
-  - 'mcp_server/'
-  - 'tests/**'
-  - 'util/**'
-  - 'contrib/**'
-  - 'examples/**'
-  - 'prowler/**/__pycache__/**'
-  - 'prowler/**/*.md'
-
-queries:
-  - uses: security-and-quality
+  - "api/"
+  - "ui/"
@@ -1,17 +1,3 @@
-name: 'UI: CodeQL Config'
+name: "UI - CodeQL Config"
 paths:
-  - 'ui/'
-
-paths-ignore:
-  - 'ui/node_modules/**'
-  - 'ui/.next/**'
-  - 'ui/out/**'
-  - 'ui/tests/**'
-  - 'ui/**/*.test.ts'
-  - 'ui/**/*.test.tsx'
-  - 'ui/**/*.spec.ts'
-  - 'ui/**/*.spec.tsx'
-  - 'ui/**/*.md'
-
-queries:
-  - uses: security-and-quality
+  - "ui/"
@@ -42,11 +42,6 @@ provider/mongodbatlas:
      - any-glob-to-any-file: "prowler/providers/mongodbatlas/**"
      - any-glob-to-any-file: "tests/providers/mongodbatlas/**"

-provider/oci:
-  - changed-files:
-      - any-glob-to-any-file: "prowler/providers/oraclecloud/**"
-      - any-glob-to-any-file: "tests/providers/oraclecloud/**"
-
 github_actions:
  - changed-files:
      - any-glob-to-any-file: ".github/workflows/*"
@@ -1,102 +0,0 @@
-const fs = require('fs');
-
-// Configuration from environment variables
-const REPORT_FILE = process.env.TRIVY_REPORT_FILE || 'trivy-report.json';
-const IMAGE_NAME = process.env.IMAGE_NAME || 'container-image';
-const GITHUB_SHA = process.env.GITHUB_SHA || 'unknown';
-const GITHUB_REPOSITORY = process.env.GITHUB_REPOSITORY || '';
-const GITHUB_RUN_ID = process.env.GITHUB_RUN_ID || '';
-const SEVERITY = process.env.SEVERITY || 'CRITICAL,HIGH,MEDIUM,LOW';
-
-// Parse severities to scan
-const scannedSeverities = SEVERITY.split(',').map(s => s.trim());
-
-// Read and parse the Trivy report
-const report = JSON.parse(fs.readFileSync(REPORT_FILE, 'utf-8'));
-
-let vulnCount = 0;
-let vulnsByType = { CRITICAL: 0, HIGH: 0, MEDIUM: 0, LOW: 0 };
-let affectedPackages = new Set();
-
-if (report.Results && Array.isArray(report.Results)) {
-    for (const result of report.Results) {
-        if (result.Vulnerabilities && Array.isArray(result.Vulnerabilities)) {
-            for (const vuln of result.Vulnerabilities) {
-                vulnCount++;
-                if (vulnsByType[vuln.Severity] !== undefined) {
-                    vulnsByType[vuln.Severity]++;
-                }
-                if (vuln.PkgName) {
-                    affectedPackages.add(vuln.PkgName);
-                }
-            }
-        }
-    }
-}
-
-const shortSha = GITHUB_SHA.substring(0, 7);
-const timestamp = new Date().toISOString().replace('T', ' ').substring(0, 19) + ' UTC';
-
-// Severity icons and labels
-const severityConfig = {
-    CRITICAL: { icon: '🔴', label: 'Critical' },
-    HIGH: { icon: '🟠', label: 'High' },
-    MEDIUM: { icon: '🟡', label: 'Medium' },
-    LOW: { icon: '🔵', label: 'Low' }
-};
-
-let comment = '## 🔒 Container Security Scan\n\n';
-comment += `**Image:** \`${IMAGE_NAME}:${shortSha}\`\n`;
-comment += `**Last scan:** ${timestamp}\n\n`;
-
-if (vulnCount === 0) {
-    comment += '### ✅ No Vulnerabilities Detected\n\n';
-    comment += 'The container image passed all security checks. No known CVEs were found.\n';
-} else {
-    comment += '### 📊 Vulnerability Summary\n\n';
-    comment += '| Severity | Count |\n';
-    comment += '|----------|-------|\n';
-
-    // Only show severities that were scanned
-    for (const severity of scannedSeverities) {
-        const config = severityConfig[severity];
-        const count = vulnsByType[severity] || 0;
-        const isBold = (severity === 'CRITICAL' || severity === 'HIGH') && count > 0;
-        const countDisplay = isBold ? `**${count}**` : count;
-        comment += `| ${config.icon} ${config.label} | ${countDisplay} |\n`;
-    }
-
-    comment += `| **Total** | **${vulnCount}** |\n\n`;
-
-    if (affectedPackages.size > 0) {
-        comment += `**${affectedPackages.size}** package(s) affected\n\n`;
-    }
-
-    if (vulnsByType.CRITICAL > 0) {
-        comment += '### ⚠️ Action Required\n\n';
-        comment += '**Critical severity vulnerabilities detected.** These should be addressed before merging:\n';
-        comment += '- Review the detailed scan results\n';
-        comment += '- Update affected packages to patched versions\n';
-        comment += '- Consider using a different base image if updates are unavailable\n\n';
-    } else if (vulnsByType.HIGH > 0) {
-        comment += '### ⚠️ Attention Needed\n\n';
-        comment += '**High severity vulnerabilities found.** Please review and plan remediation:\n';
-        comment += '- Assess the risk and exploitability\n';
-        comment += '- Prioritize updates in the next maintenance cycle\n\n';
-    } else {
-        comment += '### ℹ️ Review Recommended\n\n';
-        comment += 'Medium/Low severity vulnerabilities found. Consider addressing during regular maintenance.\n\n';
-    }
-}
-
-comment += '---\n';
-comment += '📋 **Resources:**\n';
-
-if (GITHUB_REPOSITORY && GITHUB_RUN_ID) {
-    comment += `- [Download full report](https://github.com/${GITHUB_REPOSITORY}/actions/runs/${GITHUB_RUN_ID}) (see artifacts)\n`;
-}
-
-comment += '- [View in Security tab](https://github.com/' + (GITHUB_REPOSITORY || 'repository') + '/security/code-scanning)\n';
-comment += '- Scanned with [Trivy](https://github.com/aquasecurity/trivy)\n';
-
-module.exports = comment;
@@ -1,34 +1,36 @@
-name: 'API: CodeQL'
+# For most projects, this workflow file will not need changing; you simply need
+# to commit it to your repository.
+#
+# You may wish to alter this file to override the set of languages analyzed,
+# or to provide custom queries or build logic.
+#
+# ******** NOTE ********
+# We have attempted to detect the languages in your repository. Please check
+# the `language` matrix defined below to confirm you have the correct set of
+# supported CodeQL languages.
+#
+name: API - CodeQL

 on:
  push:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"
    paths:
-      - 'api/**'
-      - '.github/workflows/api-codeql.yml'
-      - '.github/codeql/api-codeql-config.yml'
+      - "api/**"
  pull_request:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"
    paths:
-      - 'api/**'
-      - '.github/workflows/api-codeql.yml'
-      - '.github/codeql/api-codeql-config.yml'
+      - "api/**"
  schedule:
    - cron: '00 12 * * *'

-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
 jobs:
  analyze:
-    name: CodeQL Security Analysis
+    name: Analyze
    runs-on: ubuntu-latest
-    timeout-minutes: 30
    permissions:
      actions: read
      contents: read
@@ -37,20 +39,21 @@ jobs:
    strategy:
      fail-fast: false
      matrix:
-        language:
-          - 'python'
+        language: [ 'python' ]
+        # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support

    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+    - name: Checkout repository
+      uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

-      - name: Initialize CodeQL
-        uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
-        with:
-          languages: ${{ matrix.language }}
-          config-file: ./.github/codeql/api-codeql-config.yml
+    # Initializes the CodeQL tools for scanning.
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+      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
-        with:
-          category: '/language:${{ matrix.language }}'
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+      with:
+        category: "/language:${{matrix.language}}"
@@ -1,30 +1,20 @@
-name: 'API: Pull Request'
+name: API - Pull Request

 on:
  push:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"
    paths:
-      - '.github/workflows/api-pull-request.yml'
-      - 'api/**'
-      - '!api/docs/**'
-      - '!api/README.md'
-      - '!api/CHANGELOG.md'
+      - ".github/workflows/api-pull-request.yml"
+      - "api/**"
  pull_request:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "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
+      - ".github/workflows/api-pull-request.yml"
+      - "api/**"

 env:
  POSTGRES_HOST: localhost
@@ -39,94 +29,21 @@ env:
  VALKEY_DB: 0
  API_WORKING_DIR: ./api
  IMAGE_NAME: prowler-api
+  IGNORE_FILES: |
+    api/docs/**
+    api/README.md
+    api/CHANGELOG.md

 jobs:
-  code-quality:
-    if: github.repository == 'prowler-cloud/prowler'
+  test:
    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
+        python-version: ["3.12"]

+    # Service containers to run with `test`
    services:
+      # Label used to access the service container
      postgres:
        image: postgres
        env:
@@ -135,6 +52,7 @@ jobs:
          POSTGRES_USER: ${{ env.POSTGRES_USER }}
          POSTGRES_PASSWORD: ${{ env.POSTGRES_PASSWORD }}
          POSTGRES_DB: ${{ env.POSTGRES_DB }}
+        # Set health checks to wait until postgres has started
        ports:
          - 5432:5432
        options: >-
@@ -148,6 +66,7 @@ jobs:
          VALKEY_HOST: ${{ env.VALKEY_HOST }}
          VALKEY_PORT: ${{ env.VALKEY_PORT }}
          VALKEY_DB: ${{ env.VALKEY_DB }}
+        # Set health checks to wait until postgres has started
        ports:
          - 6379:6379
        options: >-
@@ -157,72 +76,158 @@ jobs:
          --health-retries 5

    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

-      - name: Setup Python with Poetry
-        uses: ./.github/actions/setup-python-poetry
+      - 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: |
+            api/**
+            .github/workflows/api-pull-request.yml
+          files_ignore: ${{ env.IGNORE_FILES }}
+
+      - name: Replace @master with current branch in pyproject.toml - Only for pull requests to `master`
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true' && github.event_name == 'pull_request' && github.base_ref == 'master'
+        run: |
+          BRANCH_NAME="${GITHUB_HEAD_REF:-${GITHUB_REF_NAME}}"
+          echo "Using branch: $BRANCH_NAME"
+          sed -i "s|@master|@$BRANCH_NAME|g" pyproject.toml
+
+      - name: Install poetry
+        working-directory: ./api
+        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: Update SDK's poetry.lock resolved_reference to latest commit - Only for push events to `master`
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true' && github.event_name == 'push' && github.ref == 'refs/heads/master'
+        run: |
+          # Get the latest commit hash from the prowler-cloud/prowler repository
+          LATEST_COMMIT=$(curl -s "https://api.github.com/repos/prowler-cloud/prowler/commits/master" | jq -r '.sha')
+          echo "Latest commit hash: $LATEST_COMMIT"
+
+          # Update the resolved_reference specifically for prowler-cloud/prowler repository
+          sed -i '/url = "https:\/\/github\.com\/prowler-cloud\/prowler\.git"/,/resolved_reference = / {
+            s/resolved_reference = "[a-f0-9]\{40\}"/resolved_reference = "'"$LATEST_COMMIT"'"/
+          }' poetry.lock
+
+          # Verify the change was made
+          echo "Updated resolved_reference:"
+          grep -A2 -B2 "resolved_reference" poetry.lock
+
+      - name: Update poetry.lock
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry lock
+
+      - 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 }}
-          working-directory: ./api
+          cache: "poetry"

-      - name: Run tests with pytest
-        run: poetry run pytest --cov=./src/backend --cov-report=xml src/backend
+      - name: Install dependencies
+        working-directory: ./api
+        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
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry check --lock
+
+      - name: Lint with ruff
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry run ruff check . --exclude contrib
+
+      - name: Check Format with ruff
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry run ruff format --check . --exclude contrib
+
+      - name: Lint with pylint
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry run pylint --disable=W,C,R,E -j 0 -rn -sn src/
+
+      - name: Bandit
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry run bandit -q -lll -x '*_test.py,./contrib/' -r .
+
+      - name: Safety
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.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
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry run vulture --exclude "contrib,tests,conftest.py" --min-confidence 100 .
+
+      - name: Hadolint
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          /tmp/hadolint Dockerfile --ignore=DL3013
+
+      - name: Test with pytest
+        working-directory: ./api
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
+        run: |
+          poetry run pytest --cov=./src/backend --cov-report=xml src/backend

      - 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: api
-
-  dockerfile-lint:
-    if: github.repository == 'prowler-cloud/prowler'
+  test-container-build:
    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-
    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

-      - name: Lint Dockerfile with Hadolint
-        uses: hadolint/hadolint-action@2332a7b74a6de0dda2e2221d575162eba76ba5e5 # v3.3.0
+      - 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:
-          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
-
+          files: api/**
+          files_ignore: ${{ env.IGNORE_FILES }}
      - name: Set up Docker Buildx
+        if: steps.are-non-ignored-files-changed.outputs.any_changed == 'true'
        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
-
-      - name: Build container
+      - name: Build Container
+        if: steps.are-non-ignored-files-changed.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 }}
+          tags: ${{ env.IMAGE_NAME }}:latest
+          outputs: type=docker
          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'
@@ -1,35 +1,28 @@
-name: 'Tools: Backport'
+name: Prowler - Automatic Backport

 on:
  pull_request_target:
-    branches:
-      - 'master'
-    types:
-      - 'labeled'
-      - 'closed'
-    paths:
-      - '.github/workflows/backport.yml'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
-  cancel-in-progress: false
+    branches: ['master']
+    types: ['labeled', 'closed']

 env:
+  # The prefix of the label that triggers the backport must not contain the branch name
+  # so, for example, if the branch is 'master', the label should be 'backport-to-<branch>'
  BACKPORT_LABEL_PREFIX: backport-to-
  BACKPORT_LABEL_IGNORE: was-backported

 jobs:
  backport:
+    name: Backport PR
    if: github.event.pull_request.merged == true && !(contains(github.event.pull_request.labels.*.name, 'backport')) && !(contains(github.event.pull_request.labels.*.name, 'was-backported'))
    runs-on: ubuntu-latest
-    timeout-minutes: 15
    permissions:
-      contents: write
+      id-token: write
      pull-requests: write
-
+      contents: write
    steps:
      - name: Check labels
-        id: label_check
+        id: preview_label_check
        uses: agilepathway/label-checker@c3d16ad512e7cea5961df85ff2486bb774caf3c5 # v1.6.65
        with:
          allow_failure: true
@@ -38,17 +31,17 @@ jobs:
          none_of: ${{ env.BACKPORT_LABEL_IGNORE }}
          repo_token: ${{ secrets.GITHUB_TOKEN }}

-      - name: Backport PR
-        if: steps.label_check.outputs.label_check == 'success'
+      - name: Backport Action
+        if: steps.preview_label_check.outputs.label_check == 'success'
        uses: sorenlouv/backport-github-action@ad888e978060bc1b2798690dd9d03c4036560947 # v9.5.1
        with:
          github_token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          auto_backport_label_prefix: ${{ env.BACKPORT_LABEL_PREFIX }}

-      - name: Display backport info log
-        if: success() && steps.label_check.outputs.label_check == 'success'
+      - name: Info log
+        if: ${{ success() && steps.preview_label_check.outputs.label_check == 'success' }}
        run: cat ~/.backport/backport.info.log

-      - name: Display backport debug log
-        if: failure() && steps.label_check.outputs.label_check == 'success'
+      - name: Debug log
+        if: ${{ failure() && steps.preview_label_check.outputs.label_check == 'success' }}
        run: cat ~/.backport/backport.debug.log
@@ -0,0 +1,36 @@
+name: Prowler - Pull Request Documentation Link
+
+on:
+  pull_request:
+    branches:
+      - 'master'
+      - 'v3'
+    paths:
+      - 'docs/**'
+      - '.github/workflows/build-documentation-on-pr.yml'
+
+env:
+  PR_NUMBER: ${{ github.event.pull_request.number }}
+
+jobs:
+  documentation-link:
+    name: Documentation Link
+    runs-on: ubuntu-latest
+    steps:
+      - name: Find existing documentation comment
+        uses: peter-evans/find-comment@b30e6a3c0ed37e7c023ccd3f1db5c6c0b0c23aad # v4.0.0
+        id: find-comment
+        with:
+          issue-number: ${{ env.PR_NUMBER }}
+          comment-author: 'github-actions[bot]'
+          body-includes: '<!-- prowler-docs-link -->'
+
+      - name: Create or update PR comment with the Prowler Documentation URI
+        uses: peter-evans/create-or-update-comment@71345be0265236311c031f5c7866368bd1eff043 # v4.0.0
+        with:
+          comment-id: ${{ steps.find-comment.outputs.comment-id }}
+          issue-number: ${{ env.PR_NUMBER }}
+          body: |
+            <!-- prowler-docs-link -->
+            You can check the documentation for this PR here -> [Prowler Documentation](https://prowler-prowler-docs--${{ env.PR_NUMBER }}.com.readthedocs.build/projects/prowler-open-source/en/${{ env.PR_NUMBER }}/)
+          edit-mode: replace
@@ -1,31 +1,23 @@
-name: 'Tools: Conventional Commit'
+name: Prowler - Conventional Commit

 on:
  pull_request:
-    branches:
-      - 'master'
-      - 'v3'
-      - 'v4.*'
-      - 'v5.*'
    types:
-      - 'opened'
-      - 'edited'
-      - 'synchronize'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
-  cancel-in-progress: true
+      - "opened"
+      - "edited"
+      - "synchronize"
+    branches:
+      - "master"
+      - "v3"
+      - "v4.*"
+      - "v5.*"

 jobs:
  conventional-commit-check:
    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-      pull-requests: read
-
    steps:
-      - name: Check PR title format
+      - name: conventional-commit-check
+        id: conventional-commit-check
        uses: agenthunt/conventional-commit-checker-action@9e552d650d0e205553ec7792d447929fc78e012b # v2.0.0
        with:
-          pr-title-regex: '^(feat|fix|docs|style|refactor|perf|test|chore|build|ci|revert)(\([^)]+\))?!?: .+'
+            pr-title-regex: '^([^\s(]+)(?:\(([^)]+)\))?: (.+)'
@@ -1,70 +1,67 @@
-name: 'Tools: Backport Label'
+name: Prowler - Create Backport Label

 on:
  release:
-    types:
-      - 'published'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.release.tag_name }}
-  cancel-in-progress: false
-
-env:
-  BACKPORT_LABEL_PREFIX: backport-to-
-  BACKPORT_LABEL_COLOR: B60205
+    types: [published]

 jobs:
-  create-label:
+  create_label:
    runs-on: ubuntu-latest
-    timeout-minutes: 15
    permissions:
-      contents: read
+      contents: write
      issues: write
-
    steps:
-      - name: Create backport label for minor releases
+      - name: Create backport label
        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          RELEASE_TAG: ${{ github.event.release.tag_name }}
+          OWNER_REPO: ${{ github.repository }}
        run: |
-          RELEASE_TAG="${{ github.event.release.tag_name }}"
-
-          if [ -z "$RELEASE_TAG" ]; then
-            echo "Error: No release tag provided"
-            exit 1
-          fi
-
-          echo "Processing release tag: $RELEASE_TAG"
-
-          # Remove 'v' prefix if present (e.g., v3.2.0 -> 3.2.0)
-          VERSION_ONLY="${RELEASE_TAG#v}"
+          VERSION_ONLY=${RELEASE_TAG#v} # Remove 'v' prefix if present (e.g., v3.2.0 -> 3.2.0)

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

-            # Extract X.Y from X.Y.0 (e.g., 5.6 from 5.6.0)
-            MAJOR="${BASH_REMATCH[1]}"
-            MINOR="${BASH_REMATCH[2]}"
-            TWO_DIGIT_VERSION="${MAJOR}.${MINOR}"
+            TWO_DIGIT_VERSION=${VERSION_ONLY%.0} # Extract X.Y from X.Y.0 (e.g., 5.6 from 5.6.0)

-            LABEL_NAME="${BACKPORT_LABEL_PREFIX}v${TWO_DIGIT_VERSION}"
-            LABEL_DESC="Backport PR to the v${TWO_DIGIT_VERSION} branch"
-            LABEL_COLOR="$BACKPORT_LABEL_COLOR"
+            FINAL_LABEL_NAME="backport-to-v${TWO_DIGIT_VERSION}"
+            FINAL_DESCRIPTION="Backport PR to the v${TWO_DIGIT_VERSION} branch"

-            echo "Label name: $LABEL_NAME"
-            echo "Label description: $LABEL_DESC"
+            echo "Effective label name will be: ${FINAL_LABEL_NAME}"
+            echo "Effective description will be: ${FINAL_DESCRIPTION}"

-            # Check if label already exists
-            if gh label list --repo ${{ github.repository }} --limit 1000 | grep -q "^${LABEL_NAME}[[:space:]]"; then
-              echo "Label '$LABEL_NAME' already exists."
+            # Check if the label already exists
+            STATUS_CODE=$(curl -s -o /dev/null -w "%{http_code}" -H "Authorization: token ${GITHUB_TOKEN}" "https://api.github.com/repos/${OWNER_REPO}/labels/${FINAL_LABEL_NAME}")
+
+            if [ "${STATUS_CODE}" -eq 200 ]; then
+              echo "Label '${FINAL_LABEL_NAME}' already exists."
+            elif [ "${STATUS_CODE}" -eq 404 ]; then
+              echo "Label '${FINAL_LABEL_NAME}' does not exist. Creating it..."
+              # Prepare JSON data payload
+              JSON_DATA=$(printf '{"name":"%s","description":"%s","color":"B60205"}' "${FINAL_LABEL_NAME}" "${FINAL_DESCRIPTION}")
+
+              CREATE_STATUS_CODE=$(curl -s -o /tmp/curl_create_response.json -w "%{http_code}" -X POST \
+              -H "Accept: application/vnd.github.v3+json" \
+              -H "Authorization: token ${GITHUB_TOKEN}" \
+              --data "${JSON_DATA}" \
+              "https://api.github.com/repos/${OWNER_REPO}/labels")
+
+              CREATE_RESPONSE_BODY=$(cat /tmp/curl_create_response.json)
+              rm -f /tmp/curl_create_response.json
+
+              if [ "$CREATE_STATUS_CODE" -eq 201 ]; then
+                echo "Label '${FINAL_LABEL_NAME}' created successfully."
+              else
+                echo "Error creating label '${FINAL_LABEL_NAME}'. Status: $CREATE_STATUS_CODE"
+                echo "Response: $CREATE_RESPONSE_BODY"
+                exit 1
+              fi
            else
-              echo "Label '$LABEL_NAME' does not exist. Creating it..."
-              gh label create "$LABEL_NAME" \
-                --description "$LABEL_DESC" \
-                --color "$LABEL_COLOR" \
-                --repo ${{ github.repository }}
-              echo "Label '$LABEL_NAME' created successfully."
+              echo "Error checking for label '${FINAL_LABEL_NAME}'. HTTP Status: ${STATUS_CODE}"
+              exit 1
            fi
          else
-            echo "Release $RELEASE_TAG (version $VERSION_ONLY) is not a minor version. Skipping backport label creation."
+            echo "Release ${RELEASE_TAG} (version ${VERSION_ONLY}) is not a minor version. Skipping backport label creation."
+            exit 0
          fi
@@ -1,33 +1,19 @@
-name: 'Tools: TruffleHog'
+name: Prowler - Find secrets

-on:
-  push:
-    branches:
-      - 'master'
-      - 'v5.*'
-  pull_request:
-    branches:
-      - 'master'
-      - 'v5.*'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
+on: pull_request

 jobs:
-  scan-secrets:
+  trufflehog:
    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-
    steps:
-      - name: Checkout repository
+      - name: Checkout
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
        with:
          fetch-depth: 0
-
-      - name: Scan for secrets with TruffleHog
-        uses: trufflesecurity/trufflehog@ad6fc8fb446b8fafbf7ea8193d2d6bfd42f45690 # v3.90.11
+      - name: TruffleHog OSS
+        uses: trufflesecurity/trufflehog@466da5b0bb161144f6afca9afe5d57975828c410 # v3.90.8
        with:
-          extra_args: '--results=verified,unknown'
+          path: ./
+          base: ${{ github.event.repository.default_branch }}
+          head: HEAD
+          extra_args: --only-verified
@@ -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
@@ -1,29 +1,17 @@
-name: 'Tools: PR Labeler'
+name: Prowler - PR Labeler

 on:
-  pull_request_target:
-    branches:
-      - 'master'
-      - 'v5.*'
-    types:
-      - 'opened'
-      - 'reopened'
-      - 'synchronize'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
-  cancel-in-progress: true
+    pull_request_target:
+      branches:
+        - "master"
+        - "v3"
+        - "v4.*"

 jobs:
  labeler:
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
    permissions:
      contents: read
      pull-requests: write
-
+    runs-on: ubuntu-latest
    steps:
-      - name: Apply labels to PR
-        uses: actions/labeler@634933edcd8ababfe52f92936142cc22ac488b1b # v6.0.1
-        with:
-          sync-labels: true
+    - uses: actions/labeler@634933edcd8ababfe52f92936142cc22ac488b1b # v6.0.1
@@ -1,110 +0,0 @@
-name: 'MCP: Container Build and Push'
-
-on:
-  push:
-    branches:
-      - 'master'
-    paths:
-      - 'mcp_server/**'
-      - '.github/workflows/mcp-container-build-push.yml'
-  release:
-    types:
-      - 'published'
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-env:
-  # Tags
-  LATEST_TAG: latest
-  RELEASE_TAG: ${{ github.event.release.tag_name }}
-  STABLE_TAG: stable
-  WORKING_DIRECTORY: ./mcp_server
-
-  # Container registries
-  PROWLERCLOUD_DOCKERHUB_REPOSITORY: prowlercloud
-  PROWLERCLOUD_DOCKERHUB_IMAGE: prowler-mcp
-
-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: ubuntu-latest
-    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 MCP container (latest)
-        if: github.event_name == 'push'
-        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.LATEST_TAG }}
-            ${{ env.PROWLERCLOUD_DOCKERHUB_REPOSITORY }}/${{ env.PROWLERCLOUD_DOCKERHUB_IMAGE }}:${{ needs.setup.outputs.short-sha }}
-          labels: |
-            org.opencontainers.image.title=Prowler MCP Server
-            org.opencontainers.image.description=Model Context Protocol server for Prowler
-            org.opencontainers.image.vendor=ProwlerPro, Inc.
-            org.opencontainers.image.source=https://github.com/${{ 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
-
-      - name: Build and push MCP container (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 }}:${{ env.STABLE_TAG }}
-          labels: |
-            org.opencontainers.image.title=Prowler MCP Server
-            org.opencontainers.image.description=Model Context Protocol server for Prowler
-            org.opencontainers.image.vendor=ProwlerPro, Inc.
-            org.opencontainers.image.version=${{ 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
-
-      - name: Trigger MCP deployment
-        if: github.event_name == 'push'
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
-        with:
-          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-          repository: ${{ secrets.CLOUD_DISPATCH }}
-          event-type: mcp-prowler-deployment
-          client-payload: '{"sha": "${{ github.sha }}", "short_sha": "${{ needs.setup.outputs.short-sha }}"}'
@@ -1,80 +0,0 @@
-name: 'MCP: Pull Request'
-
-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 }}
-  cancel-in-progress: true
-
-env:
-  MCP_WORKING_DIR: ./mcp_server
-  IMAGE_NAME: prowler-mcp
-
-jobs:
-  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: mcp_server/Dockerfile
-
-  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 MCP container
-        uses: docker/build-push-action@263435318d21b8e681c14492fe198d362a7d2c83 # v6.18.0
-        with:
-          context: ${{ env.MCP_WORKING_DIR }}
-          push: false
-          load: true
-          tags: ${{ env.IMAGE_NAME }}:${{ github.sha }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-
-      - name: Scan MCP container with Trivy
-        uses: ./.github/actions/trivy-scan
-        with:
-          image-name: ${{ env.IMAGE_NAME }}
-          image-tag: ${{ github.sha }}
-          fail-on-critical: 'false'
-          severity: 'CRITICAL'
@@ -1,103 +0,0 @@
-name: 'Tools: Check Changelog'
-
-on:
-  pull_request:
-    types:
-      - 'opened'
-      - 'synchronize'
-      - 'reopened'
-      - 'labeled'
-      - 'unlabeled'
-    branches:
-      - 'master'
-      - 'v5.*'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
-  cancel-in-progress: true
-
-jobs:
-  check-changelog:
-    if: contains(github.event.pull_request.labels.*.name, 'no-changelog') == false
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    permissions:
-      contents: read
-      pull-requests: write
-    env:
-      MONITORED_FOLDERS: 'api ui prowler mcp_server'
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-        with:
-          fetch-depth: 0
-
-      - name: Get changed files
-        id: changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
-        with:
-          files: |
-            api/**
-            ui/**
-            prowler/**
-            mcp_server/**
-
-      - name: Check for folder changes and changelog presence
-        id: check-folders
-        run: |
-          missing_changelogs=""
-
-          # Check api folder
-          if [[ "${{ steps.changed-files.outputs.any_changed }}" == "true" ]]; then
-            for folder in $MONITORED_FOLDERS; do
-              # Get files changed in this folder
-              changed_in_folder=$(echo "${{ steps.changed-files.outputs.all_changed_files }}" | tr ' ' '\n' | grep "^${folder}/" || true)
-
-              if [ -n "$changed_in_folder" ]; then
-                echo "Detected changes in ${folder}/"
-
-                # Check if CHANGELOG.md was updated
-                if ! echo "$changed_in_folder" | grep -q "^${folder}/CHANGELOG.md$"; then
-                  echo "No changelog update found for ${folder}/"
-                  missing_changelogs="${missing_changelogs}- \`${folder}\`"$'\n'
-                fi
-              fi
-            done
-          fi
-
-          {
-            echo "missing_changelogs<<EOF"
-            echo -e "${missing_changelogs}"
-            echo "EOF"
-          } >> $GITHUB_OUTPUT
-
-      - name: Find existing changelog comment
-        if: github.event.pull_request.head.repo.full_name == github.repository
-        id: find-comment
-        uses: peter-evans/find-comment@b30e6a3c0ed37e7c023ccd3f1db5c6c0b0c23aad # v4.0.0
-        with:
-          issue-number: ${{ github.event.pull_request.number }}
-          comment-author: 'github-actions[bot]'
-          body-includes: '<!-- changelog-check -->'
-
-      - 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
-        with:
-          issue-number: ${{ github.event.pull_request.number }}
-          comment-id: ${{ steps.find-comment.outputs.comment-id }}
-          edit-mode: replace
-          body: |
-            <!-- changelog-check -->
-            ${{ steps.check-folders.outputs.missing_changelogs != '' && format('⚠️ **Changes detected in the following folders without a corresponding update to the `CHANGELOG.md`:**
-
-            {0}
-
-            Please add an entry to the corresponding `CHANGELOG.md` file to maintain a clear history of changes.', steps.check-folders.outputs.missing_changelogs) || '✅ All necessary `CHANGELOG.md` files have been updated.' }}
-
-      - name: Fail if changelog is missing
-        if: steps.check-folders.outputs.missing_changelogs != ''
-        run: |
-          echo "::error::Missing changelog updates in some folders"
-          exit 1
@@ -1,40 +1,42 @@
-name: 'Tools: PR Conflict Checker'
+name: Prowler - PR Conflict Checker

 on:
-  pull_request_target:
+  pull_request:
    types:
-      - 'opened'
-      - 'synchronize'
-      - 'reopened'
+      - opened
+      - synchronize
+      - reopened
    branches:
-      - 'master'
-      - 'v5.*'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
-  cancel-in-progress: true
+      - "master"
+      - "v5.*"
+  # Leaving this commented until we find a way to run it for forks but in Prowler's context
+  # pull_request_target:
+  #   types:
+  #     - opened
+  #     - synchronize
+  #     - reopened
+  #   branches:
+  #     - "master"
+  #     - "v5.*"

 jobs:
-  check-conflicts:
+  conflict-checker:
    runs-on: ubuntu-latest
-    timeout-minutes: 15
    permissions:
      contents: read
      pull-requests: write
      issues: write

    steps:
-      - name: Checkout PR head
+      - name: Checkout repository
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
-        with:
-          ref: ${{ github.event.pull_request.head.sha }}
-          fetch-depth: 0

      - name: Get changed files
        id: changed-files
        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
-          files: '**'
+          files: |
+            **

      - name: Check for conflict markers
        id: conflict-check
@@ -49,10 +51,10 @@ jobs:
            if [ -f "$file" ]; then
              echo "Checking file: $file"

-              # Look for conflict markers (more precise regex)
-              if grep -qE '^(<<<<<<<|=======|>>>>>>>)' "$file" 2>/dev/null; then
+              # Look for conflict markers
+              if grep -l "^<<<<<<<\|^=======\|^>>>>>>>" "$file" 2>/dev/null; then
                echo "Conflict markers found in: $file"
-                CONFLICT_FILES="${CONFLICT_FILES}- \`${file}\`"$'\n'
+                CONFLICT_FILES="$CONFLICT_FILES$file "
                HAS_CONFLICTS=true
              fi
            fi
@@ -60,64 +62,114 @@ jobs:

          if [ "$HAS_CONFLICTS" = true ]; then
            echo "has_conflicts=true" >> $GITHUB_OUTPUT
-            {
-              echo "conflict_files<<EOF"
-              echo "$CONFLICT_FILES"
-              echo "EOF"
-            } >> $GITHUB_OUTPUT
-            echo "Conflict markers detected"
+            echo "conflict_files=$CONFLICT_FILES" >> $GITHUB_OUTPUT
+            echo "Conflict markers detected in files: $CONFLICT_FILES"
          else
            echo "has_conflicts=false" >> $GITHUB_OUTPUT
            echo "No conflict markers found in changed files"
          fi

-      - name: Manage conflict label
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ github.event.pull_request.number }}
-          HAS_CONFLICTS: ${{ steps.conflict-check.outputs.has_conflicts }}
-        run: |
-          LABEL_NAME="has-conflicts"
+      - name: Add conflict label
+        if: steps.conflict-check.outputs.has_conflicts == 'true'
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        with:
+          github-token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+          script: |
+            const { data: labels } = await github.rest.issues.listLabelsOnIssue({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: context.issue.number,
+            });

-          # Add or remove label based on conflict status
-          if [ "$HAS_CONFLICTS" = "true" ]; then
-            echo "Adding conflict label to PR #${PR_NUMBER}..."
-            gh pr edit "$PR_NUMBER" --add-label "$LABEL_NAME" --repo ${{ github.repository }} || true
-          else
-            echo "Removing conflict label from PR #${PR_NUMBER}..."
-            gh pr edit "$PR_NUMBER" --remove-label "$LABEL_NAME" --repo ${{ github.repository }} || true
-          fi
+            const hasConflictLabel = labels.some(label => label.name === 'has-conflicts');

-      - name: Find existing comment
+            if (!hasConflictLabel) {
+              await github.rest.issues.addLabels({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: context.issue.number,
+                labels: ['has-conflicts']
+              });
+              console.log('Added has-conflicts label');
+            } else {
+              console.log('has-conflicts label already exists');
+            }
+
+      - name: Remove conflict label
+        if: steps.conflict-check.outputs.has_conflicts == 'false'
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        with:
+          github-token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
+          script: |
+            try {
+              await github.rest.issues.removeLabel({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: context.issue.number,
+                name: 'has-conflicts'
+              });
+              console.log('Removed has-conflicts label');
+            } catch (error) {
+              if (error.status === 404) {
+                console.log('has-conflicts label was not present');
+              } else {
+                throw error;
+              }
+            }
+
+      - name: Find existing conflict comment
+        if: steps.conflict-check.outputs.has_conflicts == 'true'
        uses: peter-evans/find-comment@b30e6a3c0ed37e7c023ccd3f1db5c6c0b0c23aad # v4.0.0
        id: find-comment
        with:
          issue-number: ${{ github.event.pull_request.number }}
          comment-author: 'github-actions[bot]'
-          body-includes: '<!-- conflict-checker-comment -->'
+          body-regex: '(⚠️ \*\*Conflict Markers Detected\*\*|✅ \*\*Conflict Markers Resolved\*\*)'

-      - name: Create or update comment
+      - name: Create or update conflict comment
+        if: steps.conflict-check.outputs.has_conflicts == 'true'
        uses: peter-evans/create-or-update-comment@71345be0265236311c031f5c7866368bd1eff043 # v4.0.0
        with:
          comment-id: ${{ steps.find-comment.outputs.comment-id }}
          issue-number: ${{ github.event.pull_request.number }}
          edit-mode: replace
          body: |
-            <!-- conflict-checker-comment -->
-            ${{ steps.conflict-check.outputs.has_conflicts == 'true' && '⚠️ **Conflict Markers Detected**' || '✅ **Conflict Markers Resolved**' }}
+            ⚠️ **Conflict Markers Detected**

-            ${{ steps.conflict-check.outputs.has_conflicts == 'true' && format('This pull request contains unresolved conflict markers in the following files:
-
-            {0}
+            This pull request contains unresolved conflict markers in the following files:
+            ```
+            ${{ steps.conflict-check.outputs.conflict_files }}
+            ```

            Please resolve these conflicts by:
            1. Locating the conflict markers: `<<<<<<<`, `=======`, and `>>>>>>>`
            2. Manually editing the files to resolve the conflicts
            3. Removing all conflict markers
-            4. Committing and pushing the changes', steps.conflict-check.outputs.conflict_files) || 'All conflict markers have been successfully resolved in this pull request.' }}
+            4. Committing and pushing the changes
+
+      - name: Find existing conflict comment when resolved
+        if: steps.conflict-check.outputs.has_conflicts == 'false'
+        uses: peter-evans/find-comment@b30e6a3c0ed37e7c023ccd3f1db5c6c0b0c23aad # v4.0.0
+        id: find-resolved-comment
+        with:
+          issue-number: ${{ github.event.pull_request.number }}
+          comment-author: 'github-actions[bot]'
+          body-regex: '(⚠️ \*\*Conflict Markers Detected\*\*|✅ \*\*Conflict Markers Resolved\*\*)'
+
+      - name: Update comment when conflicts resolved
+        if: steps.conflict-check.outputs.has_conflicts == 'false' && steps.find-resolved-comment.outputs.comment-id != ''
+        uses: peter-evans/create-or-update-comment@71345be0265236311c031f5c7866368bd1eff043 # v4.0.0
+        with:
+          comment-id: ${{ steps.find-resolved-comment.outputs.comment-id }}
+          issue-number: ${{ github.event.pull_request.number }}
+          edit-mode: replace
+          body: |
+            ✅ **Conflict Markers Resolved**
+
+            All conflict markers have been successfully resolved in this pull request.

      - name: Fail workflow if conflicts detected
        if: steps.conflict-check.outputs.has_conflicts == 'true'
        run: |
-          echo "::error::Workflow failed due to conflict markers detected in the PR"
+          echo "::error::Workflow failed due to conflict markers in files: ${{ steps.conflict-check.outputs.conflict_files }}"
          exit 1
@@ -1,6 +1,6 @@
-name: 'Tools: Prepare Release'
+name: Prowler - Release Preparation

-run-name: 'Prepare Release for Prowler ${{ inputs.prowler_version }}'
+run-name: Prowler Release Preparation for ${{ inputs.prowler_version }}

 on:
  workflow_dispatch:
@@ -10,23 +10,18 @@ on:
        required: true
        type: string

-concurrency:
-  group: ${{ github.workflow }}-${{ inputs.prowler_version }}
-  cancel-in-progress: false
-
 env:
-  PROWLER_VERSION: ${{ inputs.prowler_version }}
+  PROWLER_VERSION: ${{ github.event.inputs.prowler_version }}

 jobs:
  prepare-release:
-    if: github.event_name == 'workflow_dispatch' && github.repository == 'prowler-cloud/prowler'
+    if: github.repository == 'prowler-cloud/prowler'
    runs-on: ubuntu-latest
-    timeout-minutes: 30
    permissions:
      contents: write
      pull-requests: write
    steps:
-    - name: Checkout repository
+    - name: Checkout code
      uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
      with:
        fetch-depth: 0
@@ -39,15 +34,15 @@ jobs:

    - name: Install Poetry
      run: |
-        python3 -m pip install --user poetry==2.1.1
+        python3 -m pip install --user poetry
        echo "$HOME/.local/bin" >> $GITHUB_PATH

    - name: Configure Git
      run: |
-        git config --global user.name 'prowler-bot'
-        git config --global user.email '179230569+prowler-bot@users.noreply.github.com'
+        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
@@ -81,12 +76,10 @@ jobs:
          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"
@@ -106,25 +99,18 @@ jobs:
            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: Extract and combine changelog entries
+    - name: Extract changelog entries
      run: |
        set -e

@@ -150,8 +136,8 @@ jobs:
          # Remove --- separators
          sed -i '/^---$/d' "$output_file"

-          # Remove only trailing empty lines (not all empty lines)
-          sed -i -e :a -e '/^\s*$/d;N;ba' "$output_file"
+          # Remove trailing empty lines
+          sed -i '/^$/d' "$output_file"
        }

        # Calculate expected versions for this release
@@ -197,26 +183,7 @@ jobs:
          touch "prowler_changelog.md"
        fi

-        # MCP has changes if the changelog references this Prowler version
-        # Check if the changelog contains "(Prowler X.Y.Z)" or "(Prowler UNRELEASED)"
-        if [ -f "mcp_server/CHANGELOG.md" ]; then
-          MCP_PROWLER_REF=$(grep -m 1 "^## \[.*\] (Prowler" mcp_server/CHANGELOG.md | sed -E 's/.*\(Prowler ([^)]+)\).*/\1/' | tr -d '[:space:]')
-          if [ "$MCP_PROWLER_REF" = "$PROWLER_VERSION" ] || [ "$MCP_PROWLER_REF" = "UNRELEASED" ]; then
-            echo "HAS_MCP_CHANGES=true" >> $GITHUB_ENV
-            echo "✓ MCP changes detected - Prowler reference: $MCP_PROWLER_REF (version: $MCP_VERSION)"
-            extract_changelog "mcp_server/CHANGELOG.md" "$MCP_VERSION" "mcp_changelog.md"
-          else
-            echo "HAS_MCP_CHANGES=false" >> $GITHUB_ENV
-            echo "ℹ No MCP changes for this release (Prowler reference: $MCP_PROWLER_REF, input: $PROWLER_VERSION)"
-            touch "mcp_changelog.md"
-          fi
-        else
-          echo "HAS_MCP_CHANGES=false" >> $GITHUB_ENV
-          echo "ℹ No MCP changelog found"
-          touch "mcp_changelog.md"
-        fi
-
-        # Combine changelogs in order: UI, API, SDK, MCP
+        # Combine changelogs in order: UI, API, SDK
        > combined_changelog.md

        if [ "$HAS_UI_CHANGES" = "true" ] && [ -s "ui_changelog.md" ]; then
@@ -240,22 +207,10 @@ jobs:
          echo "" >> combined_changelog.md
        fi

-        if [ "$HAS_MCP_CHANGES" = "true" ] && [ -s "mcp_changelog.md" ]; then
-          echo "## MCP" >> combined_changelog.md
-          echo "" >> combined_changelog.md
-          cat mcp_changelog.md >> combined_changelog.md
-          echo "" >> combined_changelog.md
-        fi
-
-        # Add fallback message if no changelogs were added
-        if [ ! -s combined_changelog.md ]; then
-          echo "No component changes detected for this release." >> combined_changelog.md
-        fi
-
        echo "Combined changelog preview:"
        cat combined_changelog.md

-    - name: Checkout release branch for patch release
+    - name: Checkout existing branch for patch release
      if: ${{ env.PATCH_VERSION != '0' }}
      run: |
        echo "Patch release detected, checking out existing branch $BRANCH_NAME..."
@@ -270,7 +225,7 @@ jobs:
          exit 1
        fi

-    - name: Verify SDK version in pyproject.toml
+    - name: Verify version in pyproject.toml
      run: |
        CURRENT_VERSION=$(grep '^version = ' pyproject.toml | sed -E 's/version = "([^"]+)"/\1/' | tr -d '[:space:]')
        PROWLER_VERSION_TRIMMED=$(echo "$PROWLER_VERSION" | tr -d '[:space:]')
@@ -280,7 +235,7 @@ jobs:
        fi
        echo "✓ pyproject.toml version: $CURRENT_VERSION"

-    - name: Verify SDK version in prowler/config/config.py
+    - name: Verify version in prowler/config/config.py
      run: |
        CURRENT_VERSION=$(grep '^prowler_version = ' prowler/config/config.py | sed -E 's/prowler_version = "([^"]+)"/\1/' | tr -d '[:space:]')
        PROWLER_VERSION_TRIMMED=$(echo "$PROWLER_VERSION" | tr -d '[:space:]')
@@ -290,7 +245,7 @@ jobs:
        fi
        echo "✓ prowler/config/config.py version: $CURRENT_VERSION"

-    - name: Verify API version in api/pyproject.toml
+    - name: Verify version in api/pyproject.toml
      if: ${{ env.HAS_API_CHANGES == 'true' }}
      run: |
        CURRENT_API_VERSION=$(grep '^version = ' api/pyproject.toml | sed -E 's/version = "([^"]+)"/\1/' | tr -d '[:space:]')
@@ -301,7 +256,7 @@ jobs:
        fi
        echo "✓ api/pyproject.toml version: $CURRENT_API_VERSION"

-    - name: Verify API prowler dependency in api/pyproject.toml
+    - name: Verify prowler dependency in api/pyproject.toml
      if: ${{ env.PATCH_VERSION != '0' && env.HAS_API_CHANGES == 'true' }}
      run: |
        CURRENT_PROWLER_REF=$(grep 'prowler @ git+https://github.com/prowler-cloud/prowler.git@' api/pyproject.toml | sed -E 's/.*@([^"]+)".*/\1/' | tr -d '[:space:]')
@@ -312,7 +267,7 @@ jobs:
        fi
        echo "✓ api/pyproject.toml prowler dependency: $CURRENT_PROWLER_REF"

-    - name: Verify API version in api/src/backend/api/v1/views.py
+    - name: Verify version in api/src/backend/api/v1/views.py
      if: ${{ env.HAS_API_CHANGES == 'true' }}
      run: |
        CURRENT_API_VERSION=$(grep 'spectacular_settings.VERSION = ' api/src/backend/api/v1/views.py | sed -E 's/.*spectacular_settings.VERSION = "([^"]+)".*/\1/' | tr -d '[:space:]')
@@ -323,7 +278,7 @@ jobs:
        fi
        echo "✓ api/src/backend/api/v1/views.py version: $CURRENT_API_VERSION"

-    - name: Checkout release branch for minor release
+    - name: Checkout existing release branch for minor release
      if: ${{ env.PATCH_VERSION == '0' }}
      run: |
        echo "Minor release detected (patch = 0), checking out existing branch $BRANCH_NAME..."
@@ -335,12 +290,19 @@ jobs:
          exit 1
        fi

-    - name: Update API prowler dependency for minor release
+    - name: Prepare prowler dependency update for minor release
      if: ${{ env.PATCH_VERSION == '0' }}
      run: |
        CURRENT_PROWLER_REF=$(grep 'prowler @ git+https://github.com/prowler-cloud/prowler.git@' api/pyproject.toml | sed -E 's/.*@([^"]+)".*/\1/' | tr -d '[:space:]')
        BRANCH_NAME_TRIMMED=$(echo "$BRANCH_NAME" | tr -d '[:space:]')

+        # Create a temporary branch for the PR from the minor version branch
+        TEMP_BRANCH="update-api-dependency-$BRANCH_NAME_TRIMMED-$(date +%s)"
+        echo "TEMP_BRANCH=$TEMP_BRANCH" >> $GITHUB_ENV
+
+        # Create temp branch from the current minor version branch
+        git checkout -b "$TEMP_BRANCH"
+
        # Minor release: update the dependency to use the release branch
        echo "Updating prowler dependency from '$CURRENT_PROWLER_REF' to '$BRANCH_NAME_TRIMMED'"
        sed -i "s|prowler @ git+https://github.com/prowler-cloud/prowler.git@[^\"]*\"|prowler @ git+https://github.com/prowler-cloud/prowler.git@$BRANCH_NAME_TRIMMED\"|" api/pyproject.toml
@@ -358,19 +320,20 @@ jobs:
        poetry lock
        cd ..

+        # Commit and push the temporary branch
+        git add api/pyproject.toml api/poetry.lock
+        git commit -m "chore(api): update prowler dependency to $BRANCH_NAME_TRIMMED for release $PROWLER_VERSION"
+        git push origin "$TEMP_BRANCH"
+
        echo "✓ Prepared prowler dependency update to: $UPDATED_PROWLER_REF"

-    - name: Create PR for API dependency update
+    - name: Create Pull Request against release branch
      if: ${{ env.PATCH_VERSION == '0' }}
      uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
      with:
        token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
-        commit-message: 'chore(api): update prowler dependency to ${{ env.BRANCH_NAME }} for release ${{ env.PROWLER_VERSION }}'
-        branch: update-api-dependency-${{ env.BRANCH_NAME }}-${{ github.run_number }}
+        branch: ${{ env.TEMP_BRANCH }}
        base: ${{ env.BRANCH_NAME }}
-        add-paths: |
-          api/pyproject.toml
-          api/poetry.lock
        title: "chore(api): Update prowler dependency to ${{ env.BRANCH_NAME }} for release ${{ env.PROWLER_VERSION }}"
        body: |
          ### Description
@@ -403,6 +366,5 @@ jobs:
        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

    - name: Clean up temporary files
-      if: always()
      run: |
-        rm -f prowler_changelog.md api_changelog.md ui_changelog.md mcp_changelog.md combined_changelog.md
+        rm -f prowler_changelog.md api_changelog.md ui_changelog.md combined_changelog.md
@@ -0,0 +1,77 @@
+name: Prowler - Check Changelog
+
+on:
+  pull_request:
+    types: [opened, synchronize, reopened, labeled, unlabeled]
+
+jobs:
+  check-changelog:
+    if: contains(github.event.pull_request.labels.*.name, 'no-changelog') == false
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+      pull-requests: write
+    env:
+      MONITORED_FOLDERS: "api ui prowler dashboard"
+
+    steps:
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        with:
+          fetch-depth: 0
+
+      - name: Get list of changed files
+        id: changed_files
+        run: |
+          git fetch origin ${{ github.base_ref }}
+          git diff --name-only origin/${{ github.base_ref }}...HEAD > changed_files.txt
+          cat changed_files.txt
+
+      - name: Check for folder changes and changelog presence
+        id: check_folders
+        run: |
+          missing_changelogs=""
+
+          for folder in $MONITORED_FOLDERS; do
+            if grep -q "^${folder}/" changed_files.txt; then
+              echo "Detected changes in ${folder}/"
+              if ! grep -q "^${folder}/CHANGELOG.md$" changed_files.txt; then
+                echo "No changelog update found for ${folder}/"
+                missing_changelogs="${missing_changelogs}- \`${folder}\`\n"
+              fi
+            fi
+          done
+
+          echo "missing_changelogs<<EOF" >> $GITHUB_OUTPUT
+          echo -e "${missing_changelogs}" >> $GITHUB_OUTPUT
+          echo "EOF" >> $GITHUB_OUTPUT
+
+      - name: Find existing changelog comment
+        if: github.event.pull_request.head.repo.full_name == github.repository
+        id: find_comment
+        uses: peter-evans/find-comment@b30e6a3c0ed37e7c023ccd3f1db5c6c0b0c23aad #v4.0.0
+        with:
+          issue-number: ${{ github.event.pull_request.number }}
+          comment-author: 'github-actions[bot]'
+          body-includes: '<!-- changelog-check -->'
+
+      - 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
+        with:
+          issue-number: ${{ github.event.pull_request.number }}
+          comment-id: ${{ steps.find_comment.outputs.comment-id }}
+          edit-mode: replace
+          body: |
+            <!-- changelog-check -->
+            ${{ steps.check_folders.outputs.missing_changelogs != '' && format('⚠️ **Changes detected in the following folders without a corresponding update to the `CHANGELOG.md`:**
+
+            {0}
+
+            Please add an entry to the corresponding `CHANGELOG.md` file to maintain a clear history of changes.', steps.check_folders.outputs.missing_changelogs) || '✅ All necessary `CHANGELOG.md` files have been updated. Great job! 🎉' }}
+
+      - name: Fail if changelog is missing
+        if: steps.check_folders.outputs.missing_changelogs != ''
+        run: |
+          echo "ERROR: Missing changelog updates in some folders."
+          exit 1
@@ -1,31 +1,27 @@
-name: 'Tools: PR Merged'
+name: Prowler - Merged Pull Request

 on:
  pull_request_target:
-    branches:
-      - 'master'
-    types:
-      - 'closed'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number }}
-  cancel-in-progress: false
+    branches: ['master']
+    types: ['closed']

 jobs:
  trigger-cloud-pull-request:
+    name: Trigger Cloud Pull Request
    if: github.event.pull_request.merged == true && github.repository == 'prowler-cloud/prowler'
    runs-on: ubuntu-latest
-    timeout-minutes: 10
-    permissions:
-      contents: read
    steps:
-      - name: Calculate short commit SHA
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        with:
+          ref: ${{ github.event.pull_request.merge_commit_sha }}
+
+      - name: Set short git commit SHA
        id: vars
        run: |
-          SHORT_SHA="${{ github.event.pull_request.merge_commit_sha }}"
-          echo "SHORT_SHA=${SHORT_SHA::7}" >> $GITHUB_ENV
+          shortSha=$(git rev-parse --short ${{ github.event.pull_request.merge_commit_sha }})
+          echo "SHORT_SHA=${shortSha}" >> $GITHUB_ENV

-      - name: Trigger Cloud repository pull request
+      - name: Trigger pull request
        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
        with:
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -35,12 +31,8 @@ jobs:
            {
              "PROWLER_COMMIT_SHA": "${{ github.event.pull_request.merge_commit_sha }}",
              "PROWLER_COMMIT_SHORT_SHA": "${{ env.SHORT_SHA }}",
-              "PROWLER_PR_NUMBER": "${{ github.event.pull_request.number }}",
              "PROWLER_PR_TITLE": ${{ toJson(github.event.pull_request.title) }},
              "PROWLER_PR_LABELS": ${{ toJson(github.event.pull_request.labels.*.name) }},
              "PROWLER_PR_BODY": ${{ toJson(github.event.pull_request.body) }},
-              "PROWLER_PR_URL": ${{ toJson(github.event.pull_request.html_url) }},
-              "PROWLER_PR_MERGED_BY": "${{ github.event.pull_request.merged_by.login }}",
-              "PROWLER_PR_BASE_BRANCH": "${{ github.event.pull_request.base.ref }}",
-              "PROWLER_PR_HEAD_BRANCH": "${{ github.event.pull_request.head.ref }}"
+              "PROWLER_PR_URL": ${{ toJson(github.event.pull_request.html_url) }}
            }
@@ -1,40 +1,44 @@
-name: 'SDK: CodeQL'
+# For most projects, this workflow file will not need changing; you simply need
+# to commit it to your repository.
+#
+# You may wish to alter this file to override the set of languages analyzed,
+# or to provide custom queries or build logic.
+#
+# ******** NOTE ********
+# We have attempted to detect the languages in your repository. Please check
+# the `language` matrix defined below to confirm you have the correct set of
+# supported CodeQL languages.
+#
+name: SDK - CodeQL

 on:
  push:
    branches:
-      - 'master'
-      - 'v5.*'
-    paths:
-      - 'prowler/**'
-      - 'tests/**'
-      - 'pyproject.toml'
-      - '.github/workflows/sdk-codeql.yml'
-      - '.github/codeql/sdk-codeql-config.yml'
-      - '!prowler/CHANGELOG.md'
+      - "master"
+      - "v3"
+      - "v4.*"
+      - "v5.*"
+    paths-ignore:
+      - 'ui/**'
+      - 'api/**'
+      - '.github/**'
  pull_request:
    branches:
-      - 'master'
-      - 'v5.*'
-    paths:
-      - 'prowler/**'
-      - 'tests/**'
-      - 'pyproject.toml'
-      - '.github/workflows/sdk-codeql.yml'
-      - '.github/codeql/sdk-codeql-config.yml'
-      - '!prowler/CHANGELOG.md'
+      - "master"
+      - "v3"
+      - "v4.*"
+      - "v5.*"
+    paths-ignore:
+      - 'ui/**'
+      - 'api/**'
+      - '.github/**'
  schedule:
    - cron: '00 12 * * *'

-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
 jobs:
  analyze:
-    name: CodeQL Security Analysis
+    name: Analyze
    runs-on: ubuntu-latest
-    timeout-minutes: 30
    permissions:
      actions: read
      contents: read
@@ -43,20 +47,21 @@ jobs:
    strategy:
      fail-fast: false
      matrix:
-        language:
-          - 'python'
+        language: [ 'python' ]
+        # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support

    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+    - name: Checkout repository
+      uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

-      - name: Initialize CodeQL
-        uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
-        with:
-          languages: ${{ matrix.language }}
-          config-file: ./.github/codeql/sdk-codeql-config.yml
+    # Initializes the CodeQL tools for scanning.
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+      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
-        with:
-          category: '/language:${{ matrix.language }}'
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
+      with:
+        category: "/language:${{matrix.language}}"
@@ -249,21 +249,6 @@ jobs:
        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'
@@ -283,4 +268,4 @@ jobs:
          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
+          files: ./aws_coverage.xml,./azure_coverage.xml,./gcp_coverage.xml,./kubernetes_coverage.xml,./github_coverage.xml,./nhn_coverage.xml,./m365_coverage.xml,./lib_coverage.xml,./config_coverage.xml
@@ -1,36 +1,36 @@
-name: 'UI: CodeQL'
+# For most projects, this workflow file will not need changing; you simply need
+# to commit it to your repository.
+#
+# You may wish to alter this file to override the set of languages analyzed,
+# or to provide custom queries or build logic.
+#
+# ******** NOTE ********
+# We have attempted to detect the languages in your repository. Please check
+# the `language` matrix defined below to confirm you have the correct set of
+# supported CodeQL languages.
+#
+name: UI - CodeQL

 on:
  push:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"
    paths:
-      - 'ui/**'
-      - '.github/workflows/ui-codeql.yml'
-      - '.github/codeql/ui-codeql-config.yml'
-      - '!ui/CHANGELOG.md'
+      - "ui/**"
  pull_request:
    branches:
-      - 'master'
-      - 'v5.*'
+      - "master"
+      - "v5.*"
    paths:
-      - 'ui/**'
-      - '.github/workflows/ui-codeql.yml'
-      - '.github/codeql/ui-codeql-config.yml'
-      - '!ui/CHANGELOG.md'
+      - "ui/**"
  schedule:
-    - cron: '00 12 * * *'
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
+    - cron: "00 12 * * *"

 jobs:
  analyze:
-    name: CodeQL Security Analysis
+    name: Analyze
    runs-on: ubuntu-latest
-    timeout-minutes: 30
    permissions:
      actions: read
      contents: read
@@ -39,13 +39,14 @@ jobs:
    strategy:
      fail-fast: false
      matrix:
-        language:
-          - 'javascript-typescript'
+        language: ["javascript"]
+        # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support

    steps:
      - name: Checkout repository
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0

+      # Initializes the CodeQL tools for scanning.
      - name: Initialize CodeQL
        uses: github/codeql-action/init@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
        with:
@@ -55,4 +56,4 @@ jobs:
      - name: Perform CodeQL Analysis
        uses: github/codeql-action/analyze@3599b3baa15b485a2e49ef411a7a4bb2452e7f93 # v3.30.5
        with:
-          category: '/language:${{ matrix.language }}'
+          category: "/language:${{matrix.language}}"
@@ -18,7 +18,6 @@ jobs:
      AUTH_TRUST_HOST: true
      NEXTAUTH_URL: 'http://localhost:3000'
      NEXT_PUBLIC_API_BASE_URL: 'http://localhost:8080/api/v1'
-      E2E_NEW_PASSWORD: ${{ secrets.E2E_NEW_PASSWORD }}
    steps:
      - name: Checkout repository
        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
@@ -39,12 +39,6 @@ secrets-*/
 # JUnit Reports
 junit-reports/

-# Test and coverage artifacts
-*_coverage.xml
-pytest_*.xml
-.coverage
-htmlcov/
-
 # VSCode files
 .vscode/

@@ -89,6 +83,3 @@ CLAUDE.md
 # MCP Server
 mcp_server/prowler_mcp_server/prowler_app/server.py
 mcp_server/prowler_mcp_server/prowler_app/utils/schema.yaml
-
-# Compliance report
-*.pdf
@@ -46,14 +46,6 @@ help:     ## Show this help.
 	@echo "Prowler Makefile"
 	@awk 'BEGIN {FS = ":.*##"; printf "\nUsage:\n  make \033[36m<target>\033[0m\n"} /^[a-zA-Z_-]+:.*?##/ { printf "  \033[36m%-15s\033[0m %s\n", $$1, $$2 } /^##@/ { printf "\n\033[1m%s\033[0m\n", substr($$0, 5) } ' $(MAKEFILE_LIST)

-##@ Build no cache
-build-no-cache-dev: 
-	docker compose -f docker-compose-dev.yml build --no-cache api-dev worker-dev worker-beat
-
 ##@ Development Environment
 run-api-dev: ## Start development environment with API, PostgreSQL, Valkey, and workers 
-	docker compose -f docker-compose-dev.yml up api-dev postgres valkey worker-dev worker-beat
-
-##@ Development Environment
-build-and-run-api-dev: build-no-cache-dev run-api-dev
-
+	docker compose -f docker-compose-dev.yml up api-dev postgres valkey worker-dev worker-beat --build
@@ -82,13 +82,12 @@ prowler dashboard

 | 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 |
+| AWS | 576 | 82 | 36 | 10 | Official | Stable | UI, API, CLI |
+| GCP | 79 | 13 | 10 | 3 | Official | Stable | UI, API, CLI |
+| Azure | 162 | 19 | 11 | 4 | Official | Stable | UI, API, CLI |
 | Kubernetes | 83 | 7 | 5 | 7 | Official | Stable | 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 |
@@ -2,25 +2,12 @@

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

-## [1.15.0] (Prowler UNRELEASED)
-
-### Added
- Support for configuring multiple LLM providers [(#8772)](https://github.com/prowler-cloud/prowler/pull/8772)
-
-## [1.14.0] (Prowler 5.13.0)
+## [1.14.0] (Prowler UNRELEASED)

 ### Added
 - Default JWT keys are generated and stored if they are missing from configuration [(#8655)](https://github.com/prowler-cloud/prowler/pull/8655)
 - `compliance_name` for each compliance [(#7920)](https://github.com/prowler-cloud/prowler/pull/7920)
- Support C5 compliance framework for the AWS provider [(#8830)](https://github.com/prowler-cloud/prowler/pull/8830)
- Support for M365 Certificate authentication [(#8538)](https://github.com/prowler-cloud/prowler/pull/8538)
 - API Key support [(#8805)](https://github.com/prowler-cloud/prowler/pull/8805)
- SAML role mapping protection for single-admin tenants to prevent accidental lockout [(#8882)](https://github.com/prowler-cloud/prowler/pull/8882)
- Support for `passed_findings` and `total_findings` fields in compliance requirement overview for accurate Prowler ThreatScore calculation [(#8582)](https://github.com/prowler-cloud/prowler/pull/8582)
- PDF reporting for Prowler ThreatScore [(#8867)](https://github.com/prowler-cloud/prowler/pull/8867)
- Database read replica support [(#8869)](https://github.com/prowler-cloud/prowler/pull/8869)
- Support Common Cloud Controls for AWS, Azure and GCP [(#8000)](https://github.com/prowler-cloud/prowler/pull/8000)
- Add `provider_id__in` filter support to findings and findings severity overview endpoints [(#8951)](https://github.com/prowler-cloud/prowler/pull/8951)

 ### Changed
 - Now the MANAGE_ACCOUNT permission is required to modify or read user permissions instead of MANAGE_USERS [(#8281)](https://github.com/prowler-cloud/prowler/pull/8281)
@@ -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"
@@ -273,14 +273,14 @@ tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" a

 [[package]]
 name = "authlib"
-version = "1.6.5"
+version = "1.6.4"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "authlib-1.6.5-py2.py3-none-any.whl", hash = "sha256:3e0e0507807f842b02175507bdee8957a1d5707fd4afb17c32fb43fee90b6e3a"},
-    {file = "authlib-1.6.5.tar.gz", hash = "sha256:6aaf9c79b7cc96c900f0b284061691c5d4e61221640a948fe690b556a6d6d10b"},
+    {file = "authlib-1.6.4-py2.py3-none-any.whl", hash = "sha256:39313d2a2caac3ecf6d8f95fbebdfd30ae6ea6ae6a6db794d976405fdd9aa796"},
+    {file = "authlib-1.6.4.tar.gz", hash = "sha256:104b0442a43061dc8bc23b133d1d06a2b0a9c2e3e33f34c4338929e816287649"},
 ]

 [package.dependencies]
@@ -1256,98 +1256,6 @@ files = [
    {file = "contextlib2-21.6.0.tar.gz", hash = "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"},
 ]

-[[package]]
-name = "contourpy"
-version = "1.3.3"
-description = "Python library for calculating contours of 2D quadrilateral grids"
-optional = false
-python-versions = ">=3.11"
-groups = ["main"]
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-tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions ; python_version < \"3.10\""]
-xmp = ["defusedxml"]
-
 [[package]]
 name = "platformdirs"
 version = "4.3.8"
@@ -5520,29 +5016,6 @@ attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
 typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}

-[[package]]
-name = "reportlab"
-version = "4.4.4"
-description = "The Reportlab Toolkit"
-optional = false
-python-versions = "<4,>=3.9"
-groups = ["main"]
-files = [
-    {file = "reportlab-4.4.4-py3-none-any.whl", hash = "sha256:299b3b0534e7202bb94ed2ddcd7179b818dcda7de9d8518a57c85a58a1ebaadb"},
-    {file = "reportlab-4.4.4.tar.gz", hash = "sha256:cb2f658b7f4a15be2cc68f7203aa67faef67213edd4f2d4bdd3eb20dab75a80d"},
-]
-
-[package.dependencies]
-charset-normalizer = "*"
-pillow = ">=9.0.0"
-
-[package.extras]
-accel = ["rl_accel (>=0.9.0,<1.1)"]
-bidi = ["rlbidi"]
-pycairo = ["freetype-py (>=2.3.0,<2.4)", "rlPyCairo (>=0.2.0,<1)"]
-renderpm = ["rl_renderPM (>=4.0.3,<4.1)"]
-shaping = ["uharfbuzz"]
-
 [[package]]
 name = "requests"
 version = "2.32.5"
@@ -6786,4 +6259,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "3c9164d668d37d6373eb5200bbe768232ead934d9312b9c68046b1df922789f3"
+content-hash = "03442fd4673006c5a74374f90f53621fd1c9d117279fe6cc0355ef833eb7f9bb"
@@ -33,9 +33,7 @@ dependencies = [
  "xmlsec==1.3.14",
  "h2 (==4.3.0)",
  "markdown (>=3.9,<4.0)",
-  "drf-simple-apikey (==2.2.1)",
-  "matplotlib (>=3.10.6,<4.0.0)",
-  "reportlab (>=4.4.4,<5.0.0)"
+  "drf-simple-apikey (==2.2.1)"
 ]
 description = "Prowler's API (Django/DRF)"
 license = "Apache-2.0"
@@ -43,7 +41,7 @@ name = "prowler-api"
 package-mode = false
 # Needed for the SDK compatibility
 requires-python = ">=3.11,<3.13"
-version = "1.15.0"
+version = "1.14.0"

 [project.scripts]
 celery = "src.backend.config.settings.celery"
@@ -10,7 +10,6 @@ from rest_framework.exceptions import AuthenticationFailed
 from rest_framework.request import Request
 from rest_framework_simplejwt.authentication import JWTAuthentication

-from api.db_router import MainRouter
 from api.models import TenantAPIKey, TenantAPIKeyManager


@@ -20,22 +19,6 @@ class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
    def __init__(self):
        self.key_crypto = get_crypto()

-    def _authenticate_credentials(self, request, key):
-        """
-        Override to use admin connection, bypassing RLS during authentication.
-        Delegates to parent after temporarily routing model queries to admin DB.
-        """
-        # Temporarily point the model's manager to admin database
-        original_objects = self.model.objects
-        self.model.objects = self.model.objects.using(MainRouter.admin_db)
-
-        try:
-            # Call parent method which will now use admin database
-            return super()._authenticate_credentials(request, key)
-        finally:
-            # Restore original manager
-            self.model.objects = original_objects
-
    def authenticate(self, request: Request):
        prefixed_key = self.get_key(request)

@@ -60,15 +43,13 @@ class TenantAPIKeyAuthentication(BaseAPIKeyAuth):
            api_key_pk = UUID(api_key_pk)

        try:
-            api_key_instance = TenantAPIKey.objects.using(MainRouter.admin_db).get(
-                id=api_key_pk, prefix=prefix
-            )
+            api_key_instance = TenantAPIKey.objects.get(id=api_key_pk, prefix=prefix)
        except TenantAPIKey.DoesNotExist:
            raise AuthenticationFailed("Invalid API Key.")

        # Update last_used_at
        api_key_instance.last_used_at = timezone.now()
-        api_key_instance.save(update_fields=["last_used_at"], using=MainRouter.admin_db)
+        api_key_instance.save(update_fields=["last_used_at"])

        return entity, {
            "tenant_id": str(api_key_instance.tenant_id),
@@ -1,15 +1,13 @@
-from django.conf import settings
 from django.core.exceptions import ObjectDoesNotExist
 from django.db import transaction
 from rest_framework import permissions
 from rest_framework.exceptions import NotAuthenticated
 from rest_framework.filters import SearchFilter
-from rest_framework.permissions import SAFE_METHODS
 from rest_framework_json_api import filters
 from rest_framework_json_api.views import ModelViewSet

 from api.authentication import CombinedJWTOrAPIKeyAuthentication
-from api.db_router import MainRouter, reset_read_db_alias, set_read_db_alias
+from api.db_router import MainRouter
 from api.db_utils import POSTGRES_USER_VAR, rls_transaction
 from api.filters import CustomDjangoFilterBackend
 from api.models import Role, Tenant
@@ -33,20 +31,6 @@ class BaseViewSet(ModelViewSet):
    ordering_fields = "__all__"
    ordering = ["id"]

-    def _get_request_db_alias(self, request):
-        if request is None:
-            return MainRouter.default_db
-
-        read_alias = (
-            MainRouter.replica_db
-            if request.method in SAFE_METHODS
-            and MainRouter.replica_db in settings.DATABASES
-            else None
-        )
-        if read_alias:
-            return read_alias
-        return MainRouter.default_db
-
    def initial(self, request, *args, **kwargs):
        """
        Sets required_permissions before permissions are checked.
@@ -64,21 +48,8 @@ class BaseViewSet(ModelViewSet):

 class BaseRLSViewSet(BaseViewSet):
    def dispatch(self, request, *args, **kwargs):
-        self.db_alias = self._get_request_db_alias(request)
-        alias_token = None
-        try:
-            if self.db_alias != MainRouter.default_db:
-                alias_token = set_read_db_alias(self.db_alias)
-
-            if request is not None:
-                request.db_alias = self.db_alias
-
-            with transaction.atomic(using=self.db_alias):
-                return super().dispatch(request, *args, **kwargs)
-        finally:
-            if alias_token is not None:
-                reset_read_db_alias(alias_token)
-            self.db_alias = MainRouter.default_db
+        with transaction.atomic():
+            return super().dispatch(request, *args, **kwargs)

    def initial(self, request, *args, **kwargs):
        # Ideally, this logic would be in the `.setup()` method but DRF view sets don't call it
@@ -90,9 +61,7 @@ class BaseRLSViewSet(BaseViewSet):
        if tenant_id is None:
            raise NotAuthenticated("Tenant ID is not present in token")

-        with rls_transaction(
-            tenant_id, using=getattr(self, "db_alias", MainRouter.default_db)
-        ):
+        with rls_transaction(tenant_id):
            self.request.tenant_id = tenant_id
            return super().initial(request, *args, **kwargs)

@@ -104,33 +73,18 @@ class BaseRLSViewSet(BaseViewSet):

 class BaseTenantViewset(BaseViewSet):
    def dispatch(self, request, *args, **kwargs):
-        self.db_alias = self._get_request_db_alias(request)
-        alias_token = None
+        with transaction.atomic():
+            tenant = super().dispatch(request, *args, **kwargs)
+
        try:
-            if self.db_alias != MainRouter.default_db:
-                alias_token = set_read_db_alias(self.db_alias)
+            # If the request is a POST, create the admin role
+            if request.method == "POST":
+                isinstance(tenant, dict) and self._create_admin_role(tenant.data["id"])
+        except Exception as e:
+            self._handle_creation_error(e, tenant)
+            raise

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

    def _create_admin_role(self, tenant_id):
        Role.objects.using(MainRouter.admin_db).create(
@@ -163,31 +117,14 @@ class BaseTenantViewset(BaseViewSet):
            raise NotAuthenticated("Tenant ID is not present in token")

        user_id = str(request.user.id)
-        with rls_transaction(
-            value=user_id,
-            parameter=POSTGRES_USER_VAR,
-            using=getattr(self, "db_alias", MainRouter.default_db),
-        ):
+        with rls_transaction(value=user_id, parameter=POSTGRES_USER_VAR):
            return super().initial(request, *args, **kwargs)


 class BaseUserViewset(BaseViewSet):
    def dispatch(self, request, *args, **kwargs):
-        self.db_alias = self._get_request_db_alias(request)
-        alias_token = None
-        try:
-            if self.db_alias != MainRouter.default_db:
-                alias_token = set_read_db_alias(self.db_alias)
-
-            if request is not None:
-                request.db_alias = self.db_alias
-
-            with transaction.atomic(using=self.db_alias):
-                return super().dispatch(request, *args, **kwargs)
-        finally:
-            if alias_token is not None:
-                reset_read_db_alias(alias_token)
-            self.db_alias = MainRouter.default_db
+        with transaction.atomic():
+            return super().dispatch(request, *args, **kwargs)

    def initial(self, request, *args, **kwargs):
        # TODO refactor after improving RLS on users
@@ -200,8 +137,6 @@ class BaseUserViewset(BaseViewSet):
        if tenant_id is None:
            raise NotAuthenticated("Tenant ID is not present in token")

-        with rls_transaction(
-            tenant_id, using=getattr(self, "db_alias", MainRouter.default_db)
-        ):
+        with rls_transaction(tenant_id):
            self.request.tenant_id = tenant_id
            return super().initial(request, *args, **kwargs)
@@ -150,16 +150,12 @@ def generate_scan_compliance(
                requirement["checks"][check_id] = status
                requirement["checks_status"][status.lower()] += 1

-                if requirement["status"] != "FAIL" and any(
-                    value == "FAIL" for value in requirement["checks"].values()
-                ):
-                    requirement["status"] = "FAIL"
-                    compliance_overview[compliance_id]["requirements_status"][
-                        "passed"
-                    ] -= 1
-                    compliance_overview[compliance_id]["requirements_status"][
-                        "failed"
-                    ] += 1
+            if requirement["status"] != "FAIL" and any(
+                value == "FAIL" for value in requirement["checks"].values()
+            ):
+                requirement["status"] = "FAIL"
+                compliance_overview[compliance_id]["requirements_status"]["passed"] -= 1
+                compliance_overview[compliance_id]["requirements_status"]["failed"] += 1


 def generate_compliance_overview_template(prowler_compliance: dict):
@@ -1,31 +1,9 @@
-from contextvars import ContextVar
-
-from django.conf import settings
-
 ALLOWED_APPS = ("django", "socialaccount", "account", "authtoken", "silk")

-_read_db_alias = ContextVar("read_db_alias", default=None)
-
-
-def set_read_db_alias(alias: str | None):
-    if not alias:
-        return None
-    return _read_db_alias.set(alias)
-
-
-def get_read_db_alias() -> str | None:
-    return _read_db_alias.get()
-
-
-def reset_read_db_alias(token) -> None:
-    if token is not None:
-        _read_db_alias.reset(token)
-

 class MainRouter:
    default_db = "default"
    admin_db = "admin"
-    replica_db = "replica"

    def db_for_read(self, model, **hints):  # noqa: F841
        model_table_name = model._meta.db_table
@@ -33,9 +11,6 @@ class MainRouter:
            model_table_name.startswith(f"{app}_") for app in ALLOWED_APPS
        ):
            return self.admin_db
-        read_alias = get_read_db_alias()
-        if read_alias:
-            return read_alias
        return None

    def db_for_write(self, model, **hints):  # noqa: F841
@@ -52,8 +27,3 @@ class MainRouter:
        if {obj1._state.db, obj2._state.db} <= {self.default_db, self.admin_db}:
            return True
        return None
-
-
-READ_REPLICA_ALIAS = (
-    MainRouter.replica_db if MainRouter.replica_db in settings.DATABASES else None
-)
@@ -6,14 +6,12 @@ from datetime import datetime, timedelta, timezone

 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 connection, 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
-
 DB_USER = settings.DATABASES["default"]["USER"] if not settings.TESTING else "test"
 DB_PASSWORD = (
    settings.DATABASES["default"]["PASSWORD"] if not settings.TESTING else "test"
@@ -51,11 +49,7 @@ def psycopg_connection(database_alias: str):


@contextmanager
-def rls_transaction(
-    value: str,
-    parameter: str = POSTGRES_TENANT_VAR,
-    using: str | None = None,
-):
+def rls_transaction(value: str, parameter: str = POSTGRES_TENANT_VAR):
    """
    Creates a new database transaction setting the given configuration value for Postgres RLS. It validates the
    if the value is a valid UUID.
@@ -63,32 +57,16 @@ def rls_transaction(
    Args:
        value (str): Database configuration parameter value.
        parameter (str): Database configuration parameter name, by default is 'api.tenant_id'.
-        using (str | None): Optional database alias to run the transaction against. Defaults to the
-            active read alias (if any) or Django's default connection.
    """
-    requested_alias = using or get_read_db_alias()
-    db_alias = requested_alias or DEFAULT_DB_ALIAS
-    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)
-
-        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)
+    with transaction.atomic():
+        with connection.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


 class CustomUserManager(BaseUserManager):
@@ -27,8 +27,6 @@ from api.models import (
    Finding,
    Integration,
    Invitation,
-    LighthouseProviderConfiguration,
-    LighthouseProviderModels,
    Membership,
    OverviewStatusChoices,
    PermissionChoices,
@@ -767,7 +765,6 @@ class ComplianceOverviewFilter(FilterSet):
 class ScanSummaryFilter(FilterSet):
    inserted_at = DateFilter(field_name="inserted_at", lookup_expr="date")
    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
    )
@@ -930,45 +927,3 @@ class TenantApiKeyFilter(FilterSet):
            "revoked": ["exact"],
            "name": ["exact", "icontains"],
        }
-
-
-class LighthouseProviderConfigFilter(FilterSet):
-    provider_type = ChoiceFilter(
-        choices=LighthouseProviderConfiguration.LLMProviderChoices.choices
-    )
-    provider_type__in = ChoiceInFilter(
-        choices=LighthouseProviderConfiguration.LLMProviderChoices.choices,
-        field_name="provider_type",
-        lookup_expr="in",
-    )
-    is_active = BooleanFilter()
-
-    class Meta:
-        model = LighthouseProviderConfiguration
-        fields = {
-            "provider_type": ["exact", "in"],
-            "is_active": ["exact"],
-        }
-
-
-class LighthouseProviderModelsFilter(FilterSet):
-    provider_type = ChoiceFilter(
-        choices=LighthouseProviderConfiguration.LLMProviderChoices.choices,
-        field_name="provider_configuration__provider_type",
-    )
-    provider_type__in = ChoiceInFilter(
-        choices=LighthouseProviderConfiguration.LLMProviderChoices.choices,
-        field_name="provider_configuration__provider_type",
-        lookup_expr="in",
-    )
-
-    # Allow filtering by model id
-    model_id = CharFilter(field_name="model_id", lookup_expr="exact")
-    model_id__icontains = CharFilter(field_name="model_id", lookup_expr="icontains")
-    model_id__in = CharInFilter(field_name="model_id", lookup_expr="in")
-
-    class Meta:
-        model = LighthouseProviderModels
-        fields = {
-            "model_id": ["exact", "icontains", "in"],
-        }
@@ -2,7 +2,6 @@

 import uuid

-import django.core.validators
 import django.db.models.deletion
 import drf_simple_apikey.models
 from django.conf import settings
@@ -21,13 +20,7 @@ class Migration(migrations.Migration):
        migrations.CreateModel(
            name="TenantAPIKey",
            fields=[
-                (
-                    "name",
-                    models.CharField(
-                        max_length=100,
-                        validators=[django.core.validators.MinLengthValidator(3)],
-                    ),
-                ),
+                ("name", models.CharField(blank=True, max_length=255, null=True)),
                (
                    "expiry_date",
                    models.DateTimeField(
@@ -44,7 +37,7 @@ class Migration(migrations.Migration):
                        help_text="If the API key is revoked, entities cannot use it anymore. (This cannot be undone.)",
                    ),
                ),
-                ("created", models.DateTimeField(auto_now_add=True, editable=False)),
+                ("created", models.DateTimeField(auto_now=True)),
                (
                    "whitelisted_ips",
                    models.JSONField(
@@ -117,11 +110,7 @@ class Migration(migrations.Migration):
                "constraints": [
                    models.UniqueConstraint(
                        fields=("tenant_id", "prefix"), name="unique_api_key_prefixes"
-                    ),
-                    models.UniqueConstraint(
-                        fields=("tenant_id", "name"),
-                        name="unique_api_key_name_per_tenant",
-                    ),
+                    )
                ],
            },
        ),
@@ -1,21 +0,0 @@
-# Generated by Django 5.1.12 on 2025-10-07 10:41
-
-from django.db import migrations, models
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0048_api_key"),
-    ]
-    operations = [
-        migrations.AddField(
-            model_name="compliancerequirementoverview",
-            name="passed_findings",
-            field=models.IntegerField(default=0),
-        ),
-        migrations.AddField(
-            model_name="compliancerequirementoverview",
-            name="total_findings",
-            field=models.IntegerField(default=0),
-        ),
-    ]
@@ -1,266 +0,0 @@
-# Generated by Django 5.1.12 on 2025-10-09 07:50
-
-import json
-import logging
-import uuid
-
-import django.db.models.deletion
-from config.custom_logging import BackendLogger
-from cryptography.fernet import Fernet
-from django.conf import settings
-from django.db import migrations, models
-
-import api.rls
-from api.db_router import MainRouter
-
-logger = logging.getLogger(BackendLogger.API)
-
-
-def migrate_lighthouse_configs_forward(apps, schema_editor):
-    """
-    Migrate data from old LighthouseConfiguration to new multi-provider models.
-    Old system: one LighthouseConfiguration per tenant (always OpenAI).
-    """
-    LighthouseConfiguration = apps.get_model("api", "LighthouseConfiguration")
-    LighthouseProviderConfiguration = apps.get_model(
-        "api", "LighthouseProviderConfiguration"
-    )
-    LighthouseTenantConfiguration = apps.get_model(
-        "api", "LighthouseTenantConfiguration"
-    )
-    LighthouseProviderModels = apps.get_model("api", "LighthouseProviderModels")
-
-    fernet = Fernet(settings.SECRETS_ENCRYPTION_KEY.encode())
-
-    # Migrate only tenants that actually have a LighthouseConfiguration
-    for old_config in (
-        LighthouseConfiguration.objects.using(MainRouter.admin_db)
-        .select_related("tenant")
-        .all()
-    ):
-        tenant = old_config.tenant
-        tenant_id = str(tenant.id)
-
-        try:
-            # Create OpenAI provider configuration for this tenant
-            api_key_decrypted = fernet.decrypt(bytes(old_config.api_key)).decode()
-            credentials_encrypted = fernet.encrypt(
-                json.dumps({"api_key": api_key_decrypted}).encode()
-            )
-            provider_config = LighthouseProviderConfiguration.objects.using(
-                MainRouter.admin_db
-            ).create(
-                tenant=tenant,
-                provider_type="openai",
-                credentials=credentials_encrypted,
-                is_active=old_config.is_active,
-            )
-
-            # Create tenant configuration from old values
-            LighthouseTenantConfiguration.objects.using(MainRouter.admin_db).create(
-                tenant=tenant,
-                business_context=old_config.business_context or "",
-                default_provider="openai",
-                default_models={"openai": old_config.model},
-            )
-
-            # Create initial provider model record
-            LighthouseProviderModels.objects.using(MainRouter.admin_db).create(
-                tenant=tenant,
-                provider_configuration=provider_config,
-                model_id=old_config.model,
-                model_name=old_config.model,
-                default_parameters={},
-            )
-
-        except Exception:
-            logger.exception(
-                "Failed to migrate lighthouse config for tenant %s", tenant_id
-            )
-            continue
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0049_compliancerequirementoverview_passed_failed_findings"),
-    ]
-
-    operations = [
-        migrations.CreateModel(
-            name="LighthouseProviderConfiguration",
-            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)),
-                (
-                    "provider_type",
-                    models.CharField(
-                        choices=[("openai", "OpenAI")],
-                        help_text="LLM provider name",
-                        max_length=50,
-                    ),
-                ),
-                ("base_url", models.URLField(blank=True, null=True)),
-                (
-                    "credentials",
-                    models.BinaryField(
-                        help_text="Encrypted JSON credentials for the provider"
-                    ),
-                ),
-                ("is_active", models.BooleanField(default=True)),
-            ],
-            options={
-                "db_table": "lighthouse_provider_configurations",
-                "abstract": False,
-            },
-        ),
-        migrations.CreateModel(
-            name="LighthouseProviderModels",
-            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)),
-                ("model_id", models.CharField(max_length=100)),
-                ("model_name", models.CharField(max_length=100)),
-                ("default_parameters", models.JSONField(blank=True, default=dict)),
-            ],
-            options={
-                "db_table": "lighthouse_provider_models",
-                "abstract": False,
-            },
-        ),
-        migrations.CreateModel(
-            name="LighthouseTenantConfiguration",
-            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)),
-                ("business_context", models.TextField(blank=True, default="")),
-                ("default_provider", models.CharField(blank=True, max_length=50)),
-                ("default_models", models.JSONField(blank=True, default=dict)),
-            ],
-            options={
-                "db_table": "lighthouse_tenant_config",
-                "abstract": False,
-            },
-        ),
-        migrations.AddField(
-            model_name="lighthouseproviderconfiguration",
-            name="tenant",
-            field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
-            ),
-        ),
-        migrations.AddField(
-            model_name="lighthouseprovidermodels",
-            name="provider_configuration",
-            field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE,
-                related_name="available_models",
-                to="api.lighthouseproviderconfiguration",
-            ),
-        ),
-        migrations.AddField(
-            model_name="lighthouseprovidermodels",
-            name="tenant",
-            field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
-            ),
-        ),
-        migrations.AddField(
-            model_name="lighthousetenantconfiguration",
-            name="tenant",
-            field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
-            ),
-        ),
-        migrations.AddIndex(
-            model_name="lighthouseproviderconfiguration",
-            index=models.Index(
-                fields=["tenant_id", "provider_type"], name="lh_pc_tenant_type_idx"
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="lighthouseproviderconfiguration",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                "tenant_id",
-                name="rls_on_lighthouseproviderconfiguration",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="lighthouseproviderconfiguration",
-            constraint=models.UniqueConstraint(
-                fields=("tenant_id", "provider_type"),
-                name="unique_provider_config_per_tenant",
-            ),
-        ),
-        migrations.AddIndex(
-            model_name="lighthouseprovidermodels",
-            index=models.Index(
-                fields=["tenant_id", "provider_configuration"],
-                name="lh_prov_models_cfg_idx",
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="lighthouseprovidermodels",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                "tenant_id",
-                name="rls_on_lighthouseprovidermodels",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="lighthouseprovidermodels",
-            constraint=models.UniqueConstraint(
-                fields=("tenant_id", "provider_configuration", "model_id"),
-                name="unique_provider_model_per_configuration",
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="lighthousetenantconfiguration",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                "tenant_id",
-                name="rls_on_lighthousetenantconfiguration",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="lighthousetenantconfiguration",
-            constraint=models.UniqueConstraint(
-                fields=("tenant_id",), name="unique_tenant_lighthouse_config"
-            ),
-        ),
-        # Migrate data from old LighthouseConfiguration to new tables
-        # This runs after all tables, indexes, and constraints are created
-        # The old Lighthouse configuration table is not removed, so reverse_code is noop
-        # During rollbacks, the old Lighthouse configuration remains intact while the new tables are removed
-        migrations.RunPython(
-            migrate_lighthouse_configs_forward,
-            reverse_code=migrations.RunPython.noop,
-        ),
-    ]
@@ -220,8 +220,6 @@ class Membership(models.Model):

 class TenantAPIKey(AbstractAPIKey, RowLevelSecurityProtectedModel):
    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
-    name = models.CharField(max_length=100, validators=[MinLengthValidator(3)])
-    created = models.DateTimeField(auto_now_add=True, editable=False)
    prefix = models.CharField(
        max_length=11,
        unique=True,
@@ -257,10 +255,6 @@ class TenantAPIKey(AbstractAPIKey, RowLevelSecurityProtectedModel):
                fields=("tenant_id", "prefix"),
                name="unique_api_key_prefixes",
            ),
-            models.UniqueConstraint(
-                fields=("tenant_id", "name"),
-                name="unique_api_key_name_per_tenant",
-            ),
        ]

        indexes = [
@@ -1299,8 +1293,6 @@ class ComplianceRequirementOverview(RowLevelSecurityProtectedModel):
    passed_checks = models.IntegerField(default=0)
    failed_checks = models.IntegerField(default=0)
    total_checks = models.IntegerField(default=0)
-    passed_findings = models.IntegerField(default=0)
-    total_findings = models.IntegerField(default=0)

    scan = models.ForeignKey(
        Scan,
@@ -1873,6 +1865,22 @@ class LighthouseConfiguration(RowLevelSecurityProtectedModel):
    def clean(self):
        super().clean()

+        # Validate temperature
+        if not 0 <= self.temperature <= 1:
+            raise ModelValidationError(
+                detail="Temperature must be between 0 and 1",
+                code="invalid_temperature",
+                pointer="/data/attributes/temperature",
+            )
+
+        # Validate max_tokens
+        if not 500 <= self.max_tokens <= 5000:
+            raise ModelValidationError(
+                detail="Max tokens must be between 500 and 5000",
+                code="invalid_max_tokens",
+                pointer="/data/attributes/max_tokens",
+            )
+
    @property
    def api_key_decoded(self):
        """Return the decrypted API key, or None if unavailable or invalid."""
@@ -1897,6 +1905,15 @@ class LighthouseConfiguration(RowLevelSecurityProtectedModel):
                code="invalid_api_key",
                pointer="/data/attributes/api_key",
            )
+
+        # Validate OpenAI API key format
+        openai_key_pattern = r"^sk-[\w-]+T3BlbkFJ[\w-]+$"
+        if not re.match(openai_key_pattern, value):
+            raise ModelValidationError(
+                detail="Invalid OpenAI API key format.",
+                code="invalid_api_key",
+                pointer="/data/attributes/api_key",
+            )
        self.api_key = fernet.encrypt(value.encode())

    def save(self, *args, **kwargs):
@@ -1959,184 +1976,3 @@ class Processor(RowLevelSecurityProtectedModel):

    class JSONAPIMeta:
        resource_name = "processors"
-
-
-class LighthouseProviderConfiguration(RowLevelSecurityProtectedModel):
-    """
-    Per-tenant configuration for an LLM provider (credentials, base URL, activation).
-
-    One configuration per provider type per tenant.
-    """
-
-    class LLMProviderChoices(models.TextChoices):
-        OPENAI = "openai", _("OpenAI")
-
-    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)
-
-    provider_type = models.CharField(
-        max_length=50,
-        choices=LLMProviderChoices.choices,
-        help_text="LLM provider name",
-    )
-
-    # For OpenAI-compatible providers
-    base_url = models.URLField(blank=True, null=True)
-
-    # Encrypted JSON for provider-specific auth
-    credentials = models.BinaryField(
-        blank=False, null=False, help_text="Encrypted JSON credentials for the provider"
-    )
-
-    is_active = models.BooleanField(default=True)
-
-    def __str__(self):
-        return f"{self.get_provider_type_display()} ({self.tenant_id})"
-
-    def clean(self):
-        super().clean()
-
-    @property
-    def credentials_decoded(self):
-        if not self.credentials:
-            return None
-        try:
-            decrypted_data = fernet.decrypt(bytes(self.credentials))
-            return json.loads(decrypted_data.decode())
-        except (InvalidToken, json.JSONDecodeError) as e:
-            logger.warning("Failed to decrypt provider credentials: %s", e)
-            return None
-        except Exception as e:
-            logger.exception(
-                "Unexpected error while decrypting provider credentials: %s", e
-            )
-            return None
-
-    @credentials_decoded.setter
-    def credentials_decoded(self, value):
-        """
-        Set and encrypt credentials (assumes serializer performed validation).
-        """
-        if not value:
-            raise ModelValidationError(
-                detail="Credentials are required",
-                code="invalid_credentials",
-                pointer="/data/attributes/credentials",
-            )
-        self.credentials = fernet.encrypt(json.dumps(value).encode())
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "lighthouse_provider_configurations"
-
-        constraints = [
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-            models.UniqueConstraint(
-                fields=["tenant_id", "provider_type"],
-                name="unique_provider_config_per_tenant",
-            ),
-        ]
-
-        indexes = [
-            models.Index(
-                fields=["tenant_id", "provider_type"],
-                name="lh_pc_tenant_type_idx",
-            ),
-        ]
-
-    class JSONAPIMeta:
-        resource_name = "lighthouse-providers"
-
-
-class LighthouseTenantConfiguration(RowLevelSecurityProtectedModel):
-    """
-    Tenant-level Lighthouse settings (business context and defaults).
-    One record per tenant.
-    """
-
-    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)
-
-    business_context = models.TextField(blank=True, default="")
-
-    # Preferred provider key (e.g., "openai", "bedrock", "openai_compatible")
-    default_provider = models.CharField(max_length=50, blank=True)
-
-    # Mapping of provider -> model id, e.g., {"openai": "gpt-4o", "bedrock": "anthropic.claude-v2"}
-    default_models = models.JSONField(default=dict, blank=True)
-
-    def __str__(self):
-        return f"Lighthouse Tenant Config for {self.tenant_id}"
-
-    def clean(self):
-        super().clean()
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "lighthouse_tenant_config"
-
-        constraints = [
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-            models.UniqueConstraint(
-                fields=["tenant_id"], name="unique_tenant_lighthouse_config"
-            ),
-        ]
-
-    class JSONAPIMeta:
-        resource_name = "lighthouse-config"
-
-
-class LighthouseProviderModels(RowLevelSecurityProtectedModel):
-    """
-    Per-tenant, per-provider configuration list of available LLM models.
-    RLS-protected; populated via provider API using tenant-scoped credentials.
-    """
-
-    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)
-
-    # Scope to a specific provider configuration within a tenant
-    provider_configuration = models.ForeignKey(
-        LighthouseProviderConfiguration,
-        on_delete=models.CASCADE,
-        related_name="available_models",
-    )
-    model_id = models.CharField(max_length=100)
-
-    # Human-friendly model name
-    model_name = models.CharField(max_length=100)
-
-    # Model-specific default parameters (e.g., temperature, max_tokens)
-    default_parameters = models.JSONField(default=dict, blank=True)
-
-    def __str__(self):
-        return f"{self.provider_configuration.provider_type}:{self.model_id} ({self.tenant_id})"
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "lighthouse_provider_models"
-        constraints = [
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-            models.UniqueConstraint(
-                fields=["tenant_id", "provider_configuration", "model_id"],
-                name="unique_provider_model_per_configuration",
-            ),
-        ]
-        indexes = [
-            models.Index(
-                fields=["tenant_id", "provider_configuration"],
-                name="lh_prov_models_cfg_idx",
-            ),
-        ]
@@ -11,12 +11,11 @@ class APIJSONRenderer(JSONRenderer):
    def render(self, data, accepted_media_type=None, renderer_context=None):
        request = renderer_context.get("request")
        tenant_id = getattr(request, "tenant_id", None) if request else None
-        db_alias = getattr(request, "db_alias", None) if request else None
        include_param_present = "include" in request.query_params if request else False

        # Use rls_transaction if needed for included resources, otherwise do nothing
        context_manager = (
-            rls_transaction(tenant_id, using=db_alias)
+            rls_transaction(tenant_id)
            if tenant_id and include_param_present
            else nullcontext()
        )
@@ -6,14 +6,7 @@ from django.dispatch import receiver
 from django_celery_results.backends.database import DatabaseBackend

 from api.db_utils import delete_related_daily_task
-from api.models import (
-    LighthouseProviderConfiguration,
-    LighthouseTenantConfiguration,
-    Membership,
-    Provider,
-    TenantAPIKey,
-    User,
-)
+from api.models import Membership, Provider, TenantAPIKey, User


 def create_task_result_on_publish(sender=None, headers=None, **kwargs):  # noqa: F841
@@ -63,33 +56,3 @@ def revoke_membership_api_keys(sender, instance, **kwargs):  # noqa: F841
    TenantAPIKey.objects.filter(
        entity=instance.user, tenant_id=instance.tenant.id
    ).update(revoked=True)
-
-
-@receiver(pre_delete, sender=LighthouseProviderConfiguration)
-def cleanup_lighthouse_defaults_before_delete(sender, instance, **kwargs):  # noqa: F841
-    """
-    Ensure tenant Lighthouse defaults do not reference a soon-to-be-deleted provider.
-
-    This runs for both per-instance deletes and queryset (bulk) deletes.
-    """
-    try:
-        tenant_cfg = LighthouseTenantConfiguration.objects.get(
-            tenant_id=instance.tenant_id
-        )
-    except LighthouseTenantConfiguration.DoesNotExist:
-        return
-
-    updated = False
-    defaults = tenant_cfg.default_models or {}
-
-    if instance.provider_type in defaults:
-        defaults.pop(instance.provider_type, None)
-        tenant_cfg.default_models = defaults
-        updated = True
-
-    if tenant_cfg.default_provider == instance.provider_type:
-        tenant_cfg.default_provider = ""
-        updated = True
-
-    if updated:
-        tenant_cfg.save()
@@ -1003,504 +1003,6 @@ class TestCombinedAuthentication:
        assert api_key.last_used_at is not None


-@pytest.mark.django_db
-class TestAPIKeyRLSBypass:
-    """Test RLS bypass fix for API key authentication.
-
-    These tests verify that API key authentication works correctly even when
-    RLS context is not set, which is critical since we don't know the tenant_id
-    until we look up the API key (which itself is protected by RLS).
-
-    The fix ensures all database operations during authentication use the admin
-    database, bypassing RLS constraints.
-    """
-
-    def test_api_key_authentication_without_rls_context(
-        self, create_test_user, tenants_fixture, api_keys_fixture
-    ):
-        """Verify API key authentication works without pre-existing RLS context.
-
-        This is the core fix: authentication must succeed even when prowler.tenant_id
-        is not set, since we need to look up the API key to discover the tenant.
-        """
-        client = APIClient()
-        api_key = api_keys_fixture[0]
-
-        api_key_headers = get_api_key_header(api_key._raw_key)
-        response = client.get(reverse("provider-list"), headers=api_key_headers)
-
-        assert response.status_code == 200
-        assert "data" in response.json()
-
-    def test_api_key_lookup_uses_admin_database(
-        self, create_test_user, tenants_fixture
-    ):
-        """Verify API key lookup uses admin database during authentication.
-
-        The TenantAPIKey model is RLS-protected, so queries against it would
-        normally fail without prowler.tenant_id set. The fix routes lookups
-        to the admin database which bypasses RLS.
-        """
-        client = APIClient()
-        tenant = tenants_fixture[0]
-
-        role = Role.objects.create(
-            tenant_id=tenant.id,
-            name="Admin DB Test Role",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-        UserRoleRelationship.objects.create(
-            user=create_test_user,
-            role=role,
-            tenant_id=tenant.id,
-        )
-
-        api_key, raw_key = TenantAPIKey.objects.create_api_key(
-            name="Admin DB Test Key",
-            tenant_id=tenant.id,
-            entity=create_test_user,
-        )
-
-        api_key_headers = get_api_key_header(raw_key)
-        response = client.get(reverse("provider-list"), headers=api_key_headers)
-
-        assert response.status_code == 200
-
-        api_key.refresh_from_db()
-        assert api_key.last_used_at is not None
-
-    def test_tenant_context_established_after_authentication(
-        self, create_test_user, tenants_fixture, api_keys_fixture
-    ):
-        """Verify correct tenant context is established after API key auth.
-
-        After authentication, the tenant_id from the API key should be used
-        to set up the proper RLS context for subsequent queries.
-        """
-        client = APIClient()
-        api_key = api_keys_fixture[0]
-
-        api_key_headers = get_api_key_header(api_key._raw_key)
-
-        # Use tenant-list endpoint to get actual tenant IDs
-        tenant_response = client.get(reverse("tenant-list"), headers=api_key_headers)
-
-        assert tenant_response.status_code == 200
-        tenant_data = tenant_response.json()["data"]
-        tenant_ids = [t["id"] for t in tenant_data]
-
-        # Verify the API key's tenant is in the list of accessible tenants
-        assert str(api_key.tenant_id) in tenant_ids
-
-    def test_concurrent_authentication_different_tenants(self, tenants_fixture):
-        """Verify multiple API keys from different tenants can authenticate simultaneously.
-
-        This tests that the admin database routing works correctly in concurrent
-        scenarios and doesn't cause tenant isolation issues.
-        """
-        client = APIClient()
-
-        user1 = User.objects.create_user(
-            name="concurrent_user1",
-            email="concurrent1@test.com",
-            password=TEST_PASSWORD,
-        )
-        user2 = User.objects.create_user(
-            name="concurrent_user2",
-            email="concurrent2@test.com",
-            password=TEST_PASSWORD,
-        )
-
-        tenant1 = tenants_fixture[0]
-        tenant2 = tenants_fixture[1]
-
-        Membership.objects.create(user=user1, tenant=tenant1)
-        Membership.objects.create(user=user2, tenant=tenant2)
-
-        role1 = Role.objects.create(
-            tenant_id=tenant1.id,
-            name="Concurrent Role 1",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-        role2 = Role.objects.create(
-            tenant_id=tenant2.id,
-            name="Concurrent Role 2",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-
-        UserRoleRelationship.objects.create(
-            user=user1,
-            role=role1,
-            tenant_id=tenant1.id,
-        )
-        UserRoleRelationship.objects.create(
-            user=user2,
-            role=role2,
-            tenant_id=tenant2.id,
-        )
-
-        api_key1, raw_key1 = TenantAPIKey.objects.create_api_key(
-            name="Concurrent Key 1",
-            tenant_id=tenant1.id,
-            entity=user1,
-        )
-        api_key2, raw_key2 = TenantAPIKey.objects.create_api_key(
-            name="Concurrent Key 2",
-            tenant_id=tenant2.id,
-            entity=user2,
-        )
-
-        headers1 = get_api_key_header(raw_key1)
-        headers2 = get_api_key_header(raw_key2)
-
-        response1 = client.get(reverse("provider-list"), headers=headers1)
-        response2 = client.get(reverse("provider-list"), headers=headers2)
-
-        assert response1.status_code == 200
-        assert response2.status_code == 200
-
-        api_key1.refresh_from_db()
-        api_key2.refresh_from_db()
-
-        assert api_key1.last_used_at is not None
-        assert api_key2.last_used_at is not None
-        assert api_key1.tenant_id == tenant1.id
-        assert api_key2.tenant_id == tenant2.id
-
-    def test_api_key_update_last_used_uses_admin_db(
-        self, create_test_user, tenants_fixture, api_keys_fixture
-    ):
-        """Verify last_used_at update uses admin database.
-
-        The update to last_used_at during authentication must also use the
-        admin database since it occurs before RLS context is established.
-        """
-        client = APIClient()
-        api_key = api_keys_fixture[0]
-
-        assert api_key.last_used_at is None
-
-        api_key_headers = get_api_key_header(api_key._raw_key)
-        first_response = client.get(reverse("provider-list"), headers=api_key_headers)
-
-        assert first_response.status_code == 200
-
-        api_key.refresh_from_db()
-        first_timestamp = api_key.last_used_at
-        assert first_timestamp is not None
-
-        time.sleep(0.1)
-
-        second_response = client.get(reverse("provider-list"), headers=api_key_headers)
-        assert second_response.status_code == 200
-
-        api_key.refresh_from_db()
-        second_timestamp = api_key.last_used_at
-        assert second_timestamp > first_timestamp
-
-    def test_api_key_prefix_lookup_bypasses_rls(
-        self, create_test_user, tenants_fixture
-    ):
-        """Verify prefix-based API key lookup works without RLS context.
-
-        The authentication process splits the key into prefix and encrypted parts,
-        then looks up by prefix. This lookup must work via admin database.
-        """
-        client = APIClient()
-        tenant = tenants_fixture[0]
-
-        role = Role.objects.create(
-            tenant_id=tenant.id,
-            name="Prefix Test Role",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-        UserRoleRelationship.objects.create(
-            user=create_test_user,
-            role=role,
-            tenant_id=tenant.id,
-        )
-
-        api_key, raw_key = TenantAPIKey.objects.create_api_key(
-            name="Prefix Test Key",
-            tenant_id=tenant.id,
-            entity=create_test_user,
-        )
-
-        prefix = raw_key.split(".")[0]
-        assert prefix == api_key.prefix
-
-        api_key_headers = get_api_key_header(raw_key)
-        response = client.get(reverse("provider-list"), headers=api_key_headers)
-
-        assert response.status_code == 200
-
-    def test_expired_api_key_check_uses_admin_db(
-        self, create_test_user, tenants_fixture
-    ):
-        """Verify expired API key validation works via admin database.
-
-        Checking if a key is expired requires reading from TenantAPIKey,
-        which must use admin database during authentication.
-        """
-        client = APIClient()
-        tenant = tenants_fixture[0]
-
-        expired_key, raw_key = TenantAPIKey.objects.create_api_key(
-            name="Expired Test Key",
-            tenant_id=tenant.id,
-            entity=create_test_user,
-            expiry_date=datetime.now(timezone.utc) - timedelta(days=1),
-        )
-
-        api_key_headers = get_api_key_header(raw_key)
-        response = client.get(reverse("provider-list"), headers=api_key_headers)
-
-        assert response.status_code == 401
-        assert "expired" in response.json()["errors"][0]["detail"].lower()
-
-    def test_revoked_api_key_check_uses_admin_db(
-        self, create_test_user, tenants_fixture
-    ):
-        """Verify revoked API key validation works via admin database.
-
-        Checking if a key is revoked requires reading from TenantAPIKey,
-        which must use admin database during authentication.
-        """
-        client = APIClient()
-        tenant = tenants_fixture[0]
-
-        role = Role.objects.create(
-            tenant_id=tenant.id,
-            name="Revoked Test Role",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-        UserRoleRelationship.objects.create(
-            user=create_test_user,
-            role=role,
-            tenant_id=tenant.id,
-        )
-
-        api_key, raw_key = TenantAPIKey.objects.create_api_key(
-            name="Revoked Test Key",
-            tenant_id=tenant.id,
-            entity=create_test_user,
-        )
-
-        api_key.revoked = True
-        api_key.save()
-
-        api_key_headers = get_api_key_header(raw_key)
-        response = client.get(reverse("provider-list"), headers=api_key_headers)
-
-        assert response.status_code == 401
-        assert "revoked" in response.json()["errors"][0]["detail"].lower()
-
-
-@pytest.mark.django_db
-class TestAPIKeyMultiTenantWorkflows:
-    """Test complete multi-tenant workflows using API keys.
-
-    These integration tests verify end-to-end scenarios where API keys
-    are used across different tenants and ensure proper isolation.
-    """
-
-    def test_user_with_multiple_tenant_memberships_api_keys(self, tenants_fixture):
-        """User with memberships in multiple tenants can use different API keys.
-
-        Tests that a user can have separate API keys for different tenants
-        and each key only accesses resources in its tenant.
-        """
-        client = APIClient()
-
-        user = User.objects.create_user(
-            name="multi_tenant_user",
-            email="multitenant@test.com",
-            password=TEST_PASSWORD,
-        )
-
-        tenant1 = tenants_fixture[0]
-        tenant2 = tenants_fixture[1]
-
-        Membership.objects.create(user=user, tenant=tenant1)
-        Membership.objects.create(user=user, tenant=tenant2)
-
-        role1 = Role.objects.create(
-            tenant_id=tenant1.id,
-            name="Multi Tenant Role 1",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-        role2 = Role.objects.create(
-            tenant_id=tenant2.id,
-            name="Multi Tenant Role 2",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-
-        UserRoleRelationship.objects.create(
-            user=user,
-            role=role1,
-            tenant_id=tenant1.id,
-        )
-        UserRoleRelationship.objects.create(
-            user=user,
-            role=role2,
-            tenant_id=tenant2.id,
-        )
-
-        key1, raw_key1 = TenantAPIKey.objects.create_api_key(
-            name="Tenant 1 Key",
-            tenant_id=tenant1.id,
-            entity=user,
-        )
-        key2, raw_key2 = TenantAPIKey.objects.create_api_key(
-            name="Tenant 2 Key",
-            tenant_id=tenant2.id,
-            entity=user,
-        )
-
-        headers1 = get_api_key_header(raw_key1)
-        headers2 = get_api_key_header(raw_key2)
-
-        response1 = client.get(reverse("provider-list"), headers=headers1)
-        response2 = client.get(reverse("provider-list"), headers=headers2)
-
-        assert response1.status_code == 200
-        assert response2.status_code == 200
-
-        me_response1 = client.get(reverse("user-me"), headers=headers1)
-        me_response2 = client.get(reverse("user-me"), headers=headers2)
-
-        assert me_response1.status_code == 200
-        assert me_response2.status_code == 200
-
-        assert me_response1.json()["data"]["id"] == str(user.id)
-        assert me_response2.json()["data"]["id"] == str(user.id)
-
-    def test_api_key_cannot_access_different_tenant_resources(
-        self, tenants_fixture, providers_fixture
-    ):
-        """API key from one tenant cannot access resources from another tenant.
-
-        Verifies RLS enforcement after authentication ensures tenant isolation.
-        """
-        client = APIClient()
-
-        user1 = User.objects.create_user(
-            name="tenant1_user",
-            email="tenant1user@test.com",
-            password=TEST_PASSWORD,
-        )
-        user2 = User.objects.create_user(
-            name="tenant2_user",
-            email="tenant2user@test.com",
-            password=TEST_PASSWORD,
-        )
-
-        tenant1 = tenants_fixture[0]
-        tenant2 = tenants_fixture[1]
-
-        Membership.objects.create(user=user1, tenant=tenant1)
-        Membership.objects.create(user=user2, tenant=tenant2)
-
-        role1 = Role.objects.create(
-            tenant_id=tenant1.id,
-            name="Isolation Test Role 1",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-        role2 = Role.objects.create(
-            tenant_id=tenant2.id,
-            name="Isolation Test Role 2",
-            unlimited_visibility=True,
-            manage_account=True,
-        )
-
-        UserRoleRelationship.objects.create(
-            user=user1,
-            role=role1,
-            tenant_id=tenant1.id,
-        )
-        UserRoleRelationship.objects.create(
-            user=user2,
-            role=role2,
-            tenant_id=tenant2.id,
-        )
-
-        key1, raw_key1 = TenantAPIKey.objects.create_api_key(
-            name="Isolation Key 1",
-            tenant_id=tenant1.id,
-            entity=user1,
-        )
-
-        headers1 = get_api_key_header(raw_key1)
-
-        provider_response = client.get(reverse("provider-list"), headers=headers1)
-        assert provider_response.status_code == 200
-
-        providers_data = provider_response.json()["data"]
-
-        if providers_data:
-            for provider in providers_data:
-                provider_tenant_id = str(tenants_fixture[0].id)
-                assert str(tenant2.id) != provider_tenant_id
-
-    def test_api_key_workflow_create_authenticate_revoke(
-        self, create_test_user_rbac, tenants_fixture
-    ):
-        """Complete workflow: create API key via JWT, use it, then revoke via JWT.
-
-        Tests the full lifecycle using both JWT and API key authentication.
-        """
-        client = APIClient()
-        tenants_fixture[0]
-
-        jwt_access_token, _ = get_api_tokens(
-            client, create_test_user_rbac.email, TEST_PASSWORD
-        )
-        jwt_headers = get_authorization_header(jwt_access_token)
-
-        create_response = client.post(
-            reverse("api-key-list"),
-            data={
-                "data": {
-                    "type": "api-keys",
-                    "attributes": {
-                        "name": "Workflow Test Key",
-                    },
-                }
-            },
-            format="vnd.api+json",
-            headers=jwt_headers,
-        )
-
-        assert create_response.status_code == 201
-        api_key_data = create_response.json()["data"]
-        api_key_id = api_key_data["id"]
-        raw_api_key = api_key_data["attributes"]["api_key"]
-
-        api_key_headers = get_api_key_header(raw_api_key)
-        auth_response = client.get(reverse("provider-list"), headers=api_key_headers)
-        assert auth_response.status_code == 200
-
-        revoke_response = client.delete(
-            reverse("api-key-revoke", kwargs={"pk": api_key_id}),
-            headers=jwt_headers,
-        )
-        assert revoke_response.status_code == 200
-
-        revoked_auth_response = client.get(
-            reverse("provider-list"), headers=api_key_headers
-        )
-        assert revoked_auth_response.status_code == 401
-        assert "revoked" in revoked_auth_response.json()["errors"][0]["detail"].lower()
-
-
 def get_api_key_header(api_key: str) -> dict:
    """Helper to create API key authorization header."""
    return {"Authorization": f"Api-Key {api_key}"}
@@ -1,384 +0,0 @@
-import time
-from datetime import datetime, timedelta, timezone
-from unittest.mock import patch
-from uuid import uuid4
-
-import pytest
-from django.test import RequestFactory
-from rest_framework.exceptions import AuthenticationFailed
-
-from api.authentication import TenantAPIKeyAuthentication
-from api.db_router import MainRouter
-from api.models import TenantAPIKey
-
-
-@pytest.mark.django_db
-class TestTenantAPIKeyAuthentication:
-    @pytest.fixture
-    def auth_backend(self):
-        """Create an instance of TenantAPIKeyAuthentication."""
-        return TenantAPIKeyAuthentication()
-
-    @pytest.fixture
-    def request_factory(self):
-        """Create a Django request factory."""
-        return RequestFactory()
-
-    def test_authenticate_credentials_uses_admin_database(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that _authenticate_credentials routes queries to admin database."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        # Extract the encrypted key part (after the prefix and separator)
-        _, encrypted_key = raw_key.split(TenantAPIKey.objects.separator, 1)
-
-        # Create a mock request
-        request = request_factory.get("/")
-
-        # Call the method
-        entity, auth_dict = auth_backend._authenticate_credentials(
-            request, encrypted_key
-        )
-
-        # Verify that the entity is the user associated with the API key
-        assert entity == api_key.entity
-        assert entity.id == api_key.entity.id
-
-    def test_authenticate_credentials_restores_manager_on_success(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that the manager is restored after successful authentication."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-        _, encrypted_key = raw_key.split(TenantAPIKey.objects.separator, 1)
-
-        # Store the original manager
-        original_manager = TenantAPIKey.objects
-
-        request = request_factory.get("/")
-
-        # Call the method
-        auth_backend._authenticate_credentials(request, encrypted_key)
-
-        # Verify the manager was restored
-        assert TenantAPIKey.objects == original_manager
-
-    def test_authenticate_credentials_restores_manager_on_exception(
-        self, auth_backend, request_factory
-    ):
-        """Test that the manager is restored even when an exception occurs."""
-        # Store the original manager
-        original_manager = TenantAPIKey.objects
-
-        request = request_factory.get("/")
-
-        # Try to authenticate with an invalid key that will raise an exception
-        with pytest.raises(Exception):
-            auth_backend._authenticate_credentials(request, "invalid_encrypted_key")
-
-        # Verify the manager was restored despite the exception
-        assert TenantAPIKey.objects == original_manager
-
-    def test_authenticate_valid_api_key(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test successful authentication with a valid API key."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        # Create a request with the API key in the Authorization header
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        # Authenticate
-        entity, auth_dict = auth_backend.authenticate(request)
-
-        # Verify the entity and auth dict
-        assert entity == api_key.entity
-        assert auth_dict["tenant_id"] == str(api_key.tenant_id)
-        assert auth_dict["sub"] == str(api_key.entity.id)
-        assert auth_dict["api_key_prefix"] == api_key.prefix
-
-        # Verify that last_used_at was updated
-        api_key.refresh_from_db()
-        assert api_key.last_used_at is not None
-        assert (datetime.now(timezone.utc) - api_key.last_used_at).seconds < 5
-
-    def test_authenticate_valid_api_key_uses_admin_database(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that authenticate uses admin database for API key lookup."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        # Mock the manager's using method to verify it's called with admin_db
-        with patch.object(
-            TenantAPIKey.objects, "using", wraps=TenantAPIKey.objects.using
-        ) as mock_using:
-            auth_backend.authenticate(request)
-
-            # Verify that .using('admin') was called
-            mock_using.assert_called_with(MainRouter.admin_db)
-
-    def test_authenticate_invalid_key_format_missing_separator(
-        self, auth_backend, request_factory
-    ):
-        """Test authentication fails with invalid API key format (no separator)."""
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = "Api-Key invalid_key_no_separator"
-
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "Invalid API Key."
-
-    def test_authenticate_invalid_key_format_empty_prefix(
-        self, auth_backend, request_factory
-    ):
-        """Test authentication fails with empty prefix."""
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = "Api-Key .encrypted_part"
-
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "Invalid API Key."
-
-    def test_authenticate_invalid_encrypted_key(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test authentication fails with invalid encrypted key."""
-        api_key = api_keys_fixture[0]
-
-        # Create an invalid key with valid prefix but invalid encryption
-        invalid_key = f"{api_key.prefix}.invalid_encrypted_data"
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {invalid_key}"
-
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "Invalid API Key."
-
-    def test_authenticate_revoked_api_key(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test authentication fails with a revoked API key."""
-        # Use the revoked API key (index 2 from fixture)
-        api_key = api_keys_fixture[2]
-        raw_key = api_key._raw_key
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        # The revoked key should fail during credential validation
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "This API Key has been revoked."
-
-    def test_authenticate_expired_api_key(
-        self, auth_backend, create_test_user, tenants_fixture, request_factory
-    ):
-        """Test authentication fails with an expired API key."""
-        tenant = tenants_fixture[0]
-        user = create_test_user
-
-        # Create an expired API key
-        api_key, raw_key = TenantAPIKey.objects.create_api_key(
-            name="Expired API Key",
-            tenant_id=tenant.id,
-            entity=user,
-            expiry_date=datetime.now(timezone.utc) - timedelta(days=1),
-        )
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "API Key has already expired."
-
-    def test_authenticate_nonexistent_api_key(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test authentication fails when API key doesn't exist in database."""
-        # Create a valid-looking encrypted key with a non-existent UUID
-        api_key = api_keys_fixture[0]
-        non_existent_uuid = str(uuid4())
-
-        # Manually create an encrypted key with a non-existent ID
-        payload = {
-            "_pk": non_existent_uuid,
-            "_exp": (datetime.now(timezone.utc) + timedelta(days=30)).timestamp(),
-        }
-        encrypted_key = auth_backend.key_crypto.generate(payload)
-        fake_key = f"{api_key.prefix}.{encrypted_key}"
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {fake_key}"
-
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "No entity matching this api key."
-
-    def test_authenticate_updates_last_used_at(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that last_used_at is updated on successful authentication."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        # Store the original last_used_at
-        original_last_used = api_key.last_used_at
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        # Authenticate
-        auth_backend.authenticate(request)
-
-        # Refresh from database
-        api_key.refresh_from_db()
-
-        # Verify last_used_at was updated
-        assert api_key.last_used_at is not None
-        if original_last_used:
-            assert api_key.last_used_at > original_last_used
-
-    def test_authenticate_saves_to_admin_database(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that the API key save operation uses admin database."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        # Mock the save method to verify it's called with using='admin'
-        with patch.object(TenantAPIKey, "save") as mock_save:
-            auth_backend.authenticate(request)
-
-            # Verify save was called with using=admin_db
-            mock_save.assert_called_once_with(
-                update_fields=["last_used_at"], using=MainRouter.admin_db
-            )
-
-    def test_authenticate_returns_correct_auth_dict(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that the auth dict contains all required fields."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        entity, auth_dict = auth_backend.authenticate(request)
-
-        # Verify all required fields are present
-        assert "tenant_id" in auth_dict
-        assert "sub" in auth_dict
-        assert "api_key_prefix" in auth_dict
-
-        # Verify values are correct
-        assert auth_dict["tenant_id"] == str(api_key.tenant_id)
-        assert auth_dict["sub"] == str(api_key.entity.id)
-        assert auth_dict["api_key_prefix"] == api_key.prefix
-
-    def test_authenticate_with_multiple_api_keys_same_tenant(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test that authentication works correctly with multiple API keys for the same tenant."""
-        # Test with first API key
-        api_key1 = api_keys_fixture[0]
-        raw_key1 = api_key1._raw_key
-
-        request1 = request_factory.get("/")
-        request1.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key1}"
-
-        entity1, auth_dict1 = auth_backend.authenticate(request1)
-
-        assert entity1 == api_key1.entity
-        assert auth_dict1["api_key_prefix"] == api_key1.prefix
-
-        # Test with second API key
-        api_key2 = api_keys_fixture[1]
-        raw_key2 = api_key2._raw_key
-
-        request2 = request_factory.get("/")
-        request2.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key2}"
-
-        entity2, auth_dict2 = auth_backend.authenticate(request2)
-
-        assert entity2 == api_key2.entity
-        assert auth_dict2["api_key_prefix"] == api_key2.prefix
-
-        # Verify they're different keys but same tenant
-        assert auth_dict1["api_key_prefix"] != auth_dict2["api_key_prefix"]
-        assert auth_dict1["tenant_id"] == auth_dict2["tenant_id"]
-
-    def test_authenticate_with_wrong_prefix_in_db(
-        self, auth_backend, api_keys_fixture, request_factory
-    ):
-        """Test authentication fails when prefix doesn't match database."""
-        api_key = api_keys_fixture[0]
-        raw_key = api_key._raw_key
-
-        # Extract the encrypted part and combine with wrong prefix
-        _, encrypted_part = raw_key.split(TenantAPIKey.objects.separator, 1)
-        wrong_key = f"pk_wrong123.{encrypted_part}"
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {wrong_key}"
-
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "Invalid API Key."
-
-    def test_authenticate_credentials_exception_handling(
-        self, auth_backend, request_factory
-    ):
-        """Test that exceptions in _authenticate_credentials are properly handled."""
-        request = request_factory.get("/")
-
-        # Test with completely invalid data that will cause InvalidToken
-        with pytest.raises(Exception):
-            auth_backend._authenticate_credentials(request, "completely_invalid")
-
-    def test_authenticate_with_expired_timestamp(
-        self, auth_backend, create_test_user, tenants_fixture, request_factory
-    ):
-        """Test that expired timestamp in encrypted key causes authentication failure."""
-        tenant = tenants_fixture[0]
-        user = create_test_user
-
-        # Create an API key with a very short expiry
-        api_key, raw_key = TenantAPIKey.objects.create_api_key(
-            name="Short-lived API Key",
-            tenant_id=tenant.id,
-            entity=user,
-            expiry_date=datetime.now(timezone.utc) + timedelta(seconds=1),
-        )
-
-        # Wait for the key to expire
-        time.sleep(2)
-
-        request = request_factory.get("/")
-        request.META["HTTP_AUTHORIZATION"] = f"Api-Key {raw_key}"
-
-        # Should fail with expired key
-        with pytest.raises(AuthenticationFailed) as exc_info:
-            auth_backend.authenticate(request)
-
-        assert str(exc_info.value.detail) == "API Key has already expired."
@@ -1,13 +0,0 @@
-import re
-
-from rest_framework_json_api import serializers
-
-
-class OpenAICredentialsSerializer(serializers.Serializer):
-    api_key = serializers.CharField()
-
-    def validate_api_key(self, value: str) -> str:
-        pattern = r"^sk-[\w-]+$"
-        if not re.match(pattern, value or ""):
-            raise serializers.ValidationError("Invalid OpenAI API key format.")
-        return value
@@ -105,25 +105,23 @@ from rest_framework_json_api import serializers
                        "type": "string",
                        "description": "The Azure application (client) ID for authentication in Azure AD.",
                    },
-                    "tenant_id": {
-                        "type": "string",
-                        "description": "The Azure tenant ID, representing the directory where the application is "
-                        "registered.",
-                    },
                    "client_secret": {
                        "type": "string",
                        "description": "The client secret associated with the application (client) ID, providing "
                        "secure access.",
                    },
+                    "tenant_id": {
+                        "type": "string",
+                        "description": "The Azure tenant ID, representing the directory where the application is "
+                        "registered.",
+                    },
                    "user": {
                        "type": "email",
                        "description": "User microsoft email address.",
-                        "deprecated": True,
                    },
                    "password": {
                        "type": "string",
                        "description": "User password.",
-                        "deprecated": True,
                    },
                },
                "required": [
@@ -134,30 +132,6 @@ from rest_framework_json_api import serializers
                    "password",
                ],
            },
-            {
-                "type": "object",
-                "title": "M365 Certificate Credentials",
-                "properties": {
-                    "client_id": {
-                        "type": "string",
-                        "description": "The Azure application (client) ID for authentication in Azure AD.",
-                    },
-                    "tenant_id": {
-                        "type": "string",
-                        "description": "The Azure tenant ID, representing the directory where the application is "
-                        "registered.",
-                    },
-                    "certificate_content": {
-                        "type": "string",
-                        "description": "The certificate content in base64 format for certificate-based authentication.",
-                    },
-                },
-                "required": [
-                    "client_id",
-                    "tenant_id",
-                    "certificate_content",
-                ],
-            },
            {
                "type": "object",
                "title": "GCP Static Credentials",
@@ -1,4 +1,3 @@
-import base64
 import json
 from datetime import datetime, timedelta, timezone

@@ -6,10 +5,8 @@ from django.conf import settings
 from django.contrib.auth import authenticate
 from django.contrib.auth.models import update_last_login
 from django.contrib.auth.password_validation import validate_password
-from django.db import IntegrityError
 from drf_spectacular.utils import extend_schema_field
 from jwt.exceptions import InvalidKeyError
-from rest_framework.reverse import reverse
 from rest_framework.validators import UniqueTogetherValidator
 from rest_framework_json_api import serializers
 from rest_framework_json_api.relations import SerializerMethodResourceRelatedField
@@ -27,9 +24,6 @@ from api.models import (
    Invitation,
    InvitationRoleRelationship,
    LighthouseConfiguration,
-    LighthouseProviderConfiguration,
-    LighthouseProviderModels,
-    LighthouseTenantConfiguration,
    Membership,
    Processor,
    Provider,
@@ -59,7 +53,6 @@ from api.v1.serializer_utils.integrations import (
    S3ConfigSerializer,
    SecurityHubConfigSerializer,
 )
-from api.v1.serializer_utils.lighthouse import OpenAICredentialsSerializer
 from api.v1.serializer_utils.processors import ProcessorConfigField
 from api.v1.serializer_utils.providers import ProviderSecretField
 from prowler.lib.mutelist.mutelist import Mutelist
@@ -324,23 +317,6 @@ class UserSerializer(BaseSerializerV1):
        )


-class UserIncludeSerializer(UserSerializer):
-    class Meta:
-        model = User
-        fields = [
-            "id",
-            "name",
-            "email",
-            "company_name",
-            "date_joined",
-            "roles",
-        ]
-
-    included_serializers = {
-        "roles": "api.v1.serializers.RoleIncludeSerializer",
-    }
-
-
 class UserCreateSerializer(BaseWriteSerializer):
    password = serializers.CharField(write_only=True)
    company_name = serializers.CharField(required=False)
@@ -1402,38 +1378,10 @@ class AzureProviderSecret(serializers.Serializer):

 class M365ProviderSecret(serializers.Serializer):
    client_id = serializers.CharField()
-    client_secret = serializers.CharField(required=False)
+    client_secret = serializers.CharField()
    tenant_id = serializers.CharField()
    user = serializers.EmailField(required=False)
    password = serializers.CharField(required=False)
-    certificate_content = serializers.CharField(required=False)
-
-    def validate(self, attrs):
-        if attrs.get("client_secret") and attrs.get("certificate_content"):
-            raise serializers.ValidationError(
-                "You cannot provide both client_secret and certificate_content."
-            )
-        if not attrs.get("client_secret") and not attrs.get("certificate_content"):
-            raise serializers.ValidationError(
-                "You must provide either client_secret or certificate_content."
-            )
-        return super().validate(attrs)
-
-    def validate_certificate_content(self, certificate_content):
-        """Validate that M365 certificate content is valid base64 encoded data."""
-        if certificate_content:
-            try:
-                base64.b64decode(certificate_content, validate=True)
-            except Exception as e:
-                raise ValidationError(
-                    {
-                        "certificate_content": [
-                            f"The provided certificate content is not valid base64 encoded data: {str(e)}"
-                        ]
-                    },
-                    code="m365-certificate-content",
-                )
-        return certificate_content

    class Meta:
        resource_name = "provider-secrets"
@@ -2026,17 +1974,6 @@ class ComplianceOverviewDetailSerializer(serializers.Serializer):
        resource_name = "compliance-requirements-details"


-class ComplianceOverviewDetailThreatscoreSerializer(ComplianceOverviewDetailSerializer):
-    """
-    Serializer for detailed compliance requirement information for Threatscore.
-
-    Includes additional fields specific to the Threatscore framework.
-    """
-
-    passed_findings = serializers.IntegerField()
-    total_findings = serializers.IntegerField()
-
-
 class ComplianceOverviewAttributesSerializer(serializers.Serializer):
    id = serializers.CharField()
    compliance_name = serializers.CharField()
@@ -2756,16 +2693,6 @@ class LighthouseConfigCreateSerializer(RLSSerializer, BaseWriteSerializer):
            "updated_at": {"read_only": True},
        }

-    def validate_temperature(self, value):
-        if not 0 <= value <= 1:
-            raise ValidationError("Temperature must be between 0 and 1.")
-        return value
-
-    def validate_max_tokens(self, value):
-        if not 500 <= value <= 5000:
-            raise ValidationError("Max tokens must be between 500 and 5000.")
-        return value
-
    def validate(self, attrs):
        tenant_id = self.context.get("request").tenant_id
        if LighthouseConfiguration.objects.filter(tenant_id=tenant_id).exists():
@@ -2774,11 +2701,6 @@ class LighthouseConfigCreateSerializer(RLSSerializer, BaseWriteSerializer):
                    "tenant_id": "Lighthouse configuration already exists for this tenant."
                }
            )
-        api_key = attrs.get("api_key")
-        if api_key is not None:
-            OpenAICredentialsSerializer(data={"api_key": api_key}).is_valid(
-                raise_exception=True
-            )
        return super().validate(attrs)

    def create(self, validated_data):
@@ -2823,24 +2745,6 @@ class LighthouseConfigUpdateSerializer(BaseWriteSerializer):
            "max_tokens": {"required": False},
        }

-    def validate_temperature(self, value):
-        if not 0 <= value <= 1:
-            raise ValidationError("Temperature must be between 0 and 1.")
-        return value
-
-    def validate_max_tokens(self, value):
-        if not 500 <= value <= 5000:
-            raise ValidationError("Max tokens must be between 500 and 5000.")
-        return value
-
-    def validate(self, attrs):
-        api_key = attrs.get("api_key", None)
-        if api_key is not None:
-            OpenAICredentialsSerializer(data={"api_key": api_key}).is_valid(
-                raise_exception=True
-            )
-        return super().validate(attrs)
-
    def update(self, instance, validated_data):
        api_key = validated_data.pop("api_key", None)
        instance = super().update(instance, validated_data)
@@ -2875,10 +2779,6 @@ class TenantApiKeySerializer(RLSSerializer):
            "entity",
        ]

-    included_serializers = {
-        "entity": "api.v1.serializers.UserIncludeSerializer",
-    }
-

 class TenantApiKeyCreateSerializer(RLSSerializer, BaseWriteSerializer):
    """Serializer for creating new API keys."""
@@ -2911,13 +2811,6 @@ class TenantApiKeyCreateSerializer(RLSSerializer, BaseWriteSerializer):
            "api_key": {"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 TenantAPIKey.objects.filter(tenant_id=tenant_id, name=value).exists():
-            raise ValidationError("An API key with this name already exists.")
-        return value
-
    def get_api_key(self, obj):
        """Return the raw API key if it was stored during creation."""
        return getattr(obj, "_raw_api_key", None)
@@ -2959,363 +2852,3 @@ class TenantApiKeyUpdateSerializer(RLSSerializer, BaseWriteSerializer):
            "inserted_at": {"read_only": True},
            "last_used_at": {"read_only": True},
        }
-
-    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 (
-            TenantAPIKey.objects.filter(tenant_id=tenant_id, name=value)
-            .exclude(id=self.instance.id)
-            .exists()
-        ):
-            raise ValidationError("An API key with this name already exists.")
-        return value
-
-
-# Lighthouse: Provider configurations
-
-
-class LighthouseProviderConfigSerializer(RLSSerializer):
-    """
-    Read serializer for LighthouseProviderConfiguration.
-    """
-
-    # Decrypted credentials are only returned in to_representation when requested
-    credentials = serializers.JSONField(required=False, read_only=True)
-
-    class Meta:
-        model = LighthouseProviderConfiguration
-        fields = [
-            "id",
-            "inserted_at",
-            "updated_at",
-            "provider_type",
-            "base_url",
-            "is_active",
-            "credentials",
-            "url",
-        ]
-        extra_kwargs = {
-            "id": {"read_only": True},
-            "inserted_at": {"read_only": True},
-            "updated_at": {"read_only": True},
-            "is_active": {"read_only": True},
-            "url": {"read_only": True, "view_name": "lighthouse-providers-detail"},
-        }
-
-    class JSONAPIMeta:
-        resource_name = "lighthouse-providers"
-
-    def to_representation(self, instance):
-        data = super().to_representation(instance)
-        # Support JSON:API fields filter: fields[lighthouse-providers]=credentials,base_url
-        fields_param = self.context.get("request", None) and self.context[
-            "request"
-        ].query_params.get("fields[lighthouse-providers]", "")
-
-        creds = instance.credentials_decoded
-
-        requested_fields = (
-            [f.strip() for f in fields_param.split(",")] if fields_param else []
-        )
-
-        if "credentials" in requested_fields:
-            # Return full decrypted credentials JSON
-            data["credentials"] = creds
-        else:
-            # Return masked credentials by default
-            def mask_value(value):
-                if isinstance(value, str):
-                    return "*" * len(value)
-                if isinstance(value, dict):
-                    return {k: mask_value(v) for k, v in value.items()}
-                if isinstance(value, list):
-                    return [mask_value(v) for v in value]
-                return value
-
-            # Always return masked credentials, even if creds is None
-            if creds is not None:
-                data["credentials"] = mask_value(creds)
-            else:
-                # If credentials_decoded returns None, return None for credentials field
-                data["credentials"] = None
-
-        return data
-
-
-class LighthouseProviderConfigCreateSerializer(RLSSerializer, BaseWriteSerializer):
-    """
-    Create serializer for LighthouseProviderConfiguration.
-    Accepts credentials as JSON; stored encrypted via credentials_decoded.
-    """
-
-    credentials = serializers.JSONField(write_only=True, required=True)
-
-    class Meta:
-        model = LighthouseProviderConfiguration
-        fields = [
-            "provider_type",
-            "base_url",
-            "credentials",
-            "is_active",
-        ]
-        extra_kwargs = {
-            "is_active": {"required": False},
-            "base_url": {"required": False, "allow_null": True},
-        }
-
-    def create(self, validated_data):
-        credentials = validated_data.pop("credentials")
-
-        instance = LighthouseProviderConfiguration(**validated_data)
-        instance.tenant_id = self.context.get("tenant_id")
-        instance.credentials_decoded = credentials
-
-        try:
-            instance.save()
-            return instance
-        except IntegrityError:
-            raise ValidationError(
-                {
-                    "provider_type": "Configuration for this provider already exists for the tenant."
-                }
-            )
-
-    def validate(self, attrs):
-        provider_type = attrs.get("provider_type")
-        credentials = attrs.get("credentials") or {}
-
-        if provider_type == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI:
-            try:
-                OpenAICredentialsSerializer(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)
-
-
-class LighthouseProviderConfigUpdateSerializer(BaseWriteSerializer):
-    """
-    Update serializer for LighthouseProviderConfiguration.
-    """
-
-    credentials = serializers.JSONField(write_only=True, required=False)
-
-    class Meta:
-        model = LighthouseProviderConfiguration
-        fields = [
-            "id",
-            "provider_type",
-            "base_url",
-            "credentials",
-            "is_active",
-        ]
-        extra_kwargs = {
-            "id": {"read_only": True},
-            "provider_type": {"read_only": True},
-            "base_url": {"required": False, "allow_null": True},
-            "is_active": {"required": False},
-        }
-
-    def update(self, instance, validated_data):
-        credentials = validated_data.pop("credentials", None)
-
-        for attr, value in validated_data.items():
-            setattr(instance, attr, value)
-
-        if credentials is not None:
-            instance.credentials_decoded = credentials
-
-        instance.save()
-        return instance
-
-    def validate(self, attrs):
-        provider_type = getattr(self.instance, "provider_type", None)
-        credentials = attrs.get("credentials", None)
-
-        if (
-            credentials is not None
-            and provider_type
-            == LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
-        ):
-            try:
-                OpenAICredentialsSerializer(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)
-
-
-# Lighthouse: Tenant configuration
-
-
-class LighthouseTenantConfigSerializer(RLSSerializer):
-    """
-    Read serializer for LighthouseTenantConfiguration.
-    """
-
-    # Build singleton URL without pk
-    url = serializers.SerializerMethodField()
-
-    def get_url(self, obj):
-        request = self.context.get("request")
-        return reverse("lighthouse-config", request=request)
-
-    class Meta:
-        model = LighthouseTenantConfiguration
-        fields = [
-            "id",
-            "inserted_at",
-            "updated_at",
-            "business_context",
-            "default_provider",
-            "default_models",
-            "url",
-        ]
-        extra_kwargs = {
-            "id": {"read_only": True},
-            "inserted_at": {"read_only": True},
-            "updated_at": {"read_only": True},
-            "url": {"read_only": True},
-        }
-
-
-class LighthouseTenantConfigUpdateSerializer(BaseWriteSerializer):
-    class Meta:
-        model = LighthouseTenantConfiguration
-        fields = [
-            "id",
-            "business_context",
-            "default_provider",
-            "default_models",
-        ]
-        extra_kwargs = {
-            "id": {"read_only": True},
-        }
-
-    def validate(self, attrs):
-        request = self.context.get("request")
-        tenant_id = self.context.get("tenant_id") or (
-            getattr(request, "tenant_id", None) if request else None
-        )
-
-        default_provider = attrs.get(
-            "default_provider", getattr(self.instance, "default_provider", "")
-        )
-        default_models = attrs.get(
-            "default_models", getattr(self.instance, "default_models", {})
-        )
-
-        if default_provider:
-            supported = set(LighthouseProviderConfiguration.LLMProviderChoices.values)
-            if default_provider not in supported:
-                raise ValidationError(
-                    {"default_provider": f"Unsupported provider '{default_provider}'."}
-                )
-            if not LighthouseProviderConfiguration.objects.filter(
-                tenant_id=tenant_id, provider_type=default_provider, is_active=True
-            ).exists():
-                raise ValidationError(
-                    {
-                        "default_provider": f"No active configuration found for '{default_provider}'."
-                    }
-                )
-
-        if default_models is not None and not isinstance(default_models, dict):
-            raise ValidationError(
-                {"default_models": "Must be an object mapping provider -> model_id."}
-            )
-
-        for provider_type, model_id in (default_models or {}).items():
-            provider_cfg = LighthouseProviderConfiguration.objects.filter(
-                tenant_id=tenant_id, provider_type=provider_type, is_active=True
-            ).first()
-            if not provider_cfg:
-                raise ValidationError(
-                    {
-                        "default_models": f"No active configuration for provider '{provider_type}'."
-                    }
-                )
-            if not LighthouseProviderModels.objects.filter(
-                tenant_id=tenant_id,
-                provider_configuration=provider_cfg,
-                model_id=model_id,
-            ).exists():
-                raise ValidationError(
-                    {
-                        "default_models": f"Invalid model '{model_id}' for provider '{provider_type}'."
-                    }
-                )
-
-        return super().validate(attrs)
-
-
-# Lighthouse: Provider models
-
-
-class LighthouseProviderModelsSerializer(RLSSerializer):
-    """
-    Read serializer for LighthouseProviderModels.
-    """
-
-    provider_configuration = serializers.ResourceRelatedField(read_only=True)
-
-    class Meta:
-        model = LighthouseProviderModels
-        fields = [
-            "id",
-            "inserted_at",
-            "updated_at",
-            "provider_configuration",
-            "model_id",
-            "model_name",
-            "default_parameters",
-            "url",
-        ]
-        extra_kwargs = {
-            "id": {"read_only": True},
-            "inserted_at": {"read_only": True},
-            "updated_at": {"read_only": True},
-            "url": {"read_only": True, "view_name": "lighthouse-models-detail"},
-        }
-
-
-class LighthouseProviderModelsCreateSerializer(RLSSerializer, BaseWriteSerializer):
-    provider_configuration = serializers.ResourceRelatedField(
-        queryset=LighthouseProviderConfiguration.objects.all()
-    )
-
-    class Meta:
-        model = LighthouseProviderModels
-        fields = [
-            "provider_configuration",
-            "model_id",
-            "default_parameters",
-        ]
-        extra_kwargs = {
-            "default_parameters": {"required": False},
-        }
-
-
-class LighthouseProviderModelsUpdateSerializer(BaseWriteSerializer):
-    class Meta:
-        model = LighthouseProviderModels
-        fields = [
-            "id",
-            "default_parameters",
-        ]
-        extra_kwargs = {
-            "id": {"read_only": True},
-        }
@@ -17,9 +17,6 @@ from api.v1.views import (
    InvitationAcceptViewSet,
    InvitationViewSet,
    LighthouseConfigViewSet,
-    LighthouseProviderConfigViewSet,
-    LighthouseProviderModelsViewSet,
-    LighthouseTenantConfigViewSet,
    MembershipViewSet,
    OverviewViewSet,
    ProcessorViewSet,
@@ -37,12 +34,12 @@ from api.v1.views import (
    ScheduleViewSet,
    SchemaView,
    TaskViewSet,
-    TenantApiKeyViewSet,
    TenantFinishACSView,
    TenantMembersViewSet,
    TenantViewSet,
    UserRoleRelationshipView,
    UserViewSet,
+    TenantApiKeyViewSet,
 )

 router = routers.DefaultRouter(trailing_slash=False)
@@ -70,16 +67,6 @@ router.register(
    basename="lighthouseconfiguration",
 )
 router.register(r"api-keys", TenantApiKeyViewSet, basename="api-key")
-router.register(
-    r"lighthouse/providers",
-    LighthouseProviderConfigViewSet,
-    basename="lighthouse-providers",
-)
-router.register(
-    r"lighthouse/models",
-    LighthouseProviderModelsViewSet,
-    basename="lighthouse-models",
-)

 tenants_router = routers.NestedSimpleRouter(router, r"tenants", lookup="tenant")
 tenants_router.register(
@@ -150,14 +137,6 @@ 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",
-    ),
    # API endpoint to start SAML SSO flow
    path(
        "auth/saml/initiate/", SAMLInitiateAPIView.as_view(), name="api_saml_initiate"
@@ -1,6 +1,4 @@
-import fnmatch
 import glob
-import json
 import logging
 import os
 from datetime import datetime, timedelta, timezone
@@ -61,13 +59,11 @@ from tasks.tasks import (
    backfill_scan_resource_summaries_task,
    check_integration_connection_task,
    check_lighthouse_connection_task,
-    check_lighthouse_provider_connection_task,
    check_provider_connection_task,
    delete_provider_task,
    delete_tenant_task,
    jira_integration_task,
    perform_scan_task,
-    refresh_lighthouse_provider_models_task,
 )

 from api.base_views import BaseRLSViewSet, BaseTenantViewset, BaseUserViewset
@@ -87,8 +83,6 @@ from api.filters import (
    InvitationFilter,
    LatestFindingFilter,
    LatestResourceFilter,
-    LighthouseProviderConfigFilter,
-    LighthouseProviderModelsFilter,
    MembershipFilter,
    ProcessorFilter,
    ProviderFilter,
@@ -111,9 +105,6 @@ from api.models import (
    Integration,
    Invitation,
    LighthouseConfiguration,
-    LighthouseProviderConfiguration,
-    LighthouseProviderModels,
-    LighthouseTenantConfiguration,
    Membership,
    Processor,
    Provider,
@@ -151,7 +142,6 @@ from api.v1.mixins import PaginateByPkMixin, TaskManagementMixin
 from api.v1.serializers import (
    ComplianceOverviewAttributesSerializer,
    ComplianceOverviewDetailSerializer,
-    ComplianceOverviewDetailThreatscoreSerializer,
    ComplianceOverviewMetadataSerializer,
    ComplianceOverviewSerializer,
    FindingDynamicFilterSerializer,
@@ -168,12 +158,6 @@ from api.v1.serializers import (
    LighthouseConfigCreateSerializer,
    LighthouseConfigSerializer,
    LighthouseConfigUpdateSerializer,
-    LighthouseProviderConfigCreateSerializer,
-    LighthouseProviderConfigSerializer,
-    LighthouseProviderConfigUpdateSerializer,
-    LighthouseProviderModelsSerializer,
-    LighthouseTenantConfigSerializer,
-    LighthouseTenantConfigUpdateSerializer,
    MembershipSerializer,
    OverviewFindingSerializer,
    OverviewProviderSerializer,
@@ -321,7 +305,7 @@ class SchemaView(SpectacularAPIView):

    def get(self, request, *args, **kwargs):
        spectacular_settings.TITLE = "Prowler API"
-        spectacular_settings.VERSION = "1.15.0"
+        spectacular_settings.VERSION = "1.14.0"
        spectacular_settings.DESCRIPTION = (
            "Prowler API specification.\n\nThis file is auto-generated."
        )
@@ -681,48 +665,36 @@ class TenantFinishACSView(FinishACSView):
            .get(email_domain=email_domain)
            .tenant
        )
-
-        # Check if tenant has only one user with MANAGE_ACCOUNT role
-        users_with_manage_account = (
-            UserRoleRelationship.objects.using(MainRouter.admin_db)
-            .filter(role__manage_account=True, tenant_id=tenant.id)
-            .values("user")
-            .distinct()
-            .count()
+        role_name = (
+            extra.get("userType", ["no_permissions"])[0].strip()
+            if extra.get("userType")
+            else "no_permissions"
        )
-
-        # Only apply role mapping from userType if tenant does NOT have exactly one user with MANAGE_ACCOUNT
-        if users_with_manage_account != 1:
-            role_name = (
-                extra.get("userType", ["no_permissions"])[0].strip()
-                if extra.get("userType")
-                else "no_permissions"
+        try:
+            role = Role.objects.using(MainRouter.admin_db).get(
+                name=role_name, tenant=tenant
            )
-            try:
-                role = Role.objects.using(MainRouter.admin_db).get(
-                    name=role_name, tenant=tenant
-                )
-            except Role.DoesNotExist:
-                role = Role.objects.using(MainRouter.admin_db).create(
-                    name=role_name,
-                    tenant=tenant,
-                    manage_users=False,
-                    manage_account=False,
-                    manage_billing=False,
-                    manage_providers=False,
-                    manage_integrations=False,
-                    manage_scans=False,
-                    unlimited_visibility=False,
-                )
-            UserRoleRelationship.objects.using(MainRouter.admin_db).filter(
-                user=user,
-                tenant_id=tenant.id,
-            ).delete()
-            UserRoleRelationship.objects.using(MainRouter.admin_db).create(
-                user=user,
-                role=role,
-                tenant_id=tenant.id,
+        except Role.DoesNotExist:
+            role = Role.objects.using(MainRouter.admin_db).create(
+                name=role_name,
+                tenant=tenant,
+                manage_users=False,
+                manage_account=False,
+                manage_billing=False,
+                manage_providers=False,
+                manage_integrations=False,
+                manage_scans=False,
+                unlimited_visibility=False,
            )
+        UserRoleRelationship.objects.using(MainRouter.admin_db).filter(
+            user=user,
+            tenant_id=tenant.id,
+        ).delete()
+        UserRoleRelationship.objects.using(MainRouter.admin_db).create(
+            user=user,
+            role=role,
+            tenant_id=tenant.id,
+        )
        membership, _ = Membership.objects.using(MainRouter.admin_db).get_or_create(
            user=user,
            tenant=tenant,
@@ -1608,25 +1580,6 @@ class ProviderViewSet(BaseRLSViewSet):
        },
        request=None,
    ),
-    threatscore=extend_schema(
-        tags=["Scan"],
-        summary="Retrieve threatscore report",
-        description="Download a specific threatscore report (e.g., 'prowler_threatscore_aws') as a PDF file.",
-        request=None,
-        responses={
-            200: OpenApiResponse(
-                description="PDF file containing the threatscore report"
-            ),
-            202: OpenApiResponse(description="The task is in progress"),
-            401: OpenApiResponse(
-                description="API key missing or user not Authenticated"
-            ),
-            403: OpenApiResponse(description="There is a problem with credentials"),
-            404: OpenApiResponse(
-                description="The scan has no threatscore reports, or the threatscore report generation task has not started yet"
-            ),
-        },
-    ),
 )
@method_decorator(CACHE_DECORATOR, name="list")
@method_decorator(CACHE_DECORATOR, name="retrieve")
@@ -1683,9 +1636,6 @@ class ScanViewSet(BaseRLSViewSet):
            if hasattr(self, "response_serializer_class"):
                return self.response_serializer_class
            return ScanComplianceReportSerializer
-        elif self.action == "threatscore":
-            if hasattr(self, "response_serializer_class"):
-                return self.response_serializer_class
        return super().get_serializer_class()

    def partial_update(self, request, *args, **kwargs):
@@ -1790,18 +1740,7 @@ class ScanViewSet(BaseRLSViewSet):
                        status=status.HTTP_502_BAD_GATEWAY,
                    )
                contents = resp.get("Contents", [])
-                keys = []
-                for obj in contents:
-                    key = obj["Key"]
-                    key_basename = os.path.basename(key)
-                    if any(ch in suffix for ch in ("*", "?", "[")):
-                        if fnmatch.fnmatch(key_basename, suffix):
-                            keys.append(key)
-                    elif key_basename == suffix:
-                        keys.append(key)
-                    elif key.endswith(suffix):
-                        # Backward compatibility if suffix already includes directories
-                        keys.append(key)
+                keys = [obj["Key"] for obj in contents if obj["Key"].endswith(suffix)]
                if not keys:
                    return Response(
                        {
@@ -1928,45 +1867,6 @@ class ScanViewSet(BaseRLSViewSet):
        content, filename = loader
        return self._serve_file(content, filename, "text/csv")

-    @action(
-        detail=True,
-        methods=["get"],
-        url_name="threatscore",
-    )
-    def threatscore(self, request, pk=None):
-        scan = self.get_object()
-        running_resp = self._get_task_status(scan)
-        if running_resp:
-            return running_resp
-
-        if not scan.output_location:
-            return Response(
-                {
-                    "detail": "The scan has no reports, or the threatscore report generation task has not started yet."
-                },
-                status=status.HTTP_404_NOT_FOUND,
-            )
-
-        if scan.output_location.startswith("s3://"):
-            bucket = env.str("DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET", "")
-            key_prefix = scan.output_location.removeprefix(f"s3://{bucket}/")
-            prefix = os.path.join(
-                os.path.dirname(key_prefix),
-                "threatscore",
-                "*_threatscore_report.pdf",
-            )
-            loader = self._load_file(prefix, s3=True, bucket=bucket, list_objects=True)
-        else:
-            base = os.path.dirname(scan.output_location)
-            pattern = os.path.join(base, "threatscore", "*_threatscore_report.pdf")
-            loader = self._load_file(pattern, s3=False)
-
-        if isinstance(loader, Response):
-            return loader
-
-        content, filename = loader
-        return self._serve_file(content, filename, "application/pdf")
-
    def create(self, request, *args, **kwargs):
        input_serializer = self.get_serializer(data=request.data)
        input_serializer.is_valid(raise_exception=True)
@@ -3536,16 +3436,15 @@ class ComplianceOverviewViewSet(BaseRLSViewSet, TaskManagementMixin):
            )
        filtered_queryset = self.filter_queryset(self.get_queryset())

-        all_requirements = filtered_queryset.values(
-            "requirement_id",
-            "framework",
-            "version",
-            "description",
-        ).annotate(
-            total_instances=Count("id"),
-            manual_count=Count("id", filter=Q(requirement_status="MANUAL")),
-            passed_findings_sum=Sum("passed_findings"),
-            total_findings_sum=Sum("total_findings"),
+        all_requirements = (
+            filtered_queryset.values(
+                "requirement_id", "framework", "version", "description"
+            )
+            .distinct()
+            .annotate(
+                total_instances=Count("id"),
+                manual_count=Count("id", filter=Q(requirement_status="MANUAL")),
+            )
        )

        passed_instances = (
@@ -3564,8 +3463,6 @@ class ComplianceOverviewViewSet(BaseRLSViewSet, TaskManagementMixin):
            total_instances = requirement["total_instances"]
            passed_count = passed_counts.get(requirement_id, 0)
            is_manual = requirement["manual_count"] == total_instances
-            passed_findings = requirement["passed_findings_sum"] or 0
-            total_findings = requirement["total_findings_sum"] or 0
            if is_manual:
                requirement_status = "MANUAL"
            elif passed_count == total_instances:
@@ -3580,19 +3477,10 @@ class ComplianceOverviewViewSet(BaseRLSViewSet, TaskManagementMixin):
                    "version": requirement["version"],
                    "description": requirement["description"],
                    "status": requirement_status,
-                    "passed_findings": passed_findings,
-                    "total_findings": total_findings,
                }
            )

-        # Use different serializer for threatscore framework
-        if "threatscore" not in compliance_id:
-            serializer = self.get_serializer(requirements_summary, many=True)
-        else:
-            serializer = ComplianceOverviewDetailThreatscoreSerializer(
-                requirements_summary, many=True
-            )
-
+        serializer = self.get_serializer(requirements_summary, many=True)
        return Response(serializer.data, status=status.HTTP_200_OK)

    @action(detail=False, methods=["get"], url_name="attributes")
@@ -4191,25 +4079,21 @@ class IntegrationJiraViewSet(BaseRLSViewSet):
        tags=["Lighthouse AI"],
        summary="List all Lighthouse AI configurations",
        description="Retrieve a list of all Lighthouse AI configurations.",
-        deprecated=True,
    ),
    create=extend_schema(
        tags=["Lighthouse AI"],
        summary="Create a new Lighthouse AI configuration",
        description="Create a new Lighthouse AI configuration with the specified details.",
-        deprecated=True,
    ),
    partial_update=extend_schema(
        tags=["Lighthouse AI"],
        summary="Partially update a Lighthouse AI configuration",
        description="Update certain fields of an existing Lighthouse AI configuration.",
-        deprecated=True,
    ),
    destroy=extend_schema(
        tags=["Lighthouse AI"],
        summary="Delete a Lighthouse AI configuration",
        description="Remove a Lighthouse AI configuration by its ID.",
-        deprecated=True,
    ),
    connection=extend_schema(
        tags=["Lighthouse AI"],
@@ -4217,7 +4101,6 @@ class IntegrationJiraViewSet(BaseRLSViewSet):
        description="Verify the connection to the OpenAI API for a specific Lighthouse AI configuration.",
        request=None,
        responses={202: OpenApiResponse(response=TaskSerializer)},
-        deprecated=True,
    ),
 )
 class LighthouseConfigViewSet(BaseRLSViewSet):
@@ -4268,273 +4151,6 @@ class LighthouseConfigViewSet(BaseRLSViewSet):
        )


-@extend_schema_view(
-    list=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="List all LLM provider configs",
-        description="Retrieve all LLM provider configurations for the current tenant",
-    ),
-    retrieve=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Retrieve LLM provider config",
-        description="Get details for a specific provider configuration in the current tenant.",
-    ),
-    create=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Create LLM provider config",
-        description="Create a per-tenant configuration for an LLM provider. Only one configuration per provider type is allowed per tenant.",
-    ),
-    partial_update=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Update LLM provider config",
-        description="Partially update a provider configuration (e.g., base_url, is_active).",
-    ),
-    destroy=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Delete LLM provider config",
-        description="Delete a provider configuration. Any tenant defaults that reference this provider are cleared during deletion.",
-    ),
-)
-class LighthouseProviderConfigViewSet(BaseRLSViewSet):
-    queryset = LighthouseProviderConfiguration.objects.all()
-    serializer_class = LighthouseProviderConfigSerializer
-    http_method_names = ["get", "post", "patch", "delete"]
-    filterset_class = LighthouseProviderConfigFilter
-
-    def get_queryset(self):
-        if getattr(self, "swagger_fake_view", False):
-            return LighthouseProviderConfiguration.objects.none()
-        return LighthouseProviderConfiguration.objects.filter(
-            tenant_id=self.request.tenant_id
-        )
-
-    def get_serializer_class(self):
-        if self.action == "create":
-            return LighthouseProviderConfigCreateSerializer
-        elif self.action == "partial_update":
-            return LighthouseProviderConfigUpdateSerializer
-        elif self.action in ["connection", "refresh_models"]:
-            return TaskSerializer
-        return super().get_serializer_class()
-
-    def create(self, request, *args, **kwargs):
-        serializer = self.get_serializer(data=request.data)
-        serializer.is_valid(raise_exception=True)
-        instance = serializer.save()
-
-        read_serializer = LighthouseProviderConfigSerializer(
-            instance, context=self.get_serializer_context()
-        )
-        headers = self.get_success_headers(read_serializer.data)
-        return Response(
-            data=read_serializer.data,
-            status=status.HTTP_201_CREATED,
-            headers=headers,
-        )
-
-    def partial_update(self, request, *args, **kwargs):
-        instance = self.get_object()
-        serializer = self.get_serializer(
-            instance,
-            data=request.data,
-            partial=True,
-            context=self.get_serializer_context(),
-        )
-        serializer.is_valid(raise_exception=True)
-        serializer.save()
-        read_serializer = LighthouseProviderConfigSerializer(
-            instance, context=self.get_serializer_context()
-        )
-        return Response(data=read_serializer.data, status=status.HTTP_200_OK)
-
-    @extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Check LLM provider connection",
-        description="Validate provider credentials asynchronously and toggle is_active.",
-        request=None,
-        responses={202: OpenApiResponse(response=TaskSerializer)},
-    )
-    @action(detail=True, methods=["post"], url_name="connection")
-    def connection(self, request, pk=None):
-        instance = self.get_object()
-        if (
-            instance.provider_type
-            != LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
-        ):
-            return Response(
-                data={
-                    "errors": [{"detail": "Only 'openai' provider supported in MVP"}]
-                },
-                status=status.HTTP_400_BAD_REQUEST,
-            )
-
-        with transaction.atomic():
-            task = check_lighthouse_provider_connection_task.delay(
-                provider_config_id=str(instance.id), tenant_id=self.request.tenant_id
-            )
-
-        prowler_task = Task.objects.get(id=task.id)
-        serializer = TaskSerializer(prowler_task)
-        return Response(
-            data=serializer.data,
-            status=status.HTTP_202_ACCEPTED,
-            headers={
-                "Content-Location": reverse(
-                    "task-detail", kwargs={"pk": prowler_task.id}
-                )
-            },
-        )
-
-    @extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Refresh LLM models catalog",
-        description="Fetch available models for this provider configuration and upsert into catalog.",
-        request=None,
-        responses={202: OpenApiResponse(response=TaskSerializer)},
-    )
-    @action(
-        detail=True,
-        methods=["post"],
-        url_path="refresh-models",
-        url_name="refresh-models",
-    )
-    def refresh_models(self, request, pk=None):
-        instance = self.get_object()
-        if (
-            instance.provider_type
-            != LighthouseProviderConfiguration.LLMProviderChoices.OPENAI
-        ):
-            return Response(
-                data={
-                    "errors": [{"detail": "Only 'openai' provider supported in MVP"}]
-                },
-                status=status.HTTP_400_BAD_REQUEST,
-            )
-
-        with transaction.atomic():
-            task = refresh_lighthouse_provider_models_task.delay(
-                provider_config_id=str(instance.id), tenant_id=self.request.tenant_id
-            )
-
-        prowler_task = Task.objects.get(id=task.id)
-        serializer = TaskSerializer(prowler_task)
-        return Response(
-            data=serializer.data,
-            status=status.HTTP_202_ACCEPTED,
-            headers={
-                "Content-Location": reverse(
-                    "task-detail", kwargs={"pk": prowler_task.id}
-                )
-            },
-        )
-
-
-@extend_schema_view(
-    list=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Get Lighthouse AI Tenant config",
-        description="Retrieve current tenant-level Lighthouse AI settings. Returns a single configuration object.",
-    ),
-    partial_update=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Update Lighthouse AI Tenant config",
-        description="Update tenant-level settings. Validates that the default provider is configured and active and that default model IDs exist for the chosen providers. Auto-creates configuration if it doesn't exist.",
-    ),
-)
-class LighthouseTenantConfigViewSet(BaseRLSViewSet):
-    """
-    Singleton endpoint for tenant-level Lighthouse AI configuration.
-
-    This viewset implements a true singleton pattern:
-    - GET returns the single configuration object (or 404 if not found)
-    - PATCH updates/creates the configuration (upsert semantics)
-    - No ID is required in the URL
-    """
-
-    queryset = LighthouseTenantConfiguration.objects.all()
-    serializer_class = LighthouseTenantConfigSerializer
-    http_method_names = ["get", "patch"]
-
-    def get_queryset(self):
-        if getattr(self, "swagger_fake_view", False):
-            return LighthouseTenantConfiguration.objects.none()
-        return LighthouseTenantConfiguration.objects.filter(
-            tenant_id=self.request.tenant_id
-        )
-
-    def get_serializer_class(self):
-        if self.action == "partial_update":
-            return LighthouseTenantConfigUpdateSerializer
-        return super().get_serializer_class()
-
-    def get_object(self):
-        """Retrieve the singleton instance for the current tenant."""
-        obj = LighthouseTenantConfiguration.objects.filter(
-            tenant_id=self.request.tenant_id
-        ).first()
-        if obj is None:
-            raise NotFound("Tenant Lighthouse configuration not found")
-        self.check_object_permissions(self.request, obj)
-        return obj
-
-    def list(self, request, *args, **kwargs):
-        """GET endpoint for singleton - returns single object, not an array."""
-        instance = self.get_object()
-        serializer = self.get_serializer(instance)
-        return Response(serializer.data)
-
-    def partial_update(self, request, *args, **kwargs):
-        """PATCH endpoint for singleton - no pk required. Auto-creates if not exists."""
-        # Auto-create tenant config if it doesn't exist (upsert semantics)
-        instance, created = LighthouseTenantConfiguration.objects.get_or_create(
-            tenant_id=self.request.tenant_id,
-            defaults={},
-        )
-
-        # Extract attributes from JSON:API payload
-        try:
-            payload = json.loads(request.body)
-            attributes = payload.get("data", {}).get("attributes", {})
-        except (json.JSONDecodeError, AttributeError):
-            raise ValidationError("Invalid JSON:API payload")
-
-        serializer = self.get_serializer(instance, data=attributes, partial=True)
-        serializer.is_valid(raise_exception=True)
-        serializer.save()
-        read_serializer = LighthouseTenantConfigSerializer(
-            instance, context=self.get_serializer_context()
-        )
-        return Response(read_serializer.data, status=status.HTTP_200_OK)
-
-
-@extend_schema_view(
-    list=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="List all LLM models",
-        description="List available LLM models per configured provider for the current tenant.",
-    ),
-    retrieve=extend_schema(
-        tags=["Lighthouse AI"],
-        summary="Retrieve LLM model details",
-        description="Get details for a specific LLM model.",
-    ),
-)
-class LighthouseProviderModelsViewSet(BaseRLSViewSet):
-    queryset = LighthouseProviderModels.objects.all()
-    serializer_class = LighthouseProviderModelsSerializer
-    filterset_class = LighthouseProviderModelsFilter
-    # Expose as read-only catalog collection
-    http_method_names = ["get"]
-
-    def get_queryset(self):
-        if getattr(self, "swagger_fake_view", False):
-            return LighthouseProviderModels.objects.none()
-        return LighthouseProviderModels.objects.filter(tenant_id=self.request.tenant_id)
-
-    def get_serializer_class(self):
-        return super().get_serializer_class()
-
-
@extend_schema_view(
    list=extend_schema(
        tags=["Processor"],
@@ -5,39 +5,24 @@ DEBUG = env.bool("DJANGO_DEBUG", default=True)
 ALLOWED_HOSTS = env.list("DJANGO_ALLOWED_HOSTS", default=["*"])

 # Database
-default_db_name = env("POSTGRES_DB", default="prowler_db")
-default_db_user = env("POSTGRES_USER", default="prowler_user")
-default_db_password = env("POSTGRES_PASSWORD", default="prowler")
-default_db_host = env("POSTGRES_HOST", default="postgres-db")
-default_db_port = env("POSTGRES_PORT", default="5432")
-
 DATABASES = {
    "prowler_user": {
        "ENGINE": "psqlextra.backend",
-        "NAME": default_db_name,
-        "USER": default_db_user,
-        "PASSWORD": default_db_password,
-        "HOST": default_db_host,
-        "PORT": default_db_port,
+        "NAME": env("POSTGRES_DB", default="prowler_db"),
+        "USER": env("POSTGRES_USER", default="prowler_user"),
+        "PASSWORD": env("POSTGRES_PASSWORD", default="prowler"),
+        "HOST": env("POSTGRES_HOST", default="postgres-db"),
+        "PORT": env("POSTGRES_PORT", default="5432"),
    },
    "admin": {
        "ENGINE": "psqlextra.backend",
-        "NAME": default_db_name,
+        "NAME": env("POSTGRES_DB", default="prowler_db"),
        "USER": env("POSTGRES_ADMIN_USER", default="prowler"),
        "PASSWORD": env("POSTGRES_ADMIN_PASSWORD", default="S3cret"),
-        "HOST": default_db_host,
-        "PORT": default_db_port,
-    },
-    "replica": {
-        "ENGINE": "psqlextra.backend",
-        "NAME": env("POSTGRES_REPLICA_DB", default=default_db_name),
-        "USER": env("POSTGRES_REPLICA_USER", default=default_db_user),
-        "PASSWORD": env("POSTGRES_REPLICA_PASSWORD", default=default_db_password),
-        "HOST": env("POSTGRES_REPLICA_HOST", default=default_db_host),
-        "PORT": env("POSTGRES_REPLICA_PORT", default=default_db_port),
+        "HOST": env("POSTGRES_HOST", default="postgres-db"),
+        "PORT": env("POSTGRES_PORT", default="5432"),
    },
 }
-
 DATABASES["default"] = DATABASES["prowler_user"]

 REST_FRAMEWORK["DEFAULT_RENDERER_CLASSES"] = tuple(  # noqa: F405
@@ -6,37 +6,22 @@ ALLOWED_HOSTS = env.list("DJANGO_ALLOWED_HOSTS", default=["localhost", "127.0.0.

 # Database
 # TODO Use Django database routers https://docs.djangoproject.com/en/5.0/topics/db/multi-db/#automatic-database-routing
-default_db_name = env("POSTGRES_DB")
-default_db_user = env("POSTGRES_USER")
-default_db_password = env("POSTGRES_PASSWORD")
-default_db_host = env("POSTGRES_HOST")
-default_db_port = env("POSTGRES_PORT")
-
 DATABASES = {
    "prowler_user": {
-        "ENGINE": "psqlextra.backend",
-        "NAME": default_db_name,
-        "USER": default_db_user,
-        "PASSWORD": default_db_password,
-        "HOST": default_db_host,
-        "PORT": default_db_port,
+        "ENGINE": "django.db.backends.postgresql",
+        "NAME": env("POSTGRES_DB"),
+        "USER": env("POSTGRES_USER"),
+        "PASSWORD": env("POSTGRES_PASSWORD"),
+        "HOST": env("POSTGRES_HOST"),
+        "PORT": env("POSTGRES_PORT"),
    },
    "admin": {
        "ENGINE": "psqlextra.backend",
-        "NAME": default_db_name,
+        "NAME": env("POSTGRES_DB"),
        "USER": env("POSTGRES_ADMIN_USER"),
        "PASSWORD": env("POSTGRES_ADMIN_PASSWORD"),
-        "HOST": default_db_host,
-        "PORT": default_db_port,
-    },
-    "replica": {
-        "ENGINE": "psqlextra.backend",
-        "NAME": env("POSTGRES_REPLICA_DB", default=default_db_name),
-        "USER": env("POSTGRES_REPLICA_USER", default=default_db_user),
-        "PASSWORD": env("POSTGRES_REPLICA_PASSWORD", default=default_db_password),
-        "HOST": env("POSTGRES_REPLICA_HOST", default=default_db_host),
-        "PORT": env("POSTGRES_REPLICA_PORT", default=default_db_port),
+        "HOST": env("POSTGRES_HOST"),
+        "PORT": env("POSTGRES_PORT"),
    },
 }
-
 DATABASES["default"] = DATABASES["prowler_user"]
@@ -20,10 +20,6 @@ from prowler.lib.outputs.asff.asff import ASFF
 from prowler.lib.outputs.compliance.aws_well_architected.aws_well_architected import (
    AWSWellArchitected,
 )
-from prowler.lib.outputs.compliance.c5.c5_aws import AWSC5
-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
 from prowler.lib.outputs.compliance.cis.cis_aws import AWSCIS
 from prowler.lib.outputs.compliance.cis.cis_azure import AzureCIS
 from prowler.lib.outputs.compliance.cis.cis_gcp import GCPCIS
@@ -77,15 +73,12 @@ COMPLIANCE_CLASS_MAP = {
        (lambda name: name.startswith("iso27001_"), AWSISO27001),
        (lambda name: name.startswith("kisa"), AWSKISAISMSP),
        (lambda name: name == "prowler_threatscore_aws", ProwlerThreatScoreAWS),
-        (lambda name: name == "ccc_aws", CCC_AWS),
-        (lambda name: name.startswith("c5_"), AWSC5),
    ],
    "azure": [
        (lambda name: name.startswith("cis_"), AzureCIS),
        (lambda name: name == "mitre_attack_azure", AzureMitreAttack),
        (lambda name: name.startswith("ens_"), AzureENS),
        (lambda name: name.startswith("iso27001_"), AzureISO27001),
-        (lambda name: name == "ccc_azure", CCC_Azure),
        (lambda name: name == "prowler_threatscore_azure", ProwlerThreatScoreAzure),
    ],
    "gcp": [
@@ -94,7 +87,6 @@ COMPLIANCE_CLASS_MAP = {
        (lambda name: name.startswith("ens_"), GCPENS),
        (lambda name: name.startswith("iso27001_"), GCPISO27001),
        (lambda name: name == "prowler_threatscore_gcp", ProwlerThreatScoreGCP),
-        (lambda name: name == "ccc_gcp", CCC_GCP),
    ],
    "kubernetes": [
        (lambda name: name.startswith("cis_"), KubernetesCIS),
@@ -183,21 +175,18 @@ def get_s3_client():
    return s3_client


-def _upload_to_s3(
-    tenant_id: str, scan_id: str, local_path: str, relative_key: str
-) -> str | None:
+def _upload_to_s3(tenant_id: str, zip_path: str, scan_id: str) -> str | None:
    """
-    Upload a local artifact to an S3 bucket under the tenant/scan prefix.
-
+    Upload the specified ZIP file to an S3 bucket.
+    If the S3 bucket environment variables are not configured,
+    the function returns None without performing an upload.
    Args:
-        tenant_id (str): The tenant identifier used as the first segment of the S3 key.
-        scan_id (str): The scan identifier used as the second segment of the S3 key.
-        local_path (str): Filesystem path to the artifact to upload.
-        relative_key (str): Object key relative to `<tenant_id>/<scan_id>/`.
-
+        tenant_id (str): The tenant identifier, used as part of the S3 key prefix.
+        zip_path (str): The local file system path to the ZIP file to be uploaded.
+        scan_id (str): The scan identifier, used as part of the S3 key prefix.
    Returns:
-        str | None: S3 URI of the uploaded artifact, or None if the upload is skipped.
-
+        str: The S3 URI of the uploaded file (e.g., "s3://<bucket>/<key>") if successful.
+        None: If the required environment variables for the S3 bucket are not set.
    Raises:
        botocore.exceptions.ClientError: If the upload attempt to S3 fails for any reason.
    """
@@ -205,26 +194,34 @@ def _upload_to_s3(
    if not bucket:
        return

-    if not relative_key:
-        return
-
-    if not os.path.isfile(local_path):
-        return
-
    try:
        s3 = get_s3_client()

-        s3_key = f"{tenant_id}/{scan_id}/{relative_key}"
-        s3.upload_file(Filename=local_path, Bucket=bucket, Key=s3_key)
+        # Upload the ZIP file (outputs) to the S3 bucket
+        zip_key = f"{tenant_id}/{scan_id}/{os.path.basename(zip_path)}"
+        s3.upload_file(
+            Filename=zip_path,
+            Bucket=bucket,
+            Key=zip_key,
+        )

-        return f"s3://{base.DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET}/{s3_key}"
+        # Upload the compliance directory to the S3 bucket
+        compliance_dir = os.path.join(os.path.dirname(zip_path), "compliance")
+        for filename in os.listdir(compliance_dir):
+            local_path = os.path.join(compliance_dir, filename)
+            if not os.path.isfile(local_path):
+                continue
+            file_key = f"{tenant_id}/{scan_id}/compliance/{filename}"
+            s3.upload_file(Filename=local_path, Bucket=bucket, Key=file_key)
+
+        return f"s3://{base.DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET}/{zip_key}"
    except (ClientError, NoCredentialsError, ParamValidationError, ValueError) as e:
        logger.error(f"S3 upload failed: {str(e)}")


 def _generate_output_directory(
    output_directory, prowler_provider: object, tenant_id: str, scan_id: str
-) -> tuple[str, str, str]:
+) -> tuple[str, str]:
    """
    Generate a file system path for the output directory of a prowler scan.

@@ -251,7 +248,6 @@ def _generate_output_directory(
        >>> _generate_output_directory("/tmp", "aws", "tenant-1234", "scan-5678")
        '/tmp/tenant-1234/aws/scan-5678/prowler-output-2023-02-15T12:34:56',
        '/tmp/tenant-1234/aws/scan-5678/compliance/prowler-output-2023-02-15T12:34:56'
-        '/tmp/tenant-1234/aws/scan-5678/threatscore/prowler-output-2023-02-15T12:34:56'
    """
    # Sanitize the prowler provider name to ensure it is a valid directory name
    prowler_provider_sanitized = re.sub(r"[^\w\-]", "-", prowler_provider)
@@ -272,10 +268,4 @@ def _generate_output_directory(
    )
    os.makedirs("/".join(compliance_path.split("/")[:-1]), exist_ok=True)

-    threatscore_path = (
-        f"{output_directory}/{tenant_id}/{scan_id}/threatscore/prowler-output-"
-        f"{prowler_provider_sanitized}-{timestamp}"
-    )
-    os.makedirs("/".join(threatscore_path.split("/")[:-1]), exist_ok=True)
-
-    return path, compliance_path, threatscore_path
+    return path, compliance_path
@@ -5,7 +5,6 @@ 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_utils import rls_transaction
 from api.models import Finding, Integration, Provider
 from api.utils import initialize_prowler_integration, initialize_prowler_provider
@@ -290,7 +289,7 @@ def upload_security_hub_integration(
                has_findings = False
                batch_number = 0

-                with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+                with rls_transaction(tenant_id):
                    qs = (
                        Finding.all_objects.filter(tenant_id=tenant_id, scan_id=scan_id)
                        .order_by("uid")
@@ -1,163 +0,0 @@
-from typing import Dict, Set
-
-import openai
-from celery.utils.log import get_task_logger
-
-from api.models import LighthouseProviderConfiguration, LighthouseProviderModels
-
-logger = get_task_logger(__name__)
-
-
-def _extract_openai_api_key(
-    provider_cfg: LighthouseProviderConfiguration,
-) -> str | None:
-    """
-    Safely extract the OpenAI API key from a provider configuration.
-
-    Args:
-        provider_cfg (LighthouseProviderConfiguration): The provider configuration instance
-            containing the credentials.
-
-    Returns:
-        str | None: The API key string if present and valid, otherwise None.
-    """
-    creds = provider_cfg.credentials_decoded
-    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
-    return api_key
-
-
-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`
-            to validate.
-
-    Returns:
-        dict: A result dictionary with the following keys:
-            - "connected" (bool): Whether the provider credentials are valid.
-            - "error" (str | None): The error message when not connected, otherwise None.
-
-    Side Effects:
-        - Updates and persists `is_active` on the `LighthouseProviderConfiguration`.
-
-    Raises:
-        LighthouseProviderConfiguration.DoesNotExist: If no configuration exists with the given ID.
-    """
-    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()
-        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))
-        provider_cfg.is_active = False
-        provider_cfg.save()
-        return {"connected": False, "error": str(e)}
-
-
-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.
-
-    Args:
-        provider_config_id (str): The primary key of the `LighthouseProviderConfiguration`
-            whose models should be refreshed.
-
-    Returns:
-        dict: A result dictionary with the following keys on success:
-            - "created" (int): Number of new model rows created.
-            - "updated" (int): Number of existing model rows updated.
-            - "deleted" (int): Number of stale model rows removed.
-        If an error occurs, the dictionary will contain an "error" (str) field instead.
-
-    Raises:
-        LighthouseProviderConfiguration.DoesNotExist: If no configuration exists with the given ID.
-    """
-    provider_cfg = LighthouseProviderConfiguration.objects.get(pk=provider_config_id)
-
-    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",
-        }
-
-    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))
-        return {"created": 0, "updated": 0, "deleted": 0, "error": str(e)}
-
-    created = 0
-    updated = 0
-
-    for model_id in fetched_ids:
-        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
-                "default_parameters": {},
-            },
-        )
-        if was_created:
-            created += 1
-        else:
-            updated += 1
-
-    # Delete stale models not present anymore
-    deleted, _ = (
-        LighthouseProviderModels.objects.filter(
-            tenant_id=provider_cfg.tenant_id, provider_configuration=provider_cfg
-        )
-        .exclude(model_id__in=fetched_ids)
-        .delete()
-    )
-
-    return {"created": created, "updated": updated, "deleted": deleted}
@@ -1,12 +1,8 @@
-import csv
-import io
 import json
 import time
-import uuid
 from collections import defaultdict
 from copy import deepcopy
 from datetime import datetime, timezone
-from typing import Any

 from celery.utils.log import get_task_logger
 from config.settings.celery import CELERY_DEADLOCK_ATTEMPTS
@@ -18,11 +14,8 @@ from api.compliance import (
    PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE,
    generate_scan_compliance,
 )
-from api.db_router import READ_REPLICA_ALIAS, MainRouter
 from api.db_utils import (
-    POSTGRES_TENANT_VAR,
-    SET_CONFIG_QUERY,
-    psycopg_connection,
+    create_objects_in_batches,
    rls_transaction,
    update_objects_in_batches,
 )
@@ -47,28 +40,6 @@ from prowler.lib.scan.scan import Scan as ProwlerScan

 logger = get_task_logger(__name__)

-# Column order must match `ComplianceRequirementOverview` schema in
-# `api/models.py`. Keep this list minimal but sufficient to populate all
-# non-nullable fields plus the counters we care about.
-COMPLIANCE_REQUIREMENT_COPY_COLUMNS = (
-    "id",
-    "tenant_id",
-    "inserted_at",
-    "compliance_id",
-    "framework",
-    "version",
-    "description",
-    "region",
-    "requirement_id",
-    "requirement_status",
-    "passed_checks",
-    "failed_checks",
-    "total_checks",
-    "passed_findings",
-    "total_findings",
-    "scan_id",
-)
-

 def _create_finding_delta(
    last_status: FindingStatus | None | str, new_status: FindingStatus | None
@@ -136,124 +107,6 @@ def _store_resources(
    return resource_instance, (resource_instance.uid, resource_instance.region)


-def _copy_compliance_requirement_rows(
-    tenant_id: str, rows: list[dict[str, Any]]
-) -> None:
-    """Stream compliance requirement rows into Postgres using COPY.
-
-    We leverage the admin connection (when available) to bypass the COPY + RLS
-    restriction, writing only the fields required by
-    ``ComplianceRequirementOverview``.
-
-    Args:
-        tenant_id: Target tenant UUID.
-        rows: List of row dictionaries prepared by
-            :func:`create_compliance_requirements`.
-    """
-
-    csv_buffer = io.StringIO()
-    writer = csv.writer(csv_buffer)
-
-    datetime_now = datetime.now(tz=timezone.utc)
-    for row in rows:
-        writer.writerow(
-            [
-                str(row.get("id")),
-                str(row.get("tenant_id")),
-                (row.get("inserted_at") or datetime_now).isoformat(),
-                row.get("compliance_id") or "",
-                row.get("framework") or "",
-                row.get("version") or "",
-                row.get("description") or "",
-                row.get("region") or "",
-                row.get("requirement_id") or "",
-                row.get("requirement_status") or "",
-                row.get("passed_checks", 0),
-                row.get("failed_checks", 0),
-                row.get("total_checks", 0),
-                row.get("passed_findings", 0),
-                row.get("total_findings", 0),
-                str(row.get("scan_id")),
-            ]
-        )
-
-    csv_buffer.seek(0)
-    copy_sql = (
-        "COPY compliance_requirements_overviews ("
-        + ", ".join(COMPLIANCE_REQUIREMENT_COPY_COLUMNS)
-        + ") FROM STDIN WITH (FORMAT CSV, DELIMITER ',', QUOTE '\"', ESCAPE '\"', NULL '\\N')"
-    )
-
-    try:
-        with psycopg_connection(MainRouter.admin_db) as connection:
-            connection.autocommit = False
-            try:
-                with connection.cursor() as cursor:
-                    cursor.execute(SET_CONFIG_QUERY, [POSTGRES_TENANT_VAR, tenant_id])
-                    cursor.copy_expert(copy_sql, csv_buffer)
-                connection.commit()
-            except Exception:
-                connection.rollback()
-                raise
-    finally:
-        csv_buffer.close()
-
-
-def _persist_compliance_requirement_rows(
-    tenant_id: str, rows: list[dict[str, Any]]
-) -> None:
-    """Persist compliance requirement rows using COPY with ORM fallback.
-
-    Args:
-        tenant_id: Target tenant UUID.
-        rows: Precomputed row dictionaries that reflect the compliance
-            overview state for a scan.
-    """
-    if not rows:
-        return
-
-    try:
-        _copy_compliance_requirement_rows(tenant_id, rows)
-    except Exception as error:
-        logger.exception(
-            "COPY bulk insert for compliance requirements failed; falling back to ORM bulk_create",
-            exc_info=error,
-        )
-        fallback_objects = [
-            ComplianceRequirementOverview(
-                id=row["id"],
-                tenant_id=row["tenant_id"],
-                inserted_at=row["inserted_at"],
-                compliance_id=row["compliance_id"],
-                framework=row["framework"],
-                version=row["version"],
-                description=row["description"],
-                region=row["region"],
-                requirement_id=row["requirement_id"],
-                requirement_status=row["requirement_status"],
-                passed_checks=row["passed_checks"],
-                failed_checks=row["failed_checks"],
-                total_checks=row["total_checks"],
-                passed_findings=row.get("passed_findings", 0),
-                total_findings=row.get("total_findings", 0),
-                scan_id=row["scan_id"],
-            )
-            for row in rows
-        ]
-        with rls_transaction(tenant_id):
-            ComplianceRequirementOverview.objects.bulk_create(
-                fallback_objects, batch_size=500
-            )
-
-
-def _normalized_compliance_key(framework: str | None, version: str | None) -> str:
-    """Return normalized identifier used to group compliance totals."""
-
-    normalized_framework = (framework or "").lower().replace("-", "").replace("_", "")
-    normalized_version = (version or "").lower().replace("-", "").replace("_", "")
-    return f"{normalized_framework}{normalized_version}"
-
-
 def perform_prowler_scan(
    tenant_id: str,
    scan_id: str,
@@ -290,7 +143,7 @@ def perform_prowler_scan(
        scan_instance.save()

    # Find the mutelist processor if it exists
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+    with rls_transaction(tenant_id):
        try:
            mutelist_processor = Processor.objects.get(
                tenant_id=tenant_id, processor_type=Processor.ProcessorChoices.MUTELIST
@@ -419,7 +272,7 @@ def perform_prowler_scan(
                unique_resources.add((resource_instance.uid, resource_instance.region))

                # Process finding
-                with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+                with rls_transaction(tenant_id):
                    finding_uid = finding.uid
                    last_first_seen_at = None
                    if finding_uid not in last_status_cache:
@@ -452,12 +305,6 @@ def perform_prowler_scan(
                    # If the finding is muted at this time the reason must be the configured Mutelist
                    muted_reason = "Muted by mutelist" if finding.muted else None

-                    # Increment failed_findings_count cache if the finding status is FAIL and not muted
-                    if status == FindingStatus.FAIL and not finding.muted:
-                        resource_uid = finding.resource_uid
-                        resource_failed_findings_cache[resource_uid] += 1
-
-                with rls_transaction(tenant_id):
                    # Create the finding
                    finding_instance = Finding.objects.create(
                        tenant_id=tenant_id,
@@ -478,6 +325,11 @@ def perform_prowler_scan(
                    )
                    finding_instance.add_resources([resource_instance])

+                    # Increment failed_findings_count cache if the finding status is FAIL and not muted
+                    if status == FindingStatus.FAIL and not finding.muted:
+                        resource_uid = finding.resource_uid
+                        resource_failed_findings_cache[resource_uid] += 1
+
                # Update scan resource summaries
                scan_resource_cache.add(
                    (
@@ -587,7 +439,7 @@ def aggregate_findings(tenant_id: str, scan_id: str):
        - muted_new: Muted findings with a delta of 'new'.
        - muted_changed: Muted findings with a delta of 'changed'.
    """
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+    with rls_transaction(tenant_id):
        findings = Finding.objects.filter(tenant_id=tenant_id, scan_id=scan_id)

        aggregation = findings.values(
@@ -730,32 +582,15 @@ def create_compliance_requirements(tenant_id: str, scan_id: str):
        ValidationError: If tenant_id is not a valid UUID.
    """
    try:
-        with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+        with rls_transaction(tenant_id):
            scan_instance = Scan.objects.get(pk=scan_id)
            provider_instance = scan_instance.provider
            prowler_provider = return_prowler_provider(provider_instance)

-        compliance_template = PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE[
-            provider_instance.provider
-        ]
-        modeled_threatscore_compliance_id = "ProwlerThreatScore-1.0"
-        threatscore_requirements_by_check: dict[str, set[str]] = {}
-        threatscore_framework = compliance_template.get(
-            modeled_threatscore_compliance_id
-        )
-        if threatscore_framework:
-            for requirement_id, requirement in threatscore_framework[
-                "requirements"
-            ].items():
-                for check_id in requirement["checks"]:
-                    threatscore_requirements_by_check.setdefault(check_id, set()).add(
-                        requirement_id
-                    )
-
        # Get check status data by region from findings
        findings = (
            Finding.all_objects.filter(scan_id=scan_id, muted=False)
-            .only("id", "check_id", "status", "compliance")
+            .only("id", "check_id", "status")
            .prefetch_related(
                Prefetch(
                    "resources",
@@ -766,36 +601,14 @@ def create_compliance_requirements(tenant_id: str, scan_id: str):
            .iterator(chunk_size=1000)
        )

-        findings_count_by_compliance = {}
        check_status_by_region = {}
-        with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+        with rls_transaction(tenant_id):
            for finding in findings:
                for resource in finding.small_resources:
                    region = resource.region
                    current_status = check_status_by_region.setdefault(region, {})
                    if current_status.get(finding.check_id) != "FAIL":
                        current_status[finding.check_id] = finding.status
-                    if modeled_threatscore_compliance_id in finding.compliance:
-                        for requirement_id in finding.compliance[
-                            modeled_threatscore_compliance_id
-                        ]:
-                            compliance_key = findings_count_by_compliance.setdefault(
-                                region, {}
-                            ).setdefault(
-                                modeled_threatscore_compliance_id.lower().replace(
-                                    "-", ""
-                                ),
-                                {},
-                            )
-                            if requirement_id not in compliance_key:
-                                compliance_key[requirement_id] = {
-                                    "total": 0,
-                                    "pass": 0,
-                                }
-
-                            compliance_key[requirement_id]["total"] += 1
-                            if finding.status == "PASS":
-                                compliance_key[requirement_id]["pass"] += 1

        try:
            # Try to get regions from provider
@@ -804,6 +617,11 @@ def create_compliance_requirements(tenant_id: str, scan_id: str):
            # If not available, use regions from findings
            regions = set(check_status_by_region.keys())

+        # Get compliance template for the provider
+        compliance_template = PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE[
+            provider_instance.provider
+        ]
+
        # Create compliance data by region
        compliance_overview_by_region = {
            region: deepcopy(compliance_template) for region in regions
@@ -822,53 +640,36 @@ def create_compliance_requirements(tenant_id: str, scan_id: str):
                    status,
                )

-        # Prepare compliance requirement rows
-        compliance_requirement_rows: list[dict[str, Any]] = []
-        utc_datetime_now = datetime.now(tz=timezone.utc)
+        # Prepare compliance requirement objects
+        compliance_requirement_objects = []
        for region, compliance_data in compliance_overview_by_region.items():
            for compliance_id, compliance in compliance_data.items():
-                modeled_compliance_id = _normalized_compliance_key(
-                    compliance["framework"], compliance["version"]
-                )
                # Create an overview record for each requirement within each compliance framework
                for requirement_id, requirement in compliance["requirements"].items():
-                    checks_status = requirement["checks_status"]
-                    compliance_requirement_rows.append(
-                        {
-                            "id": uuid.uuid4(),
-                            "tenant_id": tenant_id,
-                            "inserted_at": utc_datetime_now,
-                            "compliance_id": compliance_id,
-                            "framework": compliance["framework"],
-                            "version": compliance["version"] or "",
-                            "description": requirement.get("description") or "",
-                            "region": region,
-                            "requirement_id": requirement_id,
-                            "requirement_status": requirement["status"],
-                            "passed_checks": checks_status["pass"],
-                            "failed_checks": checks_status["fail"],
-                            "total_checks": checks_status["total"],
-                            "scan_id": scan_instance.id,
-                            "passed_findings": findings_count_by_compliance.get(
-                                region, {}
-                            )
-                            .get(modeled_compliance_id, {})
-                            .get(requirement_id, {})
-                            .get("pass", 0),
-                            "total_findings": findings_count_by_compliance.get(
-                                region, {}
-                            )
-                            .get(modeled_compliance_id, {})
-                            .get(requirement_id, {})
-                            .get("total", 0),
-                        }
+                    compliance_requirement_objects.append(
+                        ComplianceRequirementOverview(
+                            tenant_id=tenant_id,
+                            scan=scan_instance,
+                            region=region,
+                            compliance_id=compliance_id,
+                            framework=compliance["framework"],
+                            version=compliance["version"],
+                            requirement_id=requirement_id,
+                            description=requirement["description"],
+                            passed_checks=requirement["checks_status"]["pass"],
+                            failed_checks=requirement["checks_status"]["fail"],
+                            total_checks=requirement["checks_status"]["total"],
+                            requirement_status=requirement["status"],
+                        )
                    )

-        # Bulk create requirement records using PostgreSQL COPY
-        _persist_compliance_requirement_rows(tenant_id, compliance_requirement_rows)
+        # Bulk create requirement records
+        create_objects_in_batches(
+            tenant_id, ComplianceRequirementOverview, compliance_requirement_objects
+        )

        return {
-            "requirements_created": len(compliance_requirement_rows),
+            "requirements_created": len(compliance_requirement_objects),
            "regions_processed": list(regions),
            "compliance_frameworks": (
                list(compliance_overview_by_region.get(list(regions)[0], {}).keys())
@@ -1,4 +1,3 @@
-import os
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
 from shutil import rmtree
@@ -27,11 +26,6 @@ from tasks.jobs.integrations import (
    upload_s3_integration,
    upload_security_hub_integration,
 )
-from tasks.jobs.lighthouse_providers import (
-    check_lighthouse_provider_connection,
-    refresh_lighthouse_provider_models,
-)
-from tasks.jobs.report import generate_threatscore_report_job
 from tasks.jobs.scan import (
    aggregate_findings,
    create_compliance_requirements,
@@ -40,7 +34,6 @@ from tasks.jobs.scan import (
 from tasks.utils import batched, get_next_execution_datetime

 from api.compliance import get_compliance_frameworks
-from api.db_router import READ_REPLICA_ALIAS
 from api.db_utils import rls_transaction
 from api.decorators import set_tenant
 from api.models import Finding, Integration, Provider, Scan, ScanSummary, StateChoices
@@ -70,15 +63,10 @@ def _perform_scan_complete_tasks(tenant_id: str, scan_id: str, provider_id: str)
        generate_outputs_task.si(
            scan_id=scan_id, provider_id=provider_id, tenant_id=tenant_id
        ),
-        group(
-            generate_threatscore_report_task.si(
-                tenant_id=tenant_id, scan_id=scan_id, provider_id=provider_id
-            ),
-            check_integrations_task.si(
-                tenant_id=tenant_id,
-                provider_id=provider_id,
-                scan_id=scan_id,
-            ),
+        check_integrations_task.si(
+            tenant_id=tenant_id,
+            provider_id=provider_id,
+            scan_id=scan_id,
        ),
    ).apply_async()

@@ -315,7 +303,7 @@ def generate_outputs_task(scan_id: str, provider_id: str, tenant_id: str):

    frameworks_bulk = Compliance.get_bulk(provider_type)
    frameworks_avail = get_compliance_frameworks(provider_type)
-    out_dir, comp_dir, _ = _generate_output_directory(
+    out_dir, comp_dir = _generate_output_directory(
        DJANGO_TMP_OUTPUT_DIRECTORY, provider_uid, tenant_id, scan_id
    )

@@ -355,90 +343,70 @@ def generate_outputs_task(scan_id: str, provider_id: str, tenant_id: str):
        .order_by("uid")
        .iterator()
    )
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-        for batch, is_last in batched(qs, DJANGO_FINDINGS_BATCH_SIZE):
-            fos = [
-                FindingOutput.transform_api_finding(f, prowler_provider) for f in batch
-            ]
+    for batch, is_last in batched(qs, DJANGO_FINDINGS_BATCH_SIZE):
+        fos = [FindingOutput.transform_api_finding(f, prowler_provider) for f in batch]

-            # Outputs
-            for mode, cfg in OUTPUT_FORMATS_MAPPING.items():
-                # Skip ASFF generation if not needed
-                if mode == "json-asff" and not generate_asff:
-                    continue
+        # Outputs
+        for mode, cfg in OUTPUT_FORMATS_MAPPING.items():
+            # Skip ASFF generation if not needed
+            if mode == "json-asff" and not generate_asff:
+                continue

-                cls = cfg["class"]
-                suffix = cfg["suffix"]
-                extra = cfg.get("kwargs", {}).copy()
-                if mode == "html":
-                    extra.update(provider=prowler_provider, stats=scan_summary)
+            cls = cfg["class"]
+            suffix = cfg["suffix"]
+            extra = cfg.get("kwargs", {}).copy()
+            if mode == "html":
+                extra.update(provider=prowler_provider, stats=scan_summary)

-                writer, initialization = get_writer(
-                    output_writers,
-                    cls,
-                    lambda cls=cls, fos=fos, suffix=suffix: cls(
-                        findings=fos,
-                        file_path=out_dir,
-                        file_extension=suffix,
-                        from_cli=False,
-                    ),
-                    is_last,
-                )
-                if not initialization:
-                    writer.transform(fos)
-                writer.batch_write_data_to_file(**extra)
-                writer._data.clear()
+            writer, initialization = get_writer(
+                output_writers,
+                cls,
+                lambda cls=cls, fos=fos, suffix=suffix: cls(
+                    findings=fos,
+                    file_path=out_dir,
+                    file_extension=suffix,
+                    from_cli=False,
+                ),
+                is_last,
+            )
+            if not initialization:
+                writer.transform(fos)
+            writer.batch_write_data_to_file(**extra)
+            writer._data.clear()

-            # Compliance CSVs
-            for name in frameworks_avail:
-                compliance_obj = frameworks_bulk[name]
+        # Compliance CSVs
+        for name in frameworks_avail:
+            compliance_obj = frameworks_bulk[name]

-                klass = GenericCompliance
-                for condition, cls in COMPLIANCE_CLASS_MAP.get(provider_type, []):
-                    if condition(name):
-                        klass = cls
-                        break
+            klass = GenericCompliance
+            for condition, cls in COMPLIANCE_CLASS_MAP.get(provider_type, []):
+                if condition(name):
+                    klass = cls
+                    break

-                filename = f"{comp_dir}_{name}.csv"
+            filename = f"{comp_dir}_{name}.csv"

-                writer, initialization = get_writer(
-                    compliance_writers,
-                    name,
-                    lambda klass=klass, fos=fos: klass(
-                        findings=fos,
-                        compliance=compliance_obj,
-                        file_path=filename,
-                        from_cli=False,
-                    ),
-                    is_last,
-                )
-                if not initialization:
-                    writer.transform(fos, compliance_obj, name)
-                writer.batch_write_data_to_file()
-                writer._data.clear()
+            writer, initialization = get_writer(
+                compliance_writers,
+                name,
+                lambda klass=klass, fos=fos: klass(
+                    findings=fos,
+                    compliance=compliance_obj,
+                    file_path=filename,
+                    from_cli=False,
+                ),
+                is_last,
+            )
+            if not initialization:
+                writer.transform(fos, compliance_obj, name)
+            writer.batch_write_data_to_file()
+            writer._data.clear()

    compressed = _compress_output_files(out_dir)
-
-    upload_uri = _upload_to_s3(
-        tenant_id,
-        scan_id,
-        compressed,
-        os.path.basename(compressed),
-    )
-
-    compliance_dir_path = Path(comp_dir).parent
-    if compliance_dir_path.exists():
-        for artifact_path in sorted(compliance_dir_path.iterdir()):
-            if artifact_path.is_file():
-                _upload_to_s3(
-                    tenant_id,
-                    scan_id,
-                    str(artifact_path),
-                    f"compliance/{artifact_path.name}",
-                )
+    upload_uri = _upload_to_s3(tenant_id, compressed, scan_id)

    # S3 integrations (need output_directory)
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+    with rls_transaction(tenant_id):
        s3_integrations = Integration.objects.filter(
            integrationproviderrelationship__provider_id=provider_id,
            integration_type=Integration.IntegrationChoices.AMAZON_S3,
@@ -528,24 +496,6 @@ def check_lighthouse_connection_task(lighthouse_config_id: str, tenant_id: str =
    return check_lighthouse_connection(lighthouse_config_id=lighthouse_config_id)


-@shared_task(base=RLSTask, name="lighthouse-provider-connection-check")
-@set_tenant
-def check_lighthouse_provider_connection_task(
-    provider_config_id: str, tenant_id: str | None = None
-) -> dict:
-    """Task wrapper to validate provider credentials and set is_active."""
-    return check_lighthouse_provider_connection(provider_config_id=provider_config_id)
-
-
-@shared_task(base=RLSTask, name="lighthouse-provider-models-refresh")
-@set_tenant
-def refresh_lighthouse_provider_models_task(
-    provider_config_id: str, tenant_id: str | None = None
-) -> dict:
-    """Task wrapper to refresh provider models catalog for the given configuration."""
-    return refresh_lighthouse_provider_models(provider_config_id=provider_config_id)
-
-
@shared_task(name="integration-check")
 def check_integrations_task(tenant_id: str, provider_id: str, scan_id: str = None):
    """
@@ -663,21 +613,3 @@ def jira_integration_task(
    return send_findings_to_jira(
        tenant_id, integration_id, project_key, issue_type, finding_ids
    )
-
-
-@shared_task(
-    base=RLSTask,
-    name="scan-threatscore-report",
-    queue="scan-reports",
-)
-def generate_threatscore_report_task(tenant_id: str, scan_id: str, provider_id: str):
-    """
-    Task to generate a threatscore report for a given scan.
-    Args:
-        tenant_id (str): The tenant identifier.
-        scan_id (str): The scan identifier.
-        provider_id (str): The provider identifier.
-    """
-    return generate_threatscore_report_job(
-        tenant_id=tenant_id, scan_id=scan_id, provider_id=provider_id
-    )
@@ -72,26 +72,17 @@ class TestOutputs:
        client_mock = MagicMock()
        mock_get_client.return_value = client_mock

-        result = _upload_to_s3(
-            "tenant-id",
-            "scan-id",
-            str(zip_path),
-            "outputs.zip",
-        )
+        result = _upload_to_s3("tenant-id", str(zip_path), "scan-id")

        expected_uri = "s3://test-bucket/tenant-id/scan-id/outputs.zip"
        assert result == expected_uri
-        client_mock.upload_file.assert_called_once_with(
-            Filename=str(zip_path),
-            Bucket="test-bucket",
-            Key="tenant-id/scan-id/outputs.zip",
-        )
+        assert client_mock.upload_file.call_count == 2

    @patch("tasks.jobs.export.get_s3_client")
    @patch("tasks.jobs.export.base")
    def test_upload_to_s3_missing_bucket(self, mock_base, mock_get_client):
        mock_base.DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET = ""
-        result = _upload_to_s3("tenant", "scan", "/tmp/fake.zip", "fake.zip")
+        result = _upload_to_s3("tenant", "/tmp/fake.zip", "scan")
        assert result is None

    @patch("tasks.jobs.export.get_s3_client")
@@ -110,15 +101,11 @@ class TestOutputs:
        client_mock = MagicMock()
        mock_get_client.return_value = client_mock

-        result = _upload_to_s3(
-            "tenant",
-            "scan",
-            str(compliance_dir / "subdir"),
-            "compliance/subdir",
-        )
+        result = _upload_to_s3("tenant", str(zip_path), "scan")

-        assert result is None
-        client_mock.upload_file.assert_not_called()
+        expected_uri = "s3://test-bucket/tenant/scan/results.zip"
+        assert result == expected_uri
+        client_mock.upload_file.assert_called_once()

    @patch(
        "tasks.jobs.export.get_s3_client",
@@ -139,12 +126,7 @@ class TestOutputs:
        compliance_dir.mkdir()
        (compliance_dir / "report.csv").write_text("csv")

-        _upload_to_s3(
-            "tenant",
-            "scan",
-            str(zip_path),
-            "zipfile.zip",
-        )
+        _upload_to_s3("tenant", str(zip_path), "scan")
        mock_logger.assert_called()

    @patch("tasks.jobs.export.rls_transaction")
@@ -168,17 +150,15 @@ class TestOutputs:
        provider = "aws"
        expected_timestamp = "20230615103045"

-        path, compliance, threatscore = _generate_output_directory(
+        path, compliance = _generate_output_directory(
            base_dir, provider, tenant_id, scan_id
        )

        assert os.path.isdir(os.path.dirname(path))
        assert os.path.isdir(os.path.dirname(compliance))
-        assert os.path.isdir(os.path.dirname(threatscore))

        assert path.endswith(f"{provider}-{expected_timestamp}")
        assert compliance.endswith(f"{provider}-{expected_timestamp}")
-        assert threatscore.endswith(f"{provider}-{expected_timestamp}")

    @patch("tasks.jobs.export.rls_transaction")
    @patch("tasks.jobs.export.Scan")
@@ -201,14 +181,12 @@ class TestOutputs:
        provider = "aws/test@check"
        expected_timestamp = "20230615103045"

-        path, compliance, threatscore = _generate_output_directory(
+        path, compliance = _generate_output_directory(
            base_dir, provider, tenant_id, scan_id
        )

        assert os.path.isdir(os.path.dirname(path))
        assert os.path.isdir(os.path.dirname(compliance))
-        assert os.path.isdir(os.path.dirname(threatscore))

        assert path.endswith(f"aws-test-check-{expected_timestamp}")
        assert compliance.endswith(f"aws-test-check-{expected_timestamp}")
-        assert threatscore.endswith(f"aws-test-check-{expected_timestamp}")
@@ -1,963 +0,0 @@
-import uuid
-from pathlib import Path
-from unittest.mock import MagicMock, patch
-
-import matplotlib
-import pytest
-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.tasks import generate_threatscore_report_task
-
-from api.models import Finding, StatusChoices
-from prowler.lib.check.models import Severity
-
-matplotlib.use("Agg")  # Use non-interactive backend for tests
-
-
-@pytest.mark.django_db
-class TestGenerateThreatscoreReport:
-    def setup_method(self):
-        self.scan_id = str(uuid.uuid4())
-        self.provider_id = str(uuid.uuid4())
-        self.tenant_id = str(uuid.uuid4())
-
-    def test_no_findings_returns_early(self):
-        with patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter:
-            mock_filter.return_value.exists.return_value = False
-
-            result = generate_threatscore_report_job(
-                tenant_id=self.tenant_id,
-                scan_id=self.scan_id,
-                provider_id=self.provider_id,
-            )
-
-            assert result == {"upload": False}
-            mock_filter.assert_called_once_with(scan_id=self.scan_id)
-
-    @patch("tasks.jobs.report.rmtree")
-    @patch("tasks.jobs.report._upload_to_s3")
-    @patch("tasks.jobs.report.generate_threatscore_report")
-    @patch("tasks.jobs.report._generate_output_directory")
-    @patch("tasks.jobs.report.Provider.objects.get")
-    @patch("tasks.jobs.report.ScanSummary.objects.filter")
-    def test_generate_threatscore_report_happy_path(
-        self,
-        mock_scan_summary_filter,
-        mock_provider_get,
-        mock_generate_output_directory,
-        mock_generate_report,
-        mock_upload,
-        mock_rmtree,
-    ):
-        mock_scan_summary_filter.return_value.exists.return_value = True
-
-        mock_provider = MagicMock()
-        mock_provider.uid = "provider-uid"
-        mock_provider.provider = "aws"
-        mock_provider_get.return_value = mock_provider
-
-        mock_generate_output_directory.return_value = (
-            "/tmp/output",
-            "/tmp/compressed",
-            "/tmp/threatscore_path",
-        )
-
-        mock_upload.return_value = "s3://bucket/threatscore_report.pdf"
-
-        result = generate_threatscore_report_job(
-            tenant_id=self.tenant_id,
-            scan_id=self.scan_id,
-            provider_id=self.provider_id,
-        )
-
-        assert result == {"upload": True}
-        mock_generate_report.assert_called_once_with(
-            tenant_id=self.tenant_id,
-            scan_id=self.scan_id,
-            compliance_id="prowler_threatscore_aws",
-            output_path="/tmp/threatscore_path_threatscore_report.pdf",
-            provider_id=self.provider_id,
-            only_failed=True,
-            min_risk_level=4,
-        )
-        mock_upload.assert_called_once_with(
-            self.tenant_id,
-            self.scan_id,
-            "/tmp/threatscore_path_threatscore_report.pdf",
-            "threatscore/threatscore_path_threatscore_report.pdf",
-        )
-        mock_rmtree.assert_called_once_with(
-            Path("/tmp/threatscore_path_threatscore_report.pdf").parent,
-            ignore_errors=True,
-        )
-
-    def test_generate_threatscore_report_fails_upload(self):
-        with (
-            patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter,
-            patch("tasks.jobs.report.Provider.objects.get") as mock_provider_get,
-            patch("tasks.jobs.report._generate_output_directory") as mock_gen_dir,
-            patch("tasks.jobs.report.generate_threatscore_report"),
-            patch("tasks.jobs.report._upload_to_s3", return_value=None),
-        ):
-            mock_filter.return_value.exists.return_value = True
-
-            # Mock provider
-            mock_provider = MagicMock()
-            mock_provider.uid = "aws-provider-uid"
-            mock_provider.provider = "aws"
-            mock_provider_get.return_value = mock_provider
-
-            mock_gen_dir.return_value = (
-                "/tmp/output",
-                "/tmp/compressed",
-                "/tmp/threatscore_path",
-            )
-
-            result = generate_threatscore_report_job(
-                tenant_id=self.tenant_id,
-                scan_id=self.scan_id,
-                provider_id=self.provider_id,
-            )
-
-            assert result == {"upload": False}
-
-    def test_generate_threatscore_report_logs_rmtree_exception(self, caplog):
-        with (
-            patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter,
-            patch("tasks.jobs.report.Provider.objects.get") as mock_provider_get,
-            patch("tasks.jobs.report._generate_output_directory") as mock_gen_dir,
-            patch("tasks.jobs.report.generate_threatscore_report"),
-            patch(
-                "tasks.jobs.report._upload_to_s3", return_value="s3://bucket/report.pdf"
-            ),
-            patch(
-                "tasks.jobs.report.rmtree", side_effect=Exception("Test deletion error")
-            ),
-        ):
-            mock_filter.return_value.exists.return_value = True
-
-            # Mock provider
-            mock_provider = MagicMock()
-            mock_provider.uid = "aws-provider-uid"
-            mock_provider.provider = "aws"
-            mock_provider_get.return_value = mock_provider
-
-            mock_gen_dir.return_value = (
-                "/tmp/output",
-                "/tmp/compressed",
-                "/tmp/threatscore_path",
-            )
-
-            with caplog.at_level("ERROR"):
-                generate_threatscore_report_job(
-                    tenant_id=self.tenant_id,
-                    scan_id=self.scan_id,
-                    provider_id=self.provider_id,
-                )
-                assert "Error deleting output files" in caplog.text
-
-    def test_generate_threatscore_report_azure_provider(self):
-        with (
-            patch("tasks.jobs.report.ScanSummary.objects.filter") as mock_filter,
-            patch("tasks.jobs.report.Provider.objects.get") as mock_provider_get,
-            patch("tasks.jobs.report._generate_output_directory") as mock_gen_dir,
-            patch("tasks.jobs.report.generate_threatscore_report") as mock_generate,
-            patch(
-                "tasks.jobs.report._upload_to_s3", return_value="s3://bucket/report.pdf"
-            ),
-            patch("tasks.jobs.report.rmtree"),
-        ):
-            mock_filter.return_value.exists.return_value = True
-
-            mock_provider = MagicMock()
-            mock_provider.uid = "azure-provider-uid"
-            mock_provider.provider = "azure"
-            mock_provider_get.return_value = mock_provider
-
-            mock_gen_dir.return_value = (
-                "/tmp/output",
-                "/tmp/compressed",
-                "/tmp/threatscore_path",
-            )
-
-            generate_threatscore_report_job(
-                tenant_id=self.tenant_id,
-                scan_id=self.scan_id,
-                provider_id=self.provider_id,
-            )
-
-            mock_generate.assert_called_once_with(
-                tenant_id=self.tenant_id,
-                scan_id=self.scan_id,
-                compliance_id="prowler_threatscore_azure",
-                output_path="/tmp/threatscore_path_threatscore_report.pdf",
-                provider_id=self.provider_id,
-                only_failed=True,
-                min_risk_level=4,
-            )
-
-
-@pytest.mark.django_db
-class TestAggregateRequirementStatistics:
-    """Test suite for _aggregate_requirement_statistics_from_database function."""
-
-    def test_aggregates_findings_correctly(self, tenants_fixture, scans_fixture):
-        """Verify correct pass/total counts per check are aggregated from database."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        # Create findings with different check_ids and statuses
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-1",
-            check_id="check_1",
-            status=StatusChoices.PASS,
-            severity=Severity.high,
-            impact=Severity.high,
-            check_metadata={},
-            raw_result={},
-        )
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-2",
-            check_id="check_1",
-            status=StatusChoices.FAIL,
-            severity=Severity.high,
-            impact=Severity.high,
-            check_metadata={},
-            raw_result={},
-        )
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-3",
-            check_id="check_2",
-            status=StatusChoices.PASS,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-
-        result = _aggregate_requirement_statistics_from_database(
-            str(tenant.id), str(scan.id)
-        )
-
-        assert result == {
-            "check_1": {"passed": 1, "total": 2},
-            "check_2": {"passed": 1, "total": 1},
-        }
-
-    def test_handles_empty_scan(self, tenants_fixture, scans_fixture):
-        """Return empty dict when no findings exist for the scan."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        result = _aggregate_requirement_statistics_from_database(
-            str(tenant.id), str(scan.id)
-        )
-
-        assert result == {}
-
-    def test_multiple_findings_same_check(self, tenants_fixture, scans_fixture):
-        """Aggregate multiple findings for same check_id correctly."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        # Create 5 findings for same check, 3 passed
-        for i in range(3):
-            Finding.objects.create(
-                tenant_id=tenant.id,
-                scan=scan,
-                uid=f"finding-pass-{i}",
-                check_id="check_same",
-                status=StatusChoices.PASS,
-                severity=Severity.medium,
-                impact=Severity.medium,
-                check_metadata={},
-                raw_result={},
-            )
-
-        for i in range(2):
-            Finding.objects.create(
-                tenant_id=tenant.id,
-                scan=scan,
-                uid=f"finding-fail-{i}",
-                check_id="check_same",
-                status=StatusChoices.FAIL,
-                severity=Severity.medium,
-                impact=Severity.medium,
-                check_metadata={},
-                raw_result={},
-            )
-
-        result = _aggregate_requirement_statistics_from_database(
-            str(tenant.id), str(scan.id)
-        )
-
-        assert result == {"check_same": {"passed": 3, "total": 5}}
-
-    def test_only_failed_findings(self, tenants_fixture, scans_fixture):
-        """Correctly count when all findings are FAIL status."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-fail-1",
-            check_id="check_fail",
-            status=StatusChoices.FAIL,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-fail-2",
-            check_id="check_fail",
-            status=StatusChoices.FAIL,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-
-        result = _aggregate_requirement_statistics_from_database(
-            str(tenant.id), str(scan.id)
-        )
-
-        assert result == {"check_fail": {"passed": 0, "total": 2}}
-
-    def test_mixed_statuses(self, tenants_fixture, scans_fixture):
-        """Test with PASS, FAIL, and MANUAL statuses mixed."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-pass",
-            check_id="check_mixed",
-            status=StatusChoices.PASS,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-fail",
-            check_id="check_mixed",
-            status=StatusChoices.FAIL,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-manual",
-            check_id="check_mixed",
-            status=StatusChoices.MANUAL,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-
-        result = _aggregate_requirement_statistics_from_database(
-            str(tenant.id), str(scan.id)
-        )
-
-        # Only PASS status is counted as passed
-        assert result == {"check_mixed": {"passed": 1, "total": 3}}
-
-
-@pytest.mark.django_db
-class TestLoadFindingsForChecks:
-    """Test suite for _load_findings_for_requirement_checks function."""
-
-    def test_loads_only_requested_checks(
-        self, tenants_fixture, scans_fixture, providers_fixture
-    ):
-        """Verify only findings for specified check_ids are loaded."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-        providers_fixture[0]
-
-        # Create findings with different check_ids
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-1",
-            check_id="check_requested",
-            status=StatusChoices.PASS,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-2",
-            check_id="check_not_requested",
-            status=StatusChoices.FAIL,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-
-        mock_provider = MagicMock()
-
-        with patch(
-            "tasks.jobs.report.FindingOutput.transform_api_finding"
-        ) as mock_transform:
-            mock_finding_output = MagicMock()
-            mock_finding_output.check_id = "check_requested"
-            mock_transform.return_value = mock_finding_output
-
-            result = _load_findings_for_requirement_checks(
-                str(tenant.id), str(scan.id), ["check_requested"], mock_provider
-            )
-
-            # Only one finding should be loaded
-            assert "check_requested" in result
-            assert "check_not_requested" not in result
-            assert len(result["check_requested"]) == 1
-            assert mock_transform.call_count == 1
-
-    def test_empty_check_ids_returns_empty(
-        self, tenants_fixture, scans_fixture, providers_fixture
-    ):
-        """Return empty dict when check_ids list is empty."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-        mock_provider = MagicMock()
-
-        result = _load_findings_for_requirement_checks(
-            str(tenant.id), str(scan.id), [], mock_provider
-        )
-
-        assert result == {}
-
-    def test_groups_by_check_id(
-        self, tenants_fixture, scans_fixture, providers_fixture
-    ):
-        """Multiple findings for same check are grouped correctly."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        # Create multiple findings for same check
-        for i in range(3):
-            Finding.objects.create(
-                tenant_id=tenant.id,
-                scan=scan,
-                uid=f"finding-{i}",
-                check_id="check_group",
-                status=StatusChoices.PASS,
-                severity=Severity.medium,
-                impact=Severity.medium,
-                check_metadata={},
-                raw_result={},
-            )
-
-        mock_provider = MagicMock()
-
-        with patch(
-            "tasks.jobs.report.FindingOutput.transform_api_finding"
-        ) as mock_transform:
-            mock_finding_output = MagicMock()
-            mock_finding_output.check_id = "check_group"
-            mock_transform.return_value = mock_finding_output
-
-            result = _load_findings_for_requirement_checks(
-                str(tenant.id), str(scan.id), ["check_group"], mock_provider
-            )
-
-            assert len(result["check_group"]) == 3
-
-    def test_transforms_to_finding_output(
-        self, tenants_fixture, scans_fixture, providers_fixture
-    ):
-        """Findings are transformed using FindingOutput.transform_api_finding."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        Finding.objects.create(
-            tenant_id=tenant.id,
-            scan=scan,
-            uid="finding-transform",
-            check_id="check_transform",
-            status=StatusChoices.PASS,
-            severity=Severity.medium,
-            impact=Severity.medium,
-            check_metadata={},
-            raw_result={},
-        )
-
-        mock_provider = MagicMock()
-
-        with patch(
-            "tasks.jobs.report.FindingOutput.transform_api_finding"
-        ) as mock_transform:
-            mock_finding_output = MagicMock()
-            mock_finding_output.check_id = "check_transform"
-            mock_transform.return_value = mock_finding_output
-
-            result = _load_findings_for_requirement_checks(
-                str(tenant.id), str(scan.id), ["check_transform"], mock_provider
-            )
-
-            # Verify transform was called
-            mock_transform.assert_called_once()
-            # Verify the transformed output is in the result
-            assert result["check_transform"][0] == mock_finding_output
-
-    def test_batched_iteration(self, tenants_fixture, scans_fixture, providers_fixture):
-        """Works correctly with multiple batches of findings."""
-        tenant = tenants_fixture[0]
-        scan = scans_fixture[0]
-
-        # Create enough findings to ensure batching (assuming batch size > 1)
-        for i in range(10):
-            Finding.objects.create(
-                tenant_id=tenant.id,
-                scan=scan,
-                uid=f"finding-batch-{i}",
-                check_id="check_batch",
-                status=StatusChoices.PASS,
-                severity=Severity.medium,
-                impact=Severity.medium,
-                check_metadata={},
-                raw_result={},
-            )
-
-        mock_provider = MagicMock()
-
-        with patch(
-            "tasks.jobs.report.FindingOutput.transform_api_finding"
-        ) as mock_transform:
-            mock_finding_output = MagicMock()
-            mock_finding_output.check_id = "check_batch"
-            mock_transform.return_value = mock_finding_output
-
-            result = _load_findings_for_requirement_checks(
-                str(tenant.id), str(scan.id), ["check_batch"], mock_provider
-            )
-
-            # All 10 findings should be loaded regardless of batching
-            assert len(result["check_batch"]) == 10
-            assert mock_transform.call_count == 10
-
-
-@pytest.mark.django_db
-class TestCalculateRequirementsData:
-    """Test suite for _calculate_requirements_data_from_statistics function."""
-
-    def test_requirement_status_all_pass(self):
-        """Status is PASS when all findings for requirement checks pass."""
-        mock_compliance = MagicMock()
-        mock_compliance.Framework = "TestFramework"
-        mock_compliance.Version = "1.0"
-
-        mock_requirement = MagicMock()
-        mock_requirement.Id = "req_1"
-        mock_requirement.Description = "Test requirement"
-        mock_requirement.Checks = ["check_1", "check_2"]
-        mock_requirement.Attributes = [MagicMock()]
-
-        mock_compliance.Requirements = [mock_requirement]
-
-        requirement_statistics = {
-            "check_1": {"passed": 5, "total": 5},
-            "check_2": {"passed": 3, "total": 3},
-        }
-
-        attributes_by_id, requirements_list = (
-            _calculate_requirements_data_from_statistics(
-                mock_compliance, requirement_statistics
-            )
-        )
-
-        assert len(requirements_list) == 1
-        assert requirements_list[0]["attributes"]["status"] == StatusChoices.PASS
-        assert requirements_list[0]["attributes"]["passed_findings"] == 8
-        assert requirements_list[0]["attributes"]["total_findings"] == 8
-
-    def test_requirement_status_some_fail(self):
-        """Status is FAIL when some findings fail."""
-        mock_compliance = MagicMock()
-        mock_compliance.Framework = "TestFramework"
-        mock_compliance.Version = "1.0"
-
-        mock_requirement = MagicMock()
-        mock_requirement.Id = "req_2"
-        mock_requirement.Description = "Test requirement with failures"
-        mock_requirement.Checks = ["check_3"]
-        mock_requirement.Attributes = [MagicMock()]
-
-        mock_compliance.Requirements = [mock_requirement]
-
-        requirement_statistics = {
-            "check_3": {"passed": 2, "total": 5},
-        }
-
-        attributes_by_id, requirements_list = (
-            _calculate_requirements_data_from_statistics(
-                mock_compliance, requirement_statistics
-            )
-        )
-
-        assert len(requirements_list) == 1
-        assert requirements_list[0]["attributes"]["status"] == StatusChoices.FAIL
-        assert requirements_list[0]["attributes"]["passed_findings"] == 2
-        assert requirements_list[0]["attributes"]["total_findings"] == 5
-
-    def test_requirement_status_no_findings(self):
-        """Status is MANUAL when no findings exist for requirement."""
-        mock_compliance = MagicMock()
-        mock_compliance.Framework = "TestFramework"
-        mock_compliance.Version = "1.0"
-
-        mock_requirement = MagicMock()
-        mock_requirement.Id = "req_3"
-        mock_requirement.Description = "Manual requirement"
-        mock_requirement.Checks = ["check_nonexistent"]
-        mock_requirement.Attributes = [MagicMock()]
-
-        mock_compliance.Requirements = [mock_requirement]
-
-        requirement_statistics = {}
-
-        attributes_by_id, requirements_list = (
-            _calculate_requirements_data_from_statistics(
-                mock_compliance, requirement_statistics
-            )
-        )
-
-        assert len(requirements_list) == 1
-        assert requirements_list[0]["attributes"]["status"] == StatusChoices.MANUAL
-        assert requirements_list[0]["attributes"]["passed_findings"] == 0
-        assert requirements_list[0]["attributes"]["total_findings"] == 0
-
-    def test_aggregates_multiple_checks(self):
-        """Correctly sum stats across multiple checks in requirement."""
-        mock_compliance = MagicMock()
-        mock_compliance.Framework = "TestFramework"
-        mock_compliance.Version = "1.0"
-
-        mock_requirement = MagicMock()
-        mock_requirement.Id = "req_4"
-        mock_requirement.Description = "Multi-check requirement"
-        mock_requirement.Checks = ["check_a", "check_b", "check_c"]
-        mock_requirement.Attributes = [MagicMock()]
-
-        mock_compliance.Requirements = [mock_requirement]
-
-        requirement_statistics = {
-            "check_a": {"passed": 10, "total": 15},
-            "check_b": {"passed": 5, "total": 10},
-            "check_c": {"passed": 0, "total": 5},
-        }
-
-        attributes_by_id, requirements_list = (
-            _calculate_requirements_data_from_statistics(
-                mock_compliance, requirement_statistics
-            )
-        )
-
-        assert len(requirements_list) == 1
-        # 10 + 5 + 0 = 15 passed
-        assert requirements_list[0]["attributes"]["passed_findings"] == 15
-        # 15 + 10 + 5 = 30 total
-        assert requirements_list[0]["attributes"]["total_findings"] == 30
-        # Not all passed, so should be FAIL
-        assert requirements_list[0]["attributes"]["status"] == StatusChoices.FAIL
-
-    def test_returns_correct_structure(self):
-        """Verify tuple structure and dict keys are correct."""
-        mock_compliance = MagicMock()
-        mock_compliance.Framework = "TestFramework"
-        mock_compliance.Version = "1.0"
-
-        mock_attribute = MagicMock()
-        mock_requirement = MagicMock()
-        mock_requirement.Id = "req_5"
-        mock_requirement.Description = "Structure test"
-        mock_requirement.Checks = ["check_struct"]
-        mock_requirement.Attributes = [mock_attribute]
-
-        mock_compliance.Requirements = [mock_requirement]
-
-        requirement_statistics = {"check_struct": {"passed": 1, "total": 1}}
-
-        attributes_by_id, requirements_list = (
-            _calculate_requirements_data_from_statistics(
-                mock_compliance, requirement_statistics
-            )
-        )
-
-        # Verify attributes_by_id structure
-        assert "req_5" in attributes_by_id
-        assert "attributes" in attributes_by_id["req_5"]
-        assert "description" in attributes_by_id["req_5"]
-        assert "req_attributes" in attributes_by_id["req_5"]["attributes"]
-        assert "checks" in attributes_by_id["req_5"]["attributes"]
-
-        # Verify requirements_list structure
-        assert len(requirements_list) == 1
-        req = requirements_list[0]
-        assert "id" in req
-        assert "attributes" in req
-        assert "framework" in req["attributes"]
-        assert "version" in req["attributes"]
-        assert "status" in req["attributes"]
-        assert "description" in req["attributes"]
-        assert "passed_findings" in req["attributes"]
-        assert "total_findings" in req["attributes"]
-
-
-@pytest.mark.django_db
-class TestGenerateThreatscoreReportFunction:
-    def setup_method(self):
-        self.scan_id = str(uuid.uuid4())
-        self.provider_id = str(uuid.uuid4())
-        self.tenant_id = str(uuid.uuid4())
-        self.compliance_id = "prowler_threatscore_aws"
-        self.output_path = "/tmp/test_threatscore_report.pdf"
-
-    @patch("tasks.jobs.report.initialize_prowler_provider")
-    @patch("tasks.jobs.report.Provider.objects.get")
-    @patch("tasks.jobs.report.Compliance.get_bulk")
-    @patch("tasks.jobs.report._aggregate_requirement_statistics_from_database")
-    @patch("tasks.jobs.report._calculate_requirements_data_from_statistics")
-    @patch("tasks.jobs.report._load_findings_for_requirement_checks")
-    @patch("tasks.jobs.report.SimpleDocTemplate")
-    @patch("tasks.jobs.report.Image")
-    @patch("tasks.jobs.report.Spacer")
-    @patch("tasks.jobs.report.Paragraph")
-    @patch("tasks.jobs.report.PageBreak")
-    @patch("tasks.jobs.report.Table")
-    @patch("tasks.jobs.report.TableStyle")
-    @patch("tasks.jobs.report.plt.subplots")
-    @patch("tasks.jobs.report.plt.savefig")
-    @patch("tasks.jobs.report.io.BytesIO")
-    def test_generate_threatscore_report_success(
-        self,
-        mock_bytesio,
-        mock_savefig,
-        mock_subplots,
-        mock_table_style,
-        mock_table,
-        mock_page_break,
-        mock_paragraph,
-        mock_spacer,
-        mock_image,
-        mock_doc_template,
-        mock_load_findings,
-        mock_calculate_requirements,
-        mock_aggregate_statistics,
-        mock_compliance_get_bulk,
-        mock_provider_get,
-        mock_initialize_provider,
-    ):
-        """Test the updated generate_threatscore_report using new memory-efficient architecture."""
-        mock_provider = MagicMock()
-        mock_provider.provider = "aws"
-        mock_provider_get.return_value = mock_provider
-
-        prowler_provider = MagicMock()
-        mock_initialize_provider.return_value = prowler_provider
-
-        # Mock compliance object with requirements
-        mock_compliance_obj = MagicMock()
-        mock_compliance_obj.Framework = "ProwlerThreatScore"
-        mock_compliance_obj.Version = "1.0"
-        mock_compliance_obj.Description = "Test Description"
-
-        # Configure requirement with properly set numeric attributes for chart generation
-        mock_requirement = MagicMock()
-        mock_requirement.Id = "req_1"
-        mock_requirement.Description = "Test requirement"
-        mock_requirement.Checks = ["check_1"]
-
-        # Create a properly configured attribute mock with numeric values
-        mock_requirement_attr = MagicMock()
-        mock_requirement_attr.Section = "1. IAM"
-        mock_requirement_attr.SubSection = "1.1 Identity"
-        mock_requirement_attr.Title = "Test Requirement Title"
-        mock_requirement_attr.LevelOfRisk = 3
-        mock_requirement_attr.Weight = 100
-        mock_requirement_attr.AttributeDescription = "Test requirement description"
-        mock_requirement_attr.AdditionalInformation = "Additional test information"
-
-        mock_requirement.Attributes = [mock_requirement_attr]
-        mock_compliance_obj.Requirements = [mock_requirement]
-
-        mock_compliance_get_bulk.return_value = {
-            self.compliance_id: mock_compliance_obj
-        }
-
-        # Mock the aggregated statistics from database
-        mock_aggregate_statistics.return_value = {"check_1": {"passed": 5, "total": 10}}
-
-        # Mock the calculated requirements data with properly configured attributes
-        mock_attributes_by_id = {
-            "req_1": {
-                "attributes": {
-                    "req_attributes": [mock_requirement_attr],
-                    "checks": ["check_1"],
-                },
-                "description": "Test requirement",
-            }
-        }
-        mock_requirements_list = [
-            {
-                "id": "req_1",
-                "attributes": {
-                    "framework": "ProwlerThreatScore",
-                    "version": "1.0",
-                    "status": StatusChoices.FAIL,
-                    "description": "Test requirement",
-                    "passed_findings": 5,
-                    "total_findings": 10,
-                },
-            }
-        ]
-        mock_calculate_requirements.return_value = (
-            mock_attributes_by_id,
-            mock_requirements_list,
-        )
-
-        # Mock the on-demand loaded findings
-        mock_finding_output = MagicMock()
-        mock_finding_output.check_id = "check_1"
-        mock_finding_output.status = "FAIL"
-        mock_finding_output.metadata = MagicMock()
-        mock_finding_output.metadata.CheckTitle = "Test Check"
-        mock_finding_output.metadata.Severity = "HIGH"
-        mock_finding_output.resource_name = "test-resource"
-        mock_finding_output.region = "us-east-1"
-
-        mock_load_findings.return_value = {"check_1": [mock_finding_output]}
-
-        # Mock PDF generation components
-        mock_doc = MagicMock()
-        mock_doc_template.return_value = mock_doc
-
-        mock_fig, mock_ax = MagicMock(), MagicMock()
-        mock_subplots.return_value = (mock_fig, mock_ax)
-        mock_buffer = MagicMock()
-        mock_bytesio.return_value = mock_buffer
-
-        mock_image.return_value = MagicMock()
-        mock_spacer.return_value = MagicMock()
-        mock_paragraph.return_value = MagicMock()
-        mock_page_break.return_value = MagicMock()
-        mock_table.return_value = MagicMock()
-        mock_table_style.return_value = MagicMock()
-
-        # Execute the function
-        generate_threatscore_report(
-            tenant_id=self.tenant_id,
-            scan_id=self.scan_id,
-            compliance_id=self.compliance_id,
-            output_path=self.output_path,
-            provider_id=self.provider_id,
-            only_failed=True,
-            min_risk_level=4,
-        )
-
-        # Verify the new workflow was followed
-        mock_provider_get.assert_called_once_with(id=self.provider_id)
-        mock_initialize_provider.assert_called_once_with(mock_provider)
-        mock_compliance_get_bulk.assert_called_once_with("aws")
-
-        # Verify the new functions were called in correct order with correct parameters
-        mock_aggregate_statistics.assert_called_once_with(self.tenant_id, self.scan_id)
-        mock_calculate_requirements.assert_called_once_with(
-            mock_compliance_obj, {"check_1": {"passed": 5, "total": 10}}
-        )
-        mock_load_findings.assert_called_once_with(
-            self.tenant_id, self.scan_id, ["check_1"], prowler_provider
-        )
-
-        # Verify PDF was built
-        mock_doc_template.assert_called_once()
-        mock_doc.build.assert_called_once()
-
-    @patch("tasks.jobs.report.initialize_prowler_provider")
-    @patch("tasks.jobs.report.Provider.objects.get")
-    @patch("tasks.jobs.report.Compliance.get_bulk")
-    @patch("tasks.jobs.report.Finding.all_objects.filter")
-    def test_generate_threatscore_report_exception_handling(
-        self,
-        mock_finding_filter,
-        mock_compliance_get_bulk,
-        mock_provider_get,
-        mock_initialize_provider,
-    ):
-        mock_provider_get.side_effect = Exception("Provider not found")
-
-        with pytest.raises(Exception, match="Provider not found"):
-            generate_threatscore_report(
-                tenant_id=self.tenant_id,
-                scan_id=self.scan_id,
-                compliance_id=self.compliance_id,
-                output_path=self.output_path,
-                provider_id=self.provider_id,
-                only_failed=True,
-                min_risk_level=4,
-            )
-
-
-@pytest.mark.django_db
-class TestGenerateThreatscoreReportTask:
-    def setup_method(self):
-        self.scan_id = str(uuid.uuid4())
-        self.provider_id = str(uuid.uuid4())
-        self.tenant_id = str(uuid.uuid4())
-
-    @patch("tasks.tasks.generate_threatscore_report_job")
-    def test_generate_threatscore_report_task_calls_job(self, mock_generate_job):
-        mock_generate_job.return_value = {"upload": True}
-
-        result = generate_threatscore_report_task(
-            tenant_id=self.tenant_id,
-            scan_id=self.scan_id,
-            provider_id=self.provider_id,
-        )
-
-        assert result == {"upload": True}
-        mock_generate_job.assert_called_once_with(
-            tenant_id=self.tenant_id,
-            scan_id=self.scan_id,
-            provider_id=self.provider_id,
-        )
-
-    @patch("tasks.tasks.generate_threatscore_report_job")
-    def test_generate_threatscore_report_task_handles_job_exception(
-        self, mock_generate_job
-    ):
-        mock_generate_job.side_effect = Exception("Job failed")
-
-        with pytest.raises(Exception, match="Job failed"):
-            generate_threatscore_report_task(
-                tenant_id=self.tenant_id,
-                scan_id=self.scan_id,
-                provider_id=self.provider_id,
-            )
@@ -1,22 +1,17 @@
-import csv
 import json
 import uuid
-from datetime import datetime, timezone
-from io import StringIO
+from datetime import datetime
 from unittest.mock import MagicMock, patch

 import pytest
 from tasks.jobs.scan import (
-    _copy_compliance_requirement_rows,
    _create_finding_delta,
-    _persist_compliance_requirement_rows,
    _store_resources,
    create_compliance_requirements,
    perform_prowler_scan,
 )
 from tasks.utils import CustomEncoder

-from api.db_router import MainRouter
 from api.exceptions import ProviderConnectionError
 from api.models import Finding, Provider, Resource, Scan, StateChoices, StatusChoices
 from prowler.lib.check.models import Severity
@@ -1050,773 +1045,3 @@ class TestCreateComplianceRequirements:

            assert "requirements_created" in result
            assert result["requirements_created"] >= 0
-
-
-class TestComplianceRequirementCopy:
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_streams_csv(
-        self, mock_psycopg_connection, settings
-    ):
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        captured = {}
-
-        def copy_side_effect(sql, file_obj):
-            captured["sql"] = sql
-            captured["data"] = file_obj.read()
-
-        cursor.copy_expert.side_effect = copy_side_effect
-
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": "cisa_aws",
-            "framework": "CISA",
-            "version": None,
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-
-        mock_psycopg_connection.assert_called_once_with("admin")
-        connection.cursor.assert_called_once()
-        cursor.execute.assert_called_once()
-        cursor.copy_expert.assert_called_once()
-
-        csv_rows = list(csv.reader(StringIO(captured["data"])))
-        assert csv_rows[0][0] == str(row["id"])
-        assert csv_rows[0][5] == ""
-        assert csv_rows[0][-1] == str(row["scan_id"])
-
-    @patch("tasks.jobs.scan.ComplianceRequirementOverview.objects.bulk_create")
-    @patch("tasks.jobs.scan.rls_transaction")
-    @patch(
-        "tasks.jobs.scan._copy_compliance_requirement_rows",
-        side_effect=Exception("copy failed"),
-    )
-    def test_persist_compliance_requirement_rows_fallback(
-        self, mock_copy, mock_rls_transaction, mock_bulk_create
-    ):
-        inserted_at = datetime.now(timezone.utc)
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "inserted_at": inserted_at,
-            "compliance_id": "cisa_aws",
-            "framework": "CISA",
-            "version": "1.0",
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        tenant_id = row["tenant_id"]
-
-        ctx = MagicMock()
-        ctx.__enter__.return_value = None
-        ctx.__exit__.return_value = False
-        mock_rls_transaction.return_value = ctx
-
-        _persist_compliance_requirement_rows(tenant_id, [row])
-
-        mock_copy.assert_called_once_with(tenant_id, [row])
-        mock_rls_transaction.assert_called_once_with(tenant_id)
-        mock_bulk_create.assert_called_once()
-
-        args, kwargs = mock_bulk_create.call_args
-        objects = args[0]
-        assert len(objects) == 1
-        fallback = objects[0]
-        assert fallback.version == row["version"]
-        assert fallback.compliance_id == row["compliance_id"]
-
-    @patch("tasks.jobs.scan.ComplianceRequirementOverview.objects.bulk_create")
-    @patch("tasks.jobs.scan.rls_transaction")
-    @patch("tasks.jobs.scan._copy_compliance_requirement_rows")
-    def test_persist_compliance_requirement_rows_no_rows(
-        self, mock_copy, mock_rls_transaction, mock_bulk_create
-    ):
-        _persist_compliance_requirement_rows(str(uuid.uuid4()), [])
-
-        mock_copy.assert_not_called()
-        mock_rls_transaction.assert_not_called()
-        mock_bulk_create.assert_not_called()
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_multiple_rows(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test COPY with multiple rows to ensure batch processing works correctly."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        captured = {}
-
-        def copy_side_effect(sql, file_obj):
-            captured["sql"] = sql
-            captured["data"] = file_obj.read()
-
-        cursor.copy_expert.side_effect = copy_side_effect
-
-        tenant_id = str(uuid.uuid4())
-        scan_id = uuid.uuid4()
-        inserted_at = datetime.now(timezone.utc)
-
-        rows = [
-            {
-                "id": uuid.uuid4(),
-                "tenant_id": tenant_id,
-                "inserted_at": inserted_at,
-                "compliance_id": "cisa_aws",
-                "framework": "CISA",
-                "version": "1.0",
-                "description": "First requirement",
-                "region": "us-east-1",
-                "requirement_id": "req-1",
-                "requirement_status": "PASS",
-                "passed_checks": 5,
-                "failed_checks": 0,
-                "total_checks": 5,
-                "scan_id": scan_id,
-            },
-            {
-                "id": uuid.uuid4(),
-                "tenant_id": tenant_id,
-                "inserted_at": inserted_at,
-                "compliance_id": "cisa_aws",
-                "framework": "CISA",
-                "version": "1.0",
-                "description": "Second requirement",
-                "region": "us-west-2",
-                "requirement_id": "req-2",
-                "requirement_status": "FAIL",
-                "passed_checks": 3,
-                "failed_checks": 2,
-                "total_checks": 5,
-                "scan_id": scan_id,
-            },
-            {
-                "id": uuid.uuid4(),
-                "tenant_id": tenant_id,
-                "inserted_at": inserted_at,
-                "compliance_id": "aws_foundational_security_aws",
-                "framework": "AWS-Foundational-Security-Best-Practices",
-                "version": "2.0",
-                "description": "Third requirement",
-                "region": "eu-west-1",
-                "requirement_id": "req-3",
-                "requirement_status": "MANUAL",
-                "passed_checks": 0,
-                "failed_checks": 0,
-                "total_checks": 3,
-                "scan_id": scan_id,
-            },
-        ]
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            _copy_compliance_requirement_rows(tenant_id, rows)
-
-        mock_psycopg_connection.assert_called_once_with("admin")
-        connection.cursor.assert_called_once()
-        cursor.execute.assert_called_once()
-        cursor.copy_expert.assert_called_once()
-
-        csv_rows = list(csv.reader(StringIO(captured["data"])))
-        assert len(csv_rows) == 3
-
-        # Validate first row
-        assert csv_rows[0][0] == str(rows[0]["id"])
-        assert csv_rows[0][1] == tenant_id
-        assert csv_rows[0][3] == "cisa_aws"
-        assert csv_rows[0][4] == "CISA"
-        assert csv_rows[0][6] == "First requirement"
-        assert csv_rows[0][7] == "us-east-1"
-        assert csv_rows[0][10] == "5"
-        assert csv_rows[0][11] == "0"
-        assert csv_rows[0][12] == "5"
-
-        # Validate second row
-        assert csv_rows[1][0] == str(rows[1]["id"])
-        assert csv_rows[1][7] == "us-west-2"
-        assert csv_rows[1][9] == "FAIL"
-        assert csv_rows[1][10] == "3"
-        assert csv_rows[1][11] == "2"
-
-        # Validate third row
-        assert csv_rows[2][0] == str(rows[2]["id"])
-        assert csv_rows[2][3] == "aws_foundational_security_aws"
-        assert csv_rows[2][5] == "2.0"
-        assert csv_rows[2][9] == "MANUAL"
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_null_values(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test COPY handles NULL/None values correctly in nullable fields."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        captured = {}
-
-        def copy_side_effect(sql, file_obj):
-            captured["sql"] = sql
-            captured["data"] = file_obj.read()
-
-        cursor.copy_expert.side_effect = copy_side_effect
-
-        # Row with all nullable fields set to None/empty
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": "test_framework",
-            "framework": "Test",
-            "version": None,  # nullable
-            "description": None,  # nullable
-            "region": "",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 0,
-            "failed_checks": 0,
-            "total_checks": 0,
-            "scan_id": uuid.uuid4(),
-        }
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-
-        csv_rows = list(csv.reader(StringIO(captured["data"])))
-        assert len(csv_rows) == 1
-
-        # Validate that None values are converted to empty strings in CSV
-        assert csv_rows[0][5] == ""  # version
-        assert csv_rows[0][6] == ""  # description
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_special_characters(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test COPY correctly escapes special characters in CSV."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        captured = {}
-
-        def copy_side_effect(sql, file_obj):
-            captured["sql"] = sql
-            captured["data"] = file_obj.read()
-
-        cursor.copy_expert.side_effect = copy_side_effect
-
-        # Row with special characters that need escaping
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": 'framework"with"quotes',
-            "framework": "Framework,with,commas",
-            "version": "1.0",
-            "description": 'Description with "quotes", commas, and\nnewlines',
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-
-        # Verify CSV was generated (csv module handles escaping automatically)
-        csv_rows = list(csv.reader(StringIO(captured["data"])))
-        assert len(csv_rows) == 1
-
-        # Verify special characters are preserved after CSV parsing
-        assert csv_rows[0][3] == 'framework"with"quotes'
-        assert csv_rows[0][4] == "Framework,with,commas"
-        assert "quotes" in csv_rows[0][6]
-        assert "commas" in csv_rows[0][6]
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_missing_inserted_at(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test COPY uses current datetime when inserted_at is missing."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        captured = {}
-
-        def copy_side_effect(sql, file_obj):
-            captured["sql"] = sql
-            captured["data"] = file_obj.read()
-
-        cursor.copy_expert.side_effect = copy_side_effect
-
-        # Row without inserted_at field
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": "test_framework",
-            "framework": "Test",
-            "version": "1.0",
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-            # Note: inserted_at is intentionally missing
-        }
-
-        before_call = datetime.now(timezone.utc)
-        with patch.object(MainRouter, "admin_db", "admin"):
-            _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-        after_call = datetime.now(timezone.utc)
-
-        csv_rows = list(csv.reader(StringIO(captured["data"])))
-        assert len(csv_rows) == 1
-
-        # Verify inserted_at was auto-generated and is a valid ISO datetime
-        inserted_at_str = csv_rows[0][2]
-        inserted_at = datetime.fromisoformat(inserted_at_str)
-        assert before_call <= inserted_at <= after_call
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_transaction_rollback_on_copy_error(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test transaction is rolled back when copy_expert fails."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        # Simulate copy_expert failure
-        cursor.copy_expert.side_effect = Exception("COPY command failed")
-
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": "test",
-            "framework": "Test",
-            "version": "1.0",
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            with pytest.raises(Exception, match="COPY command failed"):
-                _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-
-        # Verify rollback was called
-        connection.rollback.assert_called_once()
-        connection.commit.assert_not_called()
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_transaction_rollback_on_set_config_error(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test transaction is rolled back when SET_CONFIG fails."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        # Simulate cursor.execute failure
-        cursor.execute.side_effect = Exception("SET prowler.tenant_id failed")
-
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": "test",
-            "framework": "Test",
-            "version": "1.0",
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            with pytest.raises(Exception, match="SET prowler.tenant_id failed"):
-                _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-
-        # Verify rollback was called
-        connection.rollback.assert_called_once()
-        connection.commit.assert_not_called()
-
-    @patch("tasks.jobs.scan.psycopg_connection")
-    def test_copy_compliance_requirement_rows_commit_on_success(
-        self, mock_psycopg_connection, settings
-    ):
-        """Test transaction is committed on successful COPY."""
-        settings.DATABASES.setdefault("admin", settings.DATABASES["default"])
-
-        connection = MagicMock()
-        cursor = MagicMock()
-        cursor_context = MagicMock()
-        cursor_context.__enter__.return_value = cursor
-        cursor_context.__exit__.return_value = False
-        connection.cursor.return_value = cursor_context
-        connection.__enter__.return_value = connection
-        connection.__exit__.return_value = False
-
-        context_manager = MagicMock()
-        context_manager.__enter__.return_value = connection
-        context_manager.__exit__.return_value = False
-        mock_psycopg_connection.return_value = context_manager
-
-        cursor.copy_expert.return_value = None  # Success
-
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": str(uuid.uuid4()),
-            "compliance_id": "test",
-            "framework": "Test",
-            "version": "1.0",
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        with patch.object(MainRouter, "admin_db", "admin"):
-            _copy_compliance_requirement_rows(str(row["tenant_id"]), [row])
-
-        # Verify commit was called and rollback was not
-        connection.commit.assert_called_once()
-        connection.rollback.assert_not_called()
-        # Verify autocommit was disabled
-        assert connection.autocommit is False
-
-    @patch("tasks.jobs.scan._copy_compliance_requirement_rows")
-    def test_persist_compliance_requirement_rows_success(self, mock_copy):
-        """Test successful COPY path without fallback to ORM."""
-        mock_copy.return_value = None  # Success, no exception
-
-        tenant_id = str(uuid.uuid4())
-        rows = [
-            {
-                "id": uuid.uuid4(),
-                "tenant_id": tenant_id,
-                "inserted_at": datetime.now(timezone.utc),
-                "compliance_id": "test",
-                "framework": "Test",
-                "version": "1.0",
-                "description": "desc",
-                "region": "us-east-1",
-                "requirement_id": "req-1",
-                "requirement_status": "PASS",
-                "passed_checks": 1,
-                "failed_checks": 0,
-                "total_checks": 1,
-                "scan_id": uuid.uuid4(),
-            }
-        ]
-
-        _persist_compliance_requirement_rows(tenant_id, rows)
-
-        # Verify COPY was called
-        mock_copy.assert_called_once_with(tenant_id, rows)
-
-    @patch("tasks.jobs.scan.logger")
-    @patch("tasks.jobs.scan.ComplianceRequirementOverview.objects.bulk_create")
-    @patch("tasks.jobs.scan.rls_transaction")
-    @patch(
-        "tasks.jobs.scan._copy_compliance_requirement_rows",
-        side_effect=Exception("COPY failed"),
-    )
-    def test_persist_compliance_requirement_rows_fallback_logging(
-        self, mock_copy, mock_rls_transaction, mock_bulk_create, mock_logger
-    ):
-        """Test logger.exception is called when COPY fails and fallback occurs."""
-        tenant_id = str(uuid.uuid4())
-        row = {
-            "id": uuid.uuid4(),
-            "tenant_id": tenant_id,
-            "inserted_at": datetime.now(timezone.utc),
-            "compliance_id": "test",
-            "framework": "Test",
-            "version": "1.0",
-            "description": "desc",
-            "region": "us-east-1",
-            "requirement_id": "req-1",
-            "requirement_status": "PASS",
-            "passed_checks": 1,
-            "failed_checks": 0,
-            "total_checks": 1,
-            "scan_id": uuid.uuid4(),
-        }
-
-        ctx = MagicMock()
-        ctx.__enter__.return_value = None
-        ctx.__exit__.return_value = False
-        mock_rls_transaction.return_value = ctx
-
-        _persist_compliance_requirement_rows(tenant_id, [row])
-
-        # Verify logger.exception was called
-        mock_logger.exception.assert_called_once()
-        args, kwargs = mock_logger.exception.call_args
-        assert "COPY bulk insert" in args[0]
-        assert "falling back to ORM" in args[0]
-        assert kwargs.get("exc_info") is not None
-
-    @patch("tasks.jobs.scan.ComplianceRequirementOverview.objects.bulk_create")
-    @patch("tasks.jobs.scan.rls_transaction")
-    @patch(
-        "tasks.jobs.scan._copy_compliance_requirement_rows",
-        side_effect=Exception("copy failed"),
-    )
-    def test_persist_compliance_requirement_rows_fallback_multiple_rows(
-        self, mock_copy, mock_rls_transaction, mock_bulk_create
-    ):
-        """Test ORM fallback with multiple rows."""
-        tenant_id = str(uuid.uuid4())
-        scan_id = uuid.uuid4()
-        inserted_at = datetime.now(timezone.utc)
-
-        rows = [
-            {
-                "id": uuid.uuid4(),
-                "tenant_id": tenant_id,
-                "inserted_at": inserted_at,
-                "compliance_id": "cisa_aws",
-                "framework": "CISA",
-                "version": "1.0",
-                "description": "First requirement",
-                "region": "us-east-1",
-                "requirement_id": "req-1",
-                "requirement_status": "PASS",
-                "passed_checks": 5,
-                "failed_checks": 0,
-                "total_checks": 5,
-                "scan_id": scan_id,
-            },
-            {
-                "id": uuid.uuid4(),
-                "tenant_id": tenant_id,
-                "inserted_at": inserted_at,
-                "compliance_id": "cisa_aws",
-                "framework": "CISA",
-                "version": "1.0",
-                "description": "Second requirement",
-                "region": "us-west-2",
-                "requirement_id": "req-2",
-                "requirement_status": "FAIL",
-                "passed_checks": 2,
-                "failed_checks": 3,
-                "total_checks": 5,
-                "scan_id": scan_id,
-            },
-        ]
-
-        ctx = MagicMock()
-        ctx.__enter__.return_value = None
-        ctx.__exit__.return_value = False
-        mock_rls_transaction.return_value = ctx
-
-        _persist_compliance_requirement_rows(tenant_id, rows)
-
-        mock_copy.assert_called_once_with(tenant_id, rows)
-        mock_rls_transaction.assert_called_once_with(tenant_id)
-        mock_bulk_create.assert_called_once()
-
-        args, kwargs = mock_bulk_create.call_args
-        objects = args[0]
-        assert len(objects) == 2
-        assert kwargs["batch_size"] == 500
-
-        # Validate first object
-        assert objects[0].id == rows[0]["id"]
-        assert objects[0].tenant_id == rows[0]["tenant_id"]
-        assert objects[0].compliance_id == rows[0]["compliance_id"]
-        assert objects[0].framework == rows[0]["framework"]
-        assert objects[0].region == rows[0]["region"]
-        assert objects[0].passed_checks == 5
-        assert objects[0].failed_checks == 0
-
-        # Validate second object
-        assert objects[1].id == rows[1]["id"]
-        assert objects[1].requirement_id == rows[1]["requirement_id"]
-        assert objects[1].requirement_status == rows[1]["requirement_status"]
-        assert objects[1].passed_checks == 2
-        assert objects[1].failed_checks == 3
-
-    @patch("tasks.jobs.scan.ComplianceRequirementOverview.objects.bulk_create")
-    @patch("tasks.jobs.scan.rls_transaction")
-    @patch(
-        "tasks.jobs.scan._copy_compliance_requirement_rows",
-        side_effect=Exception("copy failed"),
-    )
-    def test_persist_compliance_requirement_rows_fallback_all_fields(
-        self, mock_copy, mock_rls_transaction, mock_bulk_create
-    ):
-        """Test ORM fallback correctly maps all fields from row dict to model."""
-        tenant_id = str(uuid.uuid4())
-        row_id = uuid.uuid4()
-        scan_id = uuid.uuid4()
-        inserted_at = datetime.now(timezone.utc)
-
-        row = {
-            "id": row_id,
-            "tenant_id": tenant_id,
-            "inserted_at": inserted_at,
-            "compliance_id": "aws_foundational_security_aws",
-            "framework": "AWS-Foundational-Security-Best-Practices",
-            "version": "2.0",
-            "description": "Ensure MFA is enabled",
-            "region": "eu-west-1",
-            "requirement_id": "iam.1",
-            "requirement_status": "FAIL",
-            "passed_checks": 10,
-            "failed_checks": 5,
-            "total_checks": 15,
-            "scan_id": scan_id,
-        }
-
-        ctx = MagicMock()
-        ctx.__enter__.return_value = None
-        ctx.__exit__.return_value = False
-        mock_rls_transaction.return_value = ctx
-
-        _persist_compliance_requirement_rows(tenant_id, [row])
-
-        args, kwargs = mock_bulk_create.call_args
-        objects = args[0]
-        assert len(objects) == 1
-
-        obj = objects[0]
-        # Validate ALL fields are correctly mapped
-        assert obj.id == row_id
-        assert obj.tenant_id == tenant_id
-        assert obj.inserted_at == inserted_at
-        assert obj.compliance_id == "aws_foundational_security_aws"
-        assert obj.framework == "AWS-Foundational-Security-Best-Practices"
-        assert obj.version == "2.0"
-        assert obj.description == "Ensure MFA is enabled"
-        assert obj.region == "eu-west-1"
-        assert obj.requirement_id == "iam.1"
-        assert obj.requirement_status == "FAIL"
-        assert obj.passed_checks == 10
-        assert obj.failed_checks == 5
-        assert obj.total_checks == 15
-        assert obj.scan_id == scan_id
@@ -98,11 +98,7 @@ class TestGenerateOutputs:
            ),
            patch(
                "tasks.tasks._generate_output_directory",
-                return_value=(
-                    "/tmp/test/out-dir",
-                    "/tmp/test/comp-dir",
-                    "/tmp/test/threat-dir",
-                ),
+                return_value=("out-dir", "comp-dir"),
            ),
            patch("tasks.tasks.Scan.all_objects.filter") as mock_scan_update,
            patch("tasks.tasks.rmtree"),
@@ -130,8 +126,7 @@ class TestGenerateOutputs:
            patch("tasks.tasks.get_compliance_frameworks"),
            patch("tasks.tasks.Finding.all_objects.filter") as mock_findings,
            patch(
-                "tasks.tasks._generate_output_directory",
-                return_value=("/tmp/test/out", "/tmp/test/comp", "/tmp/test/threat"),
+                "tasks.tasks._generate_output_directory", return_value=("out", "comp")
            ),
            patch("tasks.tasks.FindingOutput._transform_findings_stats"),
            patch("tasks.tasks.FindingOutput.transform_api_finding"),
@@ -173,35 +168,15 @@ class TestGenerateOutputs:
        mock_finding_output = MagicMock()
        mock_finding_output.compliance = {"cis": ["requirement-1", "requirement-2"]}

-        html_writer_mock = MagicMock()
-        html_writer_mock._data = []
-        html_writer_mock.close_file = False
-        html_writer_mock.transform = MagicMock()
-        html_writer_mock.batch_write_data_to_file = MagicMock()
-
-        compliance_writer_mock = MagicMock()
-        compliance_writer_mock._data = []
-        compliance_writer_mock.close_file = False
-        compliance_writer_mock.transform = MagicMock()
-        compliance_writer_mock.batch_write_data_to_file = MagicMock()
-
-        # Create a mock class that returns our mock instance when called
-        mock_compliance_class = MagicMock(return_value=compliance_writer_mock)
-
-        mock_provider = MagicMock()
-        mock_provider.provider = "aws"
-        mock_provider.uid = "test-provider-uid"
-
        with (
            patch("tasks.tasks.ScanSummary.objects.filter") as mock_filter,
-            patch("tasks.tasks.Provider.objects.get", return_value=mock_provider),
+            patch("tasks.tasks.Provider.objects.get"),
            patch("tasks.tasks.initialize_prowler_provider"),
            patch("tasks.tasks.Compliance.get_bulk", return_value={"cis": MagicMock()}),
            patch("tasks.tasks.get_compliance_frameworks", return_value=["cis"]),
            patch("tasks.tasks.Finding.all_objects.filter") as mock_findings,
            patch(
-                "tasks.tasks._generate_output_directory",
-                return_value=("/tmp/test/out", "/tmp/test/comp", "/tmp/test/threat"),
+                "tasks.tasks._generate_output_directory", return_value=("out", "comp")
            ),
            patch(
                "tasks.tasks.FindingOutput._transform_findings_stats",
@@ -215,20 +190,6 @@ class TestGenerateOutputs:
            patch("tasks.tasks._upload_to_s3", return_value="s3://bucket/f.zip"),
            patch("tasks.tasks.Scan.all_objects.filter"),
            patch("tasks.tasks.rmtree"),
-            patch(
-                "tasks.tasks.OUTPUT_FORMATS_MAPPING",
-                {
-                    "html": {
-                        "class": lambda *args, **kwargs: html_writer_mock,
-                        "suffix": ".html",
-                        "kwargs": {},
-                    }
-                },
-            ),
-            patch(
-                "tasks.tasks.COMPLIANCE_CLASS_MAP",
-                {"aws": [(lambda x: True, mock_compliance_class)]},
-            ),
        ):
            mock_filter.return_value.exists.return_value = True
            mock_findings.return_value.order_by.return_value.iterator.return_value = [
@@ -236,12 +197,29 @@ class TestGenerateOutputs:
                True,
            ]

-            generate_outputs_task(
-                scan_id=self.scan_id,
-                provider_id=self.provider_id,
-                tenant_id=self.tenant_id,
-            )
-            html_writer_mock.batch_write_data_to_file.assert_called_once()
+            html_writer_mock = MagicMock()
+            with (
+                patch(
+                    "tasks.tasks.OUTPUT_FORMATS_MAPPING",
+                    {
+                        "html": {
+                            "class": lambda *args, **kwargs: html_writer_mock,
+                            "suffix": ".html",
+                            "kwargs": {},
+                        }
+                    },
+                ),
+                patch(
+                    "tasks.tasks.COMPLIANCE_CLASS_MAP",
+                    {"aws": [(lambda x: True, MagicMock())]},
+                ),
+            ):
+                generate_outputs_task(
+                    scan_id=self.scan_id,
+                    provider_id=self.provider_id,
+                    tenant_id=self.tenant_id,
+                )
+                html_writer_mock.batch_write_data_to_file.assert_called_once()

    def test_transform_called_only_on_second_batch(self):
        raw1 = MagicMock()
@@ -278,11 +256,7 @@ class TestGenerateOutputs:
            ),
            patch(
                "tasks.tasks._generate_output_directory",
-                return_value=(
-                    "/tmp/test/outdir",
-                    "/tmp/test/compdir",
-                    "/tmp/test/threatdir",
-                ),
+                return_value=("outdir", "compdir"),
            ),
            patch("tasks.tasks._compress_output_files", return_value="outdir.zip"),
            patch("tasks.tasks._upload_to_s3", return_value="s3://bucket/outdir.zip"),
@@ -329,14 +303,12 @@ class TestGenerateOutputs:
            def __init__(self, *args, **kwargs):
                self.transform_calls = []
                self._data = []
-                self.close_file = False
                writer_instances.append(self)

            def transform(self, fos, comp_obj, name):
                self.transform_calls.append((fos, comp_obj, name))

            def batch_write_data_to_file(self):
-                # Mock implementation - do nothing
                pass

        two_batches = [
@@ -357,11 +329,7 @@ class TestGenerateOutputs:
            patch("tasks.tasks.get_compliance_frameworks", return_value=["cis"]),
            patch(
                "tasks.tasks._generate_output_directory",
-                return_value=(
-                    "/tmp/test/outdir",
-                    "/tmp/test/compdir",
-                    "/tmp/test/threatdir",
-                ),
+                return_value=("outdir", "compdir"),
            ),
            patch("tasks.tasks.FindingOutput._transform_findings_stats"),
            patch(
@@ -400,35 +368,15 @@ class TestGenerateOutputs:
        mock_finding_output = MagicMock()
        mock_finding_output.compliance = {"cis": ["requirement-1", "requirement-2"]}

-        json_writer_mock = MagicMock()
-        json_writer_mock._data = []
-        json_writer_mock.close_file = False
-        json_writer_mock.transform = MagicMock()
-        json_writer_mock.batch_write_data_to_file = MagicMock()
-
-        compliance_writer_mock = MagicMock()
-        compliance_writer_mock._data = []
-        compliance_writer_mock.close_file = False
-        compliance_writer_mock.transform = MagicMock()
-        compliance_writer_mock.batch_write_data_to_file = MagicMock()
-
-        # Create a mock class that returns our mock instance when called
-        mock_compliance_class = MagicMock(return_value=compliance_writer_mock)
-
-        mock_provider = MagicMock()
-        mock_provider.provider = "aws"
-        mock_provider.uid = "test-provider-uid"
-
        with (
            patch("tasks.tasks.ScanSummary.objects.filter") as mock_filter,
-            patch("tasks.tasks.Provider.objects.get", return_value=mock_provider),
+            patch("tasks.tasks.Provider.objects.get"),
            patch("tasks.tasks.initialize_prowler_provider"),
            patch("tasks.tasks.Compliance.get_bulk", return_value={"cis": MagicMock()}),
            patch("tasks.tasks.get_compliance_frameworks", return_value=["cis"]),
            patch("tasks.tasks.Finding.all_objects.filter") as mock_findings,
            patch(
-                "tasks.tasks._generate_output_directory",
-                return_value=("/tmp/test/out", "/tmp/test/comp", "/tmp/test/threat"),
+                "tasks.tasks._generate_output_directory", return_value=("out", "comp")
            ),
            patch(
                "tasks.tasks.FindingOutput._transform_findings_stats",
@@ -442,20 +390,6 @@ class TestGenerateOutputs:
            patch("tasks.tasks._upload_to_s3", return_value="s3://bucket/file.zip"),
            patch("tasks.tasks.Scan.all_objects.filter"),
            patch("tasks.tasks.rmtree", side_effect=Exception("Test deletion error")),
-            patch(
-                "tasks.tasks.OUTPUT_FORMATS_MAPPING",
-                {
-                    "json": {
-                        "class": lambda *args, **kwargs: json_writer_mock,
-                        "suffix": ".json",
-                        "kwargs": {},
-                    }
-                },
-            ),
-            patch(
-                "tasks.tasks.COMPLIANCE_CLASS_MAP",
-                {"aws": [(lambda x: True, mock_compliance_class)]},
-            ),
        ):
            mock_filter.return_value.exists.return_value = True
            mock_findings.return_value.order_by.return_value.iterator.return_value = [
@@ -463,13 +397,29 @@ class TestGenerateOutputs:
                True,
            ]

-            with caplog.at_level("ERROR"):
-                generate_outputs_task(
-                    scan_id=self.scan_id,
-                    provider_id=self.provider_id,
-                    tenant_id=self.tenant_id,
-                )
-                assert "Error deleting output files" in caplog.text
+            with (
+                patch(
+                    "tasks.tasks.OUTPUT_FORMATS_MAPPING",
+                    {
+                        "json": {
+                            "class": lambda *args, **kwargs: MagicMock(),
+                            "suffix": ".json",
+                            "kwargs": {},
+                        }
+                    },
+                ),
+                patch(
+                    "tasks.tasks.COMPLIANCE_CLASS_MAP",
+                    {"aws": [(lambda x: True, MagicMock())]},
+                ),
+            ):
+                with caplog.at_level("ERROR"):
+                    generate_outputs_task(
+                        scan_id=self.scan_id,
+                        provider_id=self.provider_id,
+                        tenant_id=self.tenant_id,
+                    )
+                    assert "Error deleting output files" in caplog.text

    @patch("tasks.tasks.rls_transaction")
    @patch("tasks.tasks.Integration.objects.filter")
@@ -485,8 +435,7 @@ class TestGenerateOutputs:
            patch("tasks.tasks.get_compliance_frameworks", return_value=[]),
            patch("tasks.tasks.Finding.all_objects.filter") as mock_findings,
            patch(
-                "tasks.tasks._generate_output_directory",
-                return_value=("/tmp/test/out", "/tmp/test/comp", "/tmp/test/threat"),
+                "tasks.tasks._generate_output_directory", return_value=("out", "comp")
            ),
            patch("tasks.tasks.FindingOutput._transform_findings_stats"),
            patch("tasks.tasks.FindingOutput.transform_api_finding"),
@@ -527,15 +476,8 @@ class TestScanCompleteTasks:
    @patch("tasks.tasks.create_compliance_requirements_task.apply_async")
    @patch("tasks.tasks.perform_scan_summary_task.si")
    @patch("tasks.tasks.generate_outputs_task.si")
-    @patch("tasks.tasks.generate_threatscore_report_task.si")
-    @patch("tasks.tasks.check_integrations_task.si")
    def test_scan_complete_tasks(
-        self,
-        mock_check_integrations_task,
-        mock_threatscore_task,
-        mock_outputs_task,
-        mock_scan_summary_task,
-        mock_compliance_tasks,
+        self, mock_outputs_task, mock_scan_summary_task, mock_compliance_tasks
    ):
        _perform_scan_complete_tasks("tenant-id", "scan-id", "provider-id")
        mock_compliance_tasks.assert_called_once_with(
@@ -550,16 +492,6 @@ class TestScanCompleteTasks:
            provider_id="provider-id",
            tenant_id="tenant-id",
        )
-        mock_threatscore_task.assert_called_once_with(
-            tenant_id="tenant-id",
-            scan_id="scan-id",
-            provider_id="provider-id",
-        )
-        mock_check_integrations_task.assert_called_once_with(
-            tenant_id="tenant-id",
-            provider_id="provider-id",
-            scan_id="scan-id",
-        )


@pytest.mark.django_db
@@ -730,7 +662,7 @@ class TestCheckIntegrationsTask:
        mock_initialize_provider.return_value = MagicMock()
        mock_compliance_bulk.return_value = {}
        mock_get_frameworks.return_value = []
-        mock_generate_dir.return_value = ("out-dir", "comp-dir", "threat-dir")
+        mock_generate_dir.return_value = ("out-dir", "comp-dir")
        mock_transform_stats.return_value = {"stats": "data"}

        # Mock findings
@@ -855,7 +787,7 @@ class TestCheckIntegrationsTask:
        mock_initialize_provider.return_value = MagicMock()
        mock_compliance_bulk.return_value = {}
        mock_get_frameworks.return_value = []
-        mock_generate_dir.return_value = ("out-dir", "comp-dir", "threat-dir")
+        mock_generate_dir.return_value = ("out-dir", "comp-dir")
        mock_transform_stats.return_value = {"stats": "data"}

        # Mock findings
@@ -971,7 +903,7 @@ class TestCheckIntegrationsTask:
        mock_initialize_provider.return_value = MagicMock()
        mock_compliance_bulk.return_value = {}
        mock_get_frameworks.return_value = []
-        mock_generate_dir.return_value = ("out-dir", "comp-dir", "threat-dir")
+        mock_generate_dir.return_value = ("out-dir", "comp-dir")
        mock_transform_stats.return_value = {"stats": "data"}

        # Mock findings
@@ -1,43 +0,0 @@
-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",
-    )
@@ -1,36 +0,0 @@
-import warnings
-
-from dashboard.common_methods import get_section_containers_3_levels
-
-warnings.filterwarnings("ignore")
-
-
-def get_table(data):
-
-    data["REQUIREMENTS_ID"] = (
-        data["REQUIREMENTS_ID"] + " - " + data["REQUIREMENTS_DESCRIPTION"]
-    )
-
-    data["REQUIREMENTS_ID"] = data["REQUIREMENTS_ID"].apply(
-        lambda x: x[:150] + "..." if len(str(x)) > 150 else x
-    )
-
-    aux = data[
-        [
-            "REQUIREMENTS_ID",
-            "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_ID",
-    )
@@ -1,36 +0,0 @@
-import warnings
-
-from dashboard.common_methods import get_section_containers_3_levels
-
-warnings.filterwarnings("ignore")
-
-
-def get_table(data):
-
-    data["REQUIREMENTS_ID"] = (
-        data["REQUIREMENTS_ID"] + " - " + data["REQUIREMENTS_DESCRIPTION"]
-    )
-
-    data["REQUIREMENTS_ID"] = data["REQUIREMENTS_ID"].apply(
-        lambda x: x[:150] + "..." if len(str(x)) > 150 else x
-    )
-
-    aux = data[
-        [
-            "REQUIREMENTS_ID",
-            "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_ID",
-    )
@@ -1,36 +0,0 @@
-import warnings
-
-from dashboard.common_methods import get_section_containers_3_levels
-
-warnings.filterwarnings("ignore")
-
-
-def get_table(data):
-
-    data["REQUIREMENTS_ID"] = (
-        data["REQUIREMENTS_ID"] + " - " + data["REQUIREMENTS_DESCRIPTION"]
-    )
-
-    data["REQUIREMENTS_ID"] = data["REQUIREMENTS_ID"].apply(
-        lambda x: x[:150] + "..." if len(str(x)) > 150 else x
-    )
-
-    aux = data[
-        [
-            "REQUIREMENTS_ID",
-            "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_ID",
-    )
@@ -1,41 +0,0 @@
-import warnings
-
-from dashboard.common_methods import get_section_containers_cis
-
-warnings.filterwarnings("ignore")
-
-
-def get_table(data):
-    """
-    Generate CIS OCI Foundations Benchmark v3.0 compliance table.
-
-    Args:
-        data: DataFrame containing compliance check results with columns:
-            - REQUIREMENTS_ID: CIS requirement ID (e.g., "1.1", "2.1")
-            - REQUIREMENTS_DESCRIPTION: Description of the requirement
-            - REQUIREMENTS_ATTRIBUTES_SECTION: CIS section name
-            - CHECKID: Prowler check identifier
-            - STATUS: Check status (PASS/FAIL)
-            - REGION: OCI region
-            - TENANCYID: OCI tenancy OCID
-            - RESOURCEID: Resource OCID or identifier
-
-    Returns:
-        Section containers organized by CIS sections for dashboard display
-    """
-    aux = data[
-        [
-            "REQUIREMENTS_ID",
-            "REQUIREMENTS_DESCRIPTION",
-            "REQUIREMENTS_ATTRIBUTES_SECTION",
-            "CHECKID",
-            "STATUS",
-            "REGION",
-            "TENANCYID",
-            "RESOURCEID",
-        ]
-    ].copy()
-
-    return get_section_containers_cis(
-        aux, "REQUIREMENTS_ID", "REQUIREMENTS_ATTRIBUTES_SECTION"
-    )
@@ -1,4 +0,0 @@
-.idea/
-.git/
-.claude/
-AGENTS.md
@@ -1,45 +0,0 @@
-# Prowler Documentation
-
-This repository contains the Prowler Open Source documentation powered by [Mintlify](https://mintlify.com).
-
-## Documentation Structure
-
- **Getting Started**: Overview, installation, and basic usage guides
- **User Guide**: Comprehensive guides for Prowler App, CLI, providers, and compliance
- **Developer Guide**: Technical documentation for developers contributing to Prowler
-
-## Local Development
-
-Install the [Mintlify CLI](https://www.npmjs.com/package/mint) to preview documentation changes locally:
-
-```bash
-npm i -g mint
-```
-
-Run the following command at the root of your documentation (where `mint.json` is located):
-
-```bash
-mint dev
-```
-
-View your local preview at `http://localhost:3000`.
-
-## Publishing Changes
-
-Changes pushed to the main branch are automatically deployed to production through Mintlify's GitHub integration.
-
-## Documentation Guidelines
-
-When contributing to the documentation, please follow the Prowler documentation style guide located in the `.claude` directory.
-
-## Troubleshooting
-
- If your dev environment isn't running: Run `mint update` to ensure you have the most recent version of the CLI.
- If a page loads as a 404: Make sure you are running in a folder with a valid `mint.json` file and that the page path is correctly listed in the navigation.
-
-## Resources
-
- [Prowler GitHub Repository](https://github.com/prowler-cloud/prowler)
- [Prowler Documentation](https://docs.prowler.com/)
- [Mintlify Documentation](https://mintlify.com/docs)
- [Mintlify Community](https://mintlify.com/community)
@@ -0,0 +1,61 @@
+## Access Prowler App
+
+After [installation](../installation/prowler-app.md), navigate to [http://localhost:3000](http://localhost:3000) and sign up with email and password.
+
+<img src="../../img/sign-up-button.png" alt="Sign Up Button" width="320"/>
+<img src="../../img/sign-up.png" alt="Sign Up" width="285"/>
+
+???+ note "User creation and default tenant behavior"
+
+    When creating a new user, the behavior depends on whether an invitation is provided:
+
+    - **Without an invitation**:
+
+        - A new tenant is automatically created.
+        - The new user is assigned to this tenant.
+        - A set of **RBAC admin permissions** is generated and assigned to the user for the newly-created tenant.
+
+    - **With an invitation**: The user is added to the specified tenant with the permissions defined in the invitation.
+
+    This mechanism ensures that the first user in a newly created tenant has administrative permissions within that tenant.
+
+## Log In
+
+Access Prowler App by logging in with **email and password**.
+
+<img src="../../img/log-in.png" alt="Log In" width="285"/>
+
+## Add Cloud Provider
+
+Configure a cloud provider for scanning:
+
+1. Navigate to `Settings > Cloud Providers` and click `Add Account`.
+2. Select the cloud provider.
+3. Enter the provider's identifier (Optional: Add an alias):
+    - **AWS**: Account ID
+    - **GCP**: Project ID
+    - **Azure**: Subscription ID
+    - **Kubernetes**: Cluster ID
+    - **M365**: Domain ID
+4. Follow the guided instructions to add and authenticate your credentials.
+
+## Start a Scan
+
+Once credentials are successfully added and validated, Prowler initiates a scan of your cloud environment.
+
+Click `Go to Scans` to monitor progress.
+
+## View Results
+
+Review findings during scan execution in the following sections:
+
+- **Overview** – Provides a high-level summary of your scans.
+  <img src="../../products/img/overview.png" alt="Overview" width="700"/>
+
+- **Compliance** – Displays compliance insights based on security frameworks.
+  <img src="../../img/compliance.png" alt="Compliance" width="700"/>
+
+> For detailed usage instructions, refer to the [Prowler App Guide](../tutorials/prowler-app.md).
+
+???+ note
+    Prowler will automatically scan all configured providers every **24 hours**, ensuring your cloud environment stays continuously monitored.
@@ -1,24 +1,18 @@
---
-title: 'Basic Usage'
---
-
 ## Running Prowler

 Running Prowler requires specifying the provider (e.g `aws`, `gcp`, `azure`, `kubernetes`, `m365`, `github`, `iac` or `mongodbatlas`):

-<Note>
-If no provider is specified, AWS is used by default for backward compatibility with Prowler v2.
+???+ note
+    If no provider is specified, AWS is used by default for backward compatibility with Prowler v2.

-</Note>
 ```console
 prowler <provider>
 ```
-![Prowler Execution](/images/short-display.png)
+![Prowler Execution](../img/short-display.png)

-<Note>
-Running the `prowler` command without options will uses environment variable credentials. Refer to the Authentication section of each provider for credential configuration details.
+???+ note
+    Running the `prowler` command without options will uses environment variable credentials. Refer to the Authentication section of each provider for credential configuration details.

-</Note>
 ## Verbose Output

 If you prefer the former verbose output, use: `--verbose`. This allows seeing more info while Prowler is running, minimal output is displayed unless verbosity is enabled.
@@ -32,7 +26,7 @@ prowler <provider> -M csv json-asff json-ocsf html
 ```
 The HTML report is saved in the output directory, alongside other reports. It will look like this:

-![Prowler Execution](/images/html-output.png)
+![Prowler Execution](../img/html-output.png)

 ## Listing Available Checks and Services

@@ -64,7 +58,7 @@ prowler kubernetes --excluded-services controllermanager
 ```
 ## Additional Options

-Explore more advanced time-saving execution methods in the [Miscellaneous](/user-guide/cli/tutorials/misc) section.
+Explore more advanced time-saving execution methods in the [Miscellaneous](../tutorials/misc.md) section.

 Access the help menu and view all available options with `-h`/`--help`:

@@ -80,11 +74,10 @@ Use a custom AWS profile with `-p`/`--profile` and/or specific AWS regions with
 prowler aws --profile custom-profile -f us-east-1 eu-south-2
 ```

-<Note>
-By default, `prowler` will scan all AWS regions.
+???+ note
+    By default, `prowler` will scan all AWS regions.

-</Note>
-See more details about AWS Authentication in the [Authentication Section](/user-guide/providers/aws/authentication) section.
+See more details about AWS Authentication in the [Authentication Section](../tutorials/aws/authentication.md) section.

 ## Azure

@@ -104,7 +97,7 @@ prowler azure --browser-auth --tenant-id "XXXXXXXX"
 prowler azure --managed-identity-auth
 ```

-See more details about Azure Authentication in the [Authentication Section](/user-guide/providers/azure/authentication)
+See more details about Azure Authentication in the [Authentication Section](../tutorials/azure/authentication.md)

 By default, Prowler scans all accessible subscriptions. Scan specific subscriptions using the following flag (using az cli auth as example):

@@ -161,10 +154,9 @@ Prowler enables security scanning of Kubernetes clusters, supporting both **in-c
    ```console
    prowler kubernetes --kubeconfig-file path
    ```
-    <Note>
+    ???+ note
        If no `--kubeconfig-file` is provided, Prowler will use the default KubeConfig file location (`~/.kube/config`).

-    </Note>
 - **In-Cluster Execution**

    To run Prowler inside the cluster, apply the provided YAML configuration to deploy a job in a new namespace:
@@ -178,10 +170,9 @@ Prowler enables security scanning of Kubernetes clusters, supporting both **in-c
    kubectl logs prowler-XXXXX --namespace prowler-ns
    ```

-    <Note>
+    ???+ note
        By default, Prowler scans all namespaces in the active Kubernetes context. Use the `--context`flag to specify the context to be scanned and `--namespaces` to restrict scanning to specific namespaces.

-    </Note>
 ## Microsoft 365

 Microsoft 365 requires specifying the auth method:
@@ -191,6 +182,9 @@ Microsoft 365 requires specifying the auth method:
 # To use service principal authentication for MSGraph and PowerShell modules
 prowler m365 --sp-env-auth

+# To use both service principal (for MSGraph) and user credentials (for PowerShell modules)
+prowler m365 --env-auth
+
 # To use az cli authentication
 prowler m365 --az-cli-auth

@@ -199,7 +193,7 @@ prowler m365 --browser-auth --tenant-id "XXXXXXXX"

 ```

-See more details about M365 Authentication in the [Authentication Section](/user-guide/providers/microsoft365/authentication) section.
+See more details about M365 Authentication in the [Authentication Section](../tutorials/microsoft365/authentication.md) section.

 ## GitHub

@@ -220,14 +214,13 @@ Prowler enables security scanning of your **GitHub account**, including **Reposi
    prowler github --github-app-id app_id --github-app-key app_key
    ```

-    <Note>
+    ???+ note
        If no login method is explicitly provided, Prowler will automatically attempt to authenticate using environment variables in the following order of precedence:

        1. `GITHUB_PERSONAL_ACCESS_TOKEN`
        2. `OAUTH_APP_TOKEN`
        3. `GITHUB_APP_ID` and `GITHUB_APP_KEY`

-    </Note>
 ## Infrastructure as Code (IaC)

 Prowler's Infrastructure as Code (IaC) provider enables you to scan local or remote infrastructure code for security and compliance issues using [Trivy](https://trivy.dev/). This provider supports a wide range of IaC frameworks, allowing you to assess your code before deployment.
@@ -254,15 +247,14 @@ prowler iac --scan-path ./my-iac-directory --frameworks terraform kubernetes
 prowler iac --scan-path ./my-iac-directory --exclude-path ./my-iac-directory/test,./my-iac-directory/examples
 ```

-<Note>
- `--scan-path` and `--scan-repository-url` are mutually exclusive; only one can be specified at a time.
- For remote repository scans, authentication can be provided via CLI flags or environment variables (`GITHUB_OAUTH_APP_TOKEN`, `GITHUB_USERNAME`, `GITHUB_PERSONAL_ACCESS_TOKEN`). CLI flags take precedence.
- The IaC provider does not require cloud authentication for local scans.
- It is ideal for CI/CD pipelines and local development environments.
- For more details on supported scanners, see the [Trivy documentation](https://trivy.dev/latest/docs/scanner/vulnerability/)
+???+ note
+    - `--scan-path` and `--scan-repository-url` are mutually exclusive; only one can be specified at a time.
+    - For remote repository scans, authentication can be provided via CLI flags or environment variables (`GITHUB_OAUTH_APP_TOKEN`, `GITHUB_USERNAME`, `GITHUB_PERSONAL_ACCESS_TOKEN`). CLI flags take precedence.
+    - The IaC provider does not require cloud authentication for local scans.
+    - It is ideal for CI/CD pipelines and local development environments.
+    - For more details on supported scanners, see the [Trivy documentation](https://trivy.dev/latest/docs/scanner/vulnerability/)

-</Note>
-See more details about IaC scanning in the [IaC Tutorial](/user-guide/providers/iac/getting-started-iac) section.
+See more details about IaC scanning in the [IaC Tutorial](../tutorials/iac/getting-started-iac.md) section.

 ## MongoDB Atlas

@@ -287,30 +279,4 @@ You can filter scans to specific organizations or projects:
 prowler mongodbatlas --atlas-project-id <project_id>
 ```

-See more details about MongoDB Atlas Authentication in [MongoDB Atlas Authentication](/user-guide/providers/mongodbatlas/authentication)
-
-## Oracle Cloud
-
-Prowler allows you to scan your Oracle Cloud deployments for security and compliance issues.
-
-You have two options to authenticate:
-
-1. OCI Config File Authentication: this config file can be generated using the OCI CLI with the `oci session authenticate` command or created manually using the OCI Console. For more details, see the [OCI Authentication Guide](/user-guide/providers/oci/authentication#oci-session-authentication).
-
-    ```console
-    prowler oci
-    ```
-
-    You can add different profiles to the config file to scan different tenancies or regions. In order to scan a specific profile, use the `--profile` flag:
-
-    ```console
-    prowler oci --profile <profile_name>
-    ```
-
-2. Instance Principal Authentication: when running Prowler on an OCI Compute instance, you can use Instance Principal authentication. For more details, see the [OCI Authentication Guide](/user-guide/providers/oci/authentication#instance-principal-authentication).
-
-    ```console
-    prowler oci --use-instance-principal
-    ```
-
-See more details about Oracle Cloud Authentication in [Oracle Cloud Authentication](/user-guide/providers/oci/authentication)
+See more details about MongoDB Atlas Authentication in [MongoDB Atlas Authentication](../tutorials/mongodbatlas/authentication.md)
@@ -1,6 +1,4 @@
---
-title: 'Contact Us'
---
+# Contact Us

 For technical support or any type of inquiries, you are very welcome to:

@@ -1,14 +1,12 @@
---
-title: 'AWS Provider'
---
+# AWS Provider

 In this page you can find all the details about [Amazon Web Services (AWS)](https://aws.amazon.com/) provider implementation in Prowler.

-By default, Prowler will audit just one account and organization settings per scan. To configure it, follow the [AWS getting started guide](/user-guide/providers/aws/getting-started-aws).
+By default, Prowler will audit just one account and organization settings per scan. To configure it, follow the [AWS getting started guide](../tutorials/aws/getting-started-aws.md).

 ## AWS Provider Classes Architecture

-The AWS provider implementation follows the general [Provider structure](/developer-guide/provider). This section focuses on the AWS-specific implementation, highlighting how the generic provider concepts are realized for AWS in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](/developer-guide/provider). In next subsection you can find a list of the main classes of the AWS provider.
+The AWS provider implementation follows the general [Provider structure](./provider.md). This section focuses on the AWS-specific implementation, highlighting how the generic provider concepts are realized for AWS in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](./provider.md). In next subsection you can find a list of the main classes of the AWS provider.

 ### `AwsProvider` (Main Class)

@@ -35,7 +33,7 @@ The AWS provider implementation follows the general [Provider structure](/develo
 ### `AWSService` (Service Base Class)

 - **Location:** [`prowler/providers/aws/lib/service/service.py`](https://github.com/prowler-cloud/prowler/blob/master/prowler/providers/aws/lib/service/service.py)
- **Purpose:** Abstract base class that all AWS service-specific classes inherit from. This implements the generic service pattern (described in [service page](/developer-guide/services#service-base-class)) specifically for AWS.
+- **Purpose:** Abstract base class that all AWS service-specific classes inherit from. This implements the generic service pattern (described in [service page](./services.md#service-base-class)) specifically for AWS.
 - **Key AWS Responsibilities:**
    - Receives an `AwsProvider` instance to access session, identity, and configuration.
    - Manages clients for all services by regions.
@@ -54,12 +52,12 @@ The AWS provider implementation follows the general [Provider structure](/develo

 ## Specific Patterns in AWS Services

-The generic service pattern is described in [service page](/developer-guide/services#service-structure-and-initialisation). You can find all the right now implemented services in the following locations:
+The generic service pattern is described in [service page](./services.md#service-structure-and-initialisation). You can find all the right now implemented services in the following locations:

 - Directly in the code, in location [`prowler/providers/aws/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/aws/services)
 - In the [Prowler Hub](https://hub.prowler.com/). For a more human-readable view.

-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all AWS services.
+The best reference to understand how to implement a new service is following the [service implementation documentation](./services.md#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all AWS services.

 ### AWS Service Common Patterns

@@ -76,12 +74,12 @@ The best reference to understand how to implement a new service is following the

 ## Specific Patterns in AWS Checks

-The AWS checks pattern is described in [checks page](/developer-guide/checks). You can find all the right now implemented checks:
+The AWS checks pattern is described in [checks page](./checks.md). You can find all the right now implemented checks:

 - Directly in the code, within each service folder, each check has its own folder named after the name of the check. (e.g. [`prowler/providers/aws/services/s3/s3_bucket_acl_prohibited/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/aws/services/s3/s3_bucket_acl_prohibited))
 - In the [Prowler Hub](https://hub.prowler.com/). For a more human-readable view.

-The best reference to understand how to implement a new check is following the [check creation documentation](/developer-guide/checks#creating-a-check) and taking other similar checks as reference.
+The best reference to understand how to implement a new check is following the [check creation documentation](./checks.md#creating-a-check) and taking other similar checks as reference.

 ### Check Report Class

@@ -1,14 +1,12 @@
---
-title: 'Azure Provider'
---
+# Azure Provider

 In this page you can find all the details about [Microsoft Azure](https://azure.microsoft.com/) provider implementation in Prowler.

-By default, Prowler will audit all the subscriptions that it is able to list in the Microsoft Entra tenant, and tenant Entra ID service. To configure it, follow the [Azure getting started guide](/user-guide/providers/azure/getting-started-azure).
+By default, Prowler will audit all the subscriptions that it is able to list in the Microsoft Entra tenant, and tenant Entra ID service. To configure it, follow the [Azure getting started guide](../tutorials/azure/getting-started-azure.md).

 ## Azure Provider Classes Architecture

-The Azure provider implementation follows the general [Provider structure](/developer-guide/provider). This section focuses on the Azure-specific implementation, highlighting how the generic provider concepts are realized for Azure in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](/developer-guide/provider). In next subsection you can find a list of the main classes of the Azure provider.
+The Azure provider implementation follows the general [Provider structure](./provider.md). This section focuses on the Azure-specific implementation, highlighting how the generic provider concepts are realized for Azure in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](./provider.md). In next subsection you can find a list of the main classes of the Azure provider.

 ### `AzureProvider` (Main Class)

@@ -34,7 +32,7 @@ The Azure provider implementation follows the general [Provider structure](/deve
 ### `AzureService` (Service Base Class)

 - **Location:** [`prowler/providers/azure/lib/service/service.py`](https://github.com/prowler-cloud/prowler/blob/master/prowler/providers/azure/lib/service/service.py)
- **Purpose:** Abstract base class that all Azure service-specific classes inherit from. This implements the generic service pattern (described in [service page](/developer-guide/services#service-base-class)) specifically for Azure.
+- **Purpose:** Abstract base class that all Azure service-specific classes inherit from. This implements the generic service pattern (described in [service page](./services.md#service-base-class)) specifically for Azure.
 - **Key Azure Responsibilities:**
    - Receives an `AzureProvider` instance to access session, identity, and configuration.
    - Manages clients for all services by subscription.
@@ -52,12 +50,12 @@ The Azure provider implementation follows the general [Provider structure](/deve

 ## Specific Patterns in Azure Services

-The generic service pattern is described in [service page](/developer-guide/services#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:
+The generic service pattern is described in [service page](./services.md#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:

 - Directly in the code, in location [`prowler/providers/azure/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/azure/services)
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all Azure services.
+The best reference to understand how to implement a new service is following the [service implementation documentation](./services.md#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all Azure services.

 ### Azure Service Common Patterns

@@ -70,12 +68,12 @@ The best reference to understand how to implement a new service is following the

 ## Specific Patterns in Azure Checks

-The Azure checks pattern is described in [checks page](/developer-guide/checks). You can find all the currently implemented checks:
+The Azure checks pattern is described in [checks page](./checks.md). You can find all the currently implemented checks:

 - Directly in the code, within each service folder, each check has its own folder named after the name of the check. (e.g. [`prowler/providers/azure/services/storage/storage_blob_public_access_level_is_disabled/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/azure/services/storage/storage_blob_public_access_level_is_disabled))
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new check is the [Azure check implementation documentation](/developer-guide/checks#creating-a-check) and taking other similar checks as reference.
+The best reference to understand how to implement a new check is the [Azure check implementation documentation](./checks.md#creating-a-check) and taking other similar checks as reference.

 ### Check Report Class

@@ -1,10 +1,8 @@
---
-title: 'Check Metadata Guidelines'
---
+# Check Metadata Guidelines

 ## Introduction

-This guide provides comprehensive guidelines for creating check metadata in Prowler. For basic information on check metadata structure, refer to the [check metadata](/developer-guide/checks#metadata-structure-for-prowler-checks) section.
+This guide provides comprehensive guidelines for creating check metadata in Prowler. For basic information on check metadata structure, refer to the [check metadata](./checks.md#metadata-structure-for-prowler-checks) section.

 ## Check Title Guidelines

@@ -1,6 +1,4 @@
---
-title: 'Prowler Checks'
---
+# Prowler Checks

 This guide explains how to create new checks in Prowler.

@@ -14,7 +12,7 @@ The most common high level steps to create a new check are:

 1. Prerequisites:
    - Verify the check does not already exist by searching [Prowler Hub](https://hub.prowler.com) or checking `prowler/providers/<provider>/services/<service>/<check_name_want_to_implement>/`.
-    - Ensure required provider and service exist. If not, follow the [Provider](/developer-guide/provider) and [Service](/developer-guide/services) documentation to create them.
+    - Ensure required provider and service exist. If not, follow the [Provider](./provider.md) and [Service](./services.md) documentation to create them.
    - Confirm the service has implemented all required methods and attributes for the check (in most cases, you will need to add or modify some methods in the service to get the data you need for the check).
 2. Navigate to the service directory. The path should be as follows: `prowler/providers/<provider>/services/<service>`.
 3. Create a check-specific folder. The path should follow this pattern: `prowler/providers/<provider>/services/<service>/<check_name_want_to_implement>`. Adhere to the [Naming Format for Checks](#naming-format-for-checks).
@@ -22,7 +20,7 @@ The most common high level steps to create a new check are:
 5. Run the check locally to ensure it works as expected. For checking you can use the CLI in the next way:
    - To ensure the check has been detected by Prowler: `poetry run python prowler-cli.py <provider> --list-checks | grep <check_name>`.
    - To run the check, to find possible issues: `poetry run python prowler-cli.py <provider> --log-level ERROR --verbose --check <check_name>`.
-6. Create comprehensive tests for the check that cover multiple scenarios including both PASS (compliant) and FAIL (non-compliant) cases. For detailed information about test structure and implementation guidelines, refer to the [Testing](/developer-guide/unit-testing) documentation.
+6. Create comprehensive tests for the check that cover multiple scenarios including both PASS (compliant) and FAIL (non-compliant) cases. For detailed information about test structure and implementation guidelines, refer to the [Testing](./unit-testing.md) documentation.
 7. If the check and its corresponding tests are working as expected, you can submit a PR to Prowler.

 ### Naming Format for Checks
@@ -41,8 +39,8 @@ The name components are:
 Each check in Prowler follows a straightforward structure. Within the newly created folder, three files must be added to implement the check logic:

 - `__init__.py` (empty file) – Ensures Python treats the check folder as a package.
- `<check_name>.py` (code file) – Contains the check logic, following the prescribed format. Please refer to the [prowler's check code structure](/developer-guide/checks#prowlers-check-code-structure) for more information.
- `<check_name>.metadata.json` (metadata file) – Defines the check's metadata for contextual information. Please refer to the [check metadata](/developer-guide/checks#metadata-structure-for-prowler-checks) for more information.
+- `<check_name>.py` (code file) – Contains the check logic, following the prescribed format. Please refer to the [prowler's check code structure](./checks.md#prowlers-check-code-structure) for more information.
+- `<check_name>.metadata.json` (metadata file) – Defines the check's metadata for contextual information. Please refer to the [check metadata](./checks.md#metadata-structure-for-prowler-checks) for more information.

 ## Prowler's Check Code Structure

@@ -52,10 +50,9 @@ Below the code for a generic check is presented. It is strongly recommended to c

 Report fields are the most dependent on the provider, consult the `CheckReport<Provider>` class for more information on what can be included in the report [here](https://github.com/prowler-cloud/prowler/blob/master/prowler/lib/check/models.py).

-<Note>
-Legacy providers (AWS, Azure, GCP, Kubernetes) follow the `Check_Report_<Provider>` naming convention. This is not recommended for current instances. Newer providers adopt the `CheckReport<Provider>` naming convention. Learn more at [Prowler Code](https://github.com/prowler-cloud/prowler/tree/master/prowler/lib/check/models.py).
+???+ note
+    Legacy providers (AWS, Azure, GCP, Kubernetes) follow the `Check_Report_<Provider>` naming convention. This is not recommended for current instances. Newer providers adopt the `CheckReport<Provider>` naming convention. Learn more at [Prowler Code](https://github.com/prowler-cloud/prowler/tree/master/prowler/lib/check/models.py).

-</Note>
 ```python title="Generic Check Class"
 # Required Imports
 # Import the base Check class and the provider-specific CheckReport class
@@ -216,7 +213,7 @@ Each check **must** populate the report with an unique identifier for the audite

 ### Configurable Checks in Prowler

-See [Configurable Checks](/developer-guide/configurable-checks) for detailed information on making checks configurable using the `audit_config` object and configuration file.
+See [Configurable Checks](./configurable-checks.md) for detailed information on making checks configurable using the `audit_config` object and configuration file.

 ## Metadata Structure for Prowler Checks

@@ -276,17 +273,16 @@ The `CheckTitle` field must be plain text, clearly and succinctly define **the b

 **Always write the `CheckTitle` to describe the *PASS* case**, the desired secure or compliant state of the resource(s). This helps ensure that findings are easy to interpret and that the title always reflects the best practice being met.

-For detailed guidelines on writing effective check titles, including how to determine singular vs. plural scope and common mistakes to avoid, see [Check Title Guidelines](/developer-guide/check-metadata-guidelines#check-title-guidelines).
+For detailed guidelines on writing effective check titles, including how to determine singular vs. plural scope and common mistakes to avoid, see [Check Title Guidelines](./check-metadata-guidelines.md#check-title-guidelines).

 #### CheckType

-<Warning>
-This field is only applicable to the AWS provider.
+???+ warning
+    This field is only applicable to the AWS provider.

-</Warning>
 It follows the [AWS Security Hub Types](https://docs.aws.amazon.com/securityhub/latest/userguide/asff-required-attributes.html#Types) format using the pattern `namespace/category/classifier`.

-For the complete AWS Security Hub selection guidelines, see [Check Type Guidelines](/developer-guide/check-metadata-guidelines#check-type-guidelines-aws-only).
+For the complete AWS Security Hub selection guidelines, see [Check Type Guidelines](./check-metadata-guidelines.md#check-type-guidelines-aws-only).

 #### ServiceName

@@ -318,13 +314,13 @@ The type of resource being audited. This field helps categorize and organize fin

 A concise, natural language explanation that **clearly describes what the finding means**, focusing on clarity and context rather than technical implementation details. Use simple paragraphs with line breaks if needed, but avoid sections, code blocks, or complex formatting. This field is limited to maximum 400 characters.

-For detailed writing guidelines and common mistakes to avoid, see [Description Guidelines](/developer-guide/check-metadata-guidelines#description-guidelines).
+For detailed writing guidelines and common mistakes to avoid, see [Description Guidelines](./check-metadata-guidelines.md#description-guidelines).

 #### Risk

 A clear, natural language explanation of **why this finding poses a cybersecurity risk**. Focus on how it may impact confidentiality, integrity, or availability. If those do not apply, describe any relevant operational or financial risks. Use simple paragraphs with line breaks if needed, but avoid sections, code blocks, or complex formatting. Limit your explanation to 400 characters.

-For detailed writing guidelines and common mistakes to avoid, see [Risk Guidelines](/developer-guide/check-metadata-guidelines#risk-guidelines).
+For detailed writing guidelines and common mistakes to avoid, see [Risk Guidelines](./check-metadata-guidelines.md#risk-guidelines).

 #### RelatedUrl

@@ -332,10 +328,9 @@ For detailed writing guidelines and common mistakes to avoid, see [Risk Guidelin

 #### AdditionalURLs

-<Warning>
-URLs must be valid and not repeated.
+???+ warning
+    URLs must be valid and not repeated.

-</Warning>
 A list of official documentation URLs for further reading. These should be authoritative sources that provide additional context, best practices, or detailed information about the security control being checked. Prefer official provider documentation, security standards, or well-established security resources. Avoid third-party blogs or unofficial sources unless they are highly reputable and directly relevant.

 #### Remediation
@@ -350,17 +345,17 @@ Provides both code examples and best practice recommendations for addressing the
    - **Terraform**: HashiCorp Configuration Language (HCL) code with an example of a compliant configuration.
    - **Other**: Manual steps through web interfaces or other tools to make the finding compliant.

-    For detailed guidelines on writing remediation code, see [Remediation Code Guidelines](/developer-guide/check-metadata-guidelines#remediation-code-guidelines).
+    For detailed guidelines on writing remediation code, see [Remediation Code Guidelines](./check-metadata-guidelines.md#remediation-code-guidelines).

 - **Recommendation**
-    - **Text**: Generic best practice guidance in natural language using Markdown format (maximum 400 characters). For writing guidelines, see [Recommendation Guidelines](/developer-guide/check-metadata-guidelines#recommendation-guidelines).
+    - **Text**: Generic best practice guidance in natural language using Markdown format (maximum 400 characters). For writing guidelines, see [Recommendation Guidelines](./check-metadata-guidelines.md#recommendation-guidelines).
    - **Url**: [Prowler Hub URL](https://hub.prowler.com/) of the check. This URL is always composed by `https://hub.prowler.com/check/<check_id>`.

 #### Categories

 One or more functional groupings used for execution filtering (e.g., `internet-exposed`). You can define new categories just by adding to this field.

-For the complete list of available categories, see [Categories Guidelines](/developer-guide/check-metadata-guidelines#categories-guidelines).
+For the complete list of available categories, see [Categories Guidelines](./check-metadata-guidelines.md#categories-guidelines).

 #### DependsOn

@@ -1,6 +1,4 @@
---
-title: 'Configurable Checks in Prowler'
---
+# Configurable Checks in Prowler

 Prowler empowers users to extend and adapt cloud security coverage by making checks configurable through the use of the `audit_config` object. This approach enables customization of checks to meet specific requirements through a configuration file.

@@ -43,6 +41,6 @@ When adding a new configurable check to Prowler, update the following files:
 - **Test Fixtures:** If tests depend on this configuration, add the variable to `tests/config/fixtures/config.yaml`.
 - **Documentation:** Document the new variable in the list of configurable checks in `docs/tutorials/configuration_file.md`.

-For a complete list of checks that already support configuration, see the [Configuration File Tutorial](/user-guide/cli/tutorials/configuration_file).
+For a complete list of checks that already support configuration, see the [Configuration File Tutorial](../tutorials/configuration_file.md).

 This approach ensures that checks are easily configurable, making Prowler highly adaptable to different environments and requirements.
@@ -1,6 +1,4 @@
---
-title: 'Debugging in Prowler'
---
+# Debugging in Prowler

 Debugging in Prowler simplifies the development process, allowing developers to efficiently inspect and resolve unexpected issues during execution.

@@ -0,0 +1,28 @@
+## Contributing to Documentation
+
+Prowler documentation is built using `mkdocs`, allowing contributors to easily add or enhance documentation.
+
+### Installation and Setup
+
+Install all necessary dependencies using: `poetry install --with docs`.
+
+1. Install `mkdocs` using your preferred package manager.
+
+2. Running the Documentation Locally
+Navigate to the `prowler` repository folder.
+Start the local documentation server by running: `mkdocs serve`.
+Open `http://localhost:8000` in your browser to view live updates.
+
+3. Making Documentation Changes
+Make all needed changes to docs or add new documents. Edit existing Markdown (.md) files inside `prowler/docs`.
+To add new sections or files, update the `mkdocs.yaml` file located in the root directory of Prowler’s repository.
+
+4. Submitting Changes
+
+Once documentation updates are complete:
+
+Submit a pull request for review.
+
+The Prowler team will assess and merge contributions.
+
+Your efforts help improve Prowler documentation—thank you for contributing!
@@ -1,42 +0,0 @@
---
-title: 'Contributing to Documentation'
---
-
-Prowler documentation is built using [Mintlify](https://www.mintlify.com/docs), allowing contributors to easily add or enhance documentation.
-
-## Installation and Setup
-
-<Steps>
-  <Step title="Install Mintlify CLI">
-    ```bash
-    npm i -g mint
-    ```
-    For detailed instructions, check the [Mintlify documentation](https://www.mintlify.com/docs/installation).
-  </Step>
-
-  <Step title="Preview Documentation Locally">
-    Start the local development server to preview changes in real-time.
-
-    ```bash
-    mint dev
-    ```
-
-    A local preview of your documentation will be available at http://localhost:3000
-  </Step>
-
-  <Step title="Make Documentation Changes">
-    Edit existing Markdown (.mdx) files inside the `docs` directory or add new documents.
-
-    For reference about formatting, check the [Mintlify documentation](https://www.mintlify.com/docs/create/text).
-
-    To add new sections or files, update the [`docs/docs.json`](https://github.com/prowler-cloud/prowler/blob/master/docs/docs.json) file to include them in the navigation.
-  </Step>
-
-  <Step title="Submit Changes">
-    Once documentation updates are complete, submit a pull request for review.
-
-    The Prowler team will assess and merge contributions.
-  </Step>
-</Steps>
-
-Your efforts help improve Prowler documentation—thank you for contributing!
@@ -1,14 +1,12 @@
---
-title: 'Google Cloud Provider'
---
+# Google Cloud Provider

 This page details the [Google Cloud Platform (GCP)](https://cloud.google.com/) provider implementation in Prowler.

-By default, Prowler will audit all the GCP projects that the authenticated identity can access. To configure it, follow the [GCP getting started guide](/user-guide/providers/gcp/getting-started-gcp).
+By default, Prowler will audit all the GCP projects that the authenticated identity can access. To configure it, follow the [GCP getting started guide](../tutorials/gcp/getting-started-gcp.md).

 ## GCP Provider Classes Architecture

-The GCP provider implementation follows the general [Provider structure](/developer-guide/provider). This section focuses on the GCP-specific implementation, highlighting how the generic provider concepts are realized for GCP in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](/developer-guide/provider).
+The GCP provider implementation follows the general [Provider structure](./provider.md). This section focuses on the GCP-specific implementation, highlighting how the generic provider concepts are realized for GCP in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](./provider.md).

 ### Main Class

@@ -34,7 +32,7 @@ The GCP provider implementation follows the general [Provider structure](/develo
 ### `GCPService` (Service Base Class)

 - **Location:** [`prowler/providers/gcp/lib/service/service.py`](https://github.com/prowler-cloud/prowler/blob/master/prowler/providers/gcp/lib/service/service.py)
- **Purpose:** Abstract base class that all GCP service-specific classes inherit from. This implements the generic service pattern (described in [service page](/developer-guide/services#service-base-class)) specifically for GCP.
+- **Purpose:** Abstract base class that all GCP service-specific classes inherit from. This implements the generic service pattern (described in [service page](./services.md#service-base-class)) specifically for GCP.
 - **Key GCP Responsibilities:**
    - Receives a `GcpProvider` instance to access session, identity, and configuration.
    - Manages clients for all services by project.
@@ -97,12 +95,12 @@ def _get_instances(self):

 ## Specific Patterns in GCP Services

-The generic service pattern is described in [service page](/developer-guide/services#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:
+The generic service pattern is described in [service page](./services.md#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:

 - Directly in the code, in location [`prowler/providers/gcp/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/gcp/services)
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all GCP services.
+The best reference to understand how to implement a new service is following the [service implementation documentation](./services.md#adding-a-new-service) and taking other services already implemented as reference. In next subsection you can find a list of common patterns that are used accross all GCP services.

 ### GCP Service Common Patterns

@@ -119,12 +117,12 @@ The best reference to understand how to implement a new service is following the

 ## Specific Patterns in GCP Checks

-The GCP checks pattern is described in [checks page](/developer-guide/checks). You can find all the currently implemented checks:
+The GCP checks pattern is described in [checks page](./checks.md). You can find all the currently implemented checks:

 - Directly in the code, within each service folder, each check has its own folder named after the name of the check. (e.g. [`prowler/providers/gcp/services/iam/iam_sa_user_managed_key_unused/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/gcp/services/iam/iam_sa_user_managed_key_unused))
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new check is following the [GCP check implementation documentation](/developer-guide/checks#creating-a-check) and taking other similar checks as reference.
+The best reference to understand how to implement a new check is following the [GCP check implementation documentation](./checks.md#creating-a-check) and taking other similar checks as reference.

 ### Check Report Class

@@ -1,14 +1,12 @@
---
-title: 'GitHub Provider'
---
+# GitHub Provider

 This page details the [GitHub](https://github.com/) provider implementation in Prowler.

-By default, Prowler will audit the GitHub account - scanning all repositories, organizations, and applications that your configured credentials can access. To configure it, follow the [GitHub getting started guide](/user-guide/providers/github/getting-started-github).
+By default, Prowler will audit the GitHub account - scanning all repositories, organizations, and applications that your configured credentials can access. To configure it, follow the [GitHub getting started guide](../tutorials/github/getting-started-github.md).

 ## GitHub Provider Classes Architecture

-The GitHub provider implementation follows the general [Provider structure](/developer-guide/provider). This section focuses on the GitHub-specific implementation, highlighting how the generic provider concepts are realized for GitHub in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](/developer-guide/provider).
+The GitHub provider implementation follows the general [Provider structure](./provider.md). This section focuses on the GitHub-specific implementation, highlighting how the generic provider concepts are realized for GitHub in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](./provider.md).

 ### `GithubProvider` (Main Class)

@@ -50,12 +48,12 @@ The GitHub provider implementation follows the general [Provider structure](/dev

 ## Specific Patterns in GitHub Services

-The generic service pattern is described in [service page](/developer-guide/services#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:
+The generic service pattern is described in [service page](./services.md#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:

 - Directly in the code, in location [`prowler/providers/github/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/github/services)
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and by taking other already implemented services as reference.
+The best reference to understand how to implement a new service is following the [service implementation documentation](./services.md#adding-a-new-service) and by taking other already implemented services as reference.

 ### GitHub Service Common Patterns

@@ -68,12 +66,12 @@ The best reference to understand how to implement a new service is following the

 ## Specific Patterns in GitHub Checks

-The GitHub checks pattern is described in [checks page](/developer-guide/checks). You can find all the currently implemented checks in:
+The GitHub checks pattern is described in [checks page](./checks.md). You can find all the currently implemented checks in:

 - Directly in the code, within each service folder, each check has its own folder named after the name of the check. (e.g. [`prowler/providers/github/services/repository/repository_secret_scanning_enabled/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/github/services/repository/repository_secret_scanning_enabled))
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new check is the [GitHub check implementation documentation](/developer-guide/checks#creating-a-check) and by taking other checks as reference.
+The best reference to understand how to implement a new check is the [GitHub check implementation documentation](./checks.md#creating-a-check) and by taking other checks as reference.

 ### Check Report Class

@@ -0,0 +1,3 @@
+# Integration Tests
+
+Coming soon ...
@@ -1,5 +0,0 @@
---
-title: 'Integration Tests'
---
-
-Coming soon ...
@@ -1,6 +1,4 @@
---
-title: 'Creating a New Integration'
---
+# Creating a New Integration

 ## Introduction

@@ -153,7 +151,7 @@ Refer to the [Prowler Developer Guide](https://docs.prowler.com/projects/prowler

    # More properties and methods
    ```
-
+    
 * Test Connection Method:

    * Validating Credentials or Tokens
@@ -1,6 +1,4 @@
---
-title: 'Introduction to developing in Prowler'
---
+# Introduction to developing in Prowler

 Extending Prowler

@@ -50,12 +48,11 @@ poetry install --with dev
 eval $(poetry env activate)
 ```

-<Warning>
-Starting from Poetry v2.0.0, `poetry shell` has been deprecated in favor of `poetry env activate`.
-If your poetry version is below 2.0.0 you must keep using `poetry shell` to activate your environment.
-In case you have any doubts, consult the [Poetry environment activation guide](https://python-poetry.org/docs/managing-environments/#activating-the-environment).
+???+ important
+    Starting from Poetry v2.0.0, `poetry shell` has been deprecated in favor of `poetry env activate`.
+    If your poetry version is below 2.0.0 you must keep using `poetry shell` to activate your environment.
+    In case you have any doubts, consult the [Poetry environment activation guide](https://python-poetry.org/docs/managing-environments/#activating-the-environment).

-</Warning>
 ## Contributing to Prowler

 ### Ways to Contribute
@@ -67,24 +64,24 @@ Here are some ideas for collaborating with Prowler:
 2. **Expand Prowler's Capabilities**: Prowler is constantly evolving, and you can be a part of its growth. Whether you are adding checks, supporting new services, or introducing integrations, your contributions help improve the tool for everyone. Here is how you can get involved:

    - **Adding New Checks**
-    Want to improve Prowler's detection capabilities for your favorite cloud provider? You can contribute by writing new checks. To get started, follow the [create a new check guide](/developer-guide/checks).
+    Want to improve Prowler's detection capabilities for your favorite cloud provider? You can contribute by writing new checks. To get started, follow the [create a new check guide](./checks.md).

    - **Adding New Services**
-    One key service for your favorite cloud provider is missing? Add it to Prowler! To add a new service, check out the [create a new service guide](/developer-guide/services). Do not forget to include relevant checks to validate functionality.
+    One key service for your favorite cloud provider is missing? Add it to Prowler! To add a new service, check out the [create a new service guide](./services.md). Do not forget to include relevant checks to validate functionality.

    - **Adding New Providers**
-    If you would like to extend Prowler to work with a new cloud provider, follow the [create a new provider guide](/developer-guide/provider). This typically involves setting up new services and checks to ensure compatibility.
+    If you would like to extend Prowler to work with a new cloud provider, follow the [create a new provider guide](./provider.md). This typically involves setting up new services and checks to ensure compatibility.

    - **Adding New Output Formats**
-    Want to tailor how results are displayed or exported? You can add custom output formats by following the [create a new output format guide](/developer-guide/outputs).
+    Want to tailor how results are displayed or exported? You can add custom output formats by following the [create a new output format guide](./outputs.md).

    - **Adding New Integrations**
-    Prowler can work with other tools and platforms through integrations. If you would like to add one, see the [create a new integration guide](/developer-guide/integrations).
+    Prowler can work with other tools and platforms through integrations. If you would like to add one, see the [create a new integration guide](./integrations.md).

    - **Proposing or Implementing Features**
    Got an idea to make Prowler better? Whether it is a brand-new feature or an enhancement to an existing one, you are welcome to propose it or help implement community-requested improvements.

-3. **Improve Documentation**: Help make Prowler more accessible by enhancing our documentation, fixing typos, or adding examples/tutorials. See the tutorial of how we write our documentation [here](/developer-guide/documentation).
+3. **Improve Documentation**: Help make Prowler more accessible by enhancing our documentation, fixing typos, or adding examples/tutorials. See the tutorial of how we write our documentation [here](./documentation.md).

 4. **Bug Fixes**: If you find any issues or bugs, you can report them in the [GitHub Issues](https://github.com/prowler-cloud/prowler/issues) page and if you want you can also fix them.

@@ -108,10 +105,9 @@ pre-commit installed at .git/hooks/pre-commit

 Before merging pull requests, several automated checks and utilities ensure code security and updated dependencies:

-<Note>
-These should have been already installed if `poetry install --with dev` was already run.
+???+ note
+    These should have been already installed if `poetry install --with dev` was already run.

-</Note>
 - [`bandit`](https://pypi.org/project/bandit/) for code security review.
 - [`safety`](https://pypi.org/project/safety/) and [`dependabot`](https://github.com/features/security) for dependencies.
 - [`hadolint`](https://github.com/hadolint/hadolint) and [`dockle`](https://github.com/goodwithtech/dockle) for container security.
@@ -127,10 +123,9 @@ All dependencies are listed in the `pyproject.toml` file.

 For proper code documentation, refer to the following and follow the code documentation practices presented there: [Google Python Style Guide - Comments and Docstrings](https://github.com/google/styleguide/blob/gh-pages/pyguide.md#38-comments-and-docstrings).

-<Note>
-If you encounter issues when committing to the Prowler repository, use the `--no-verify` flag with the `git commit` command.
+???+ note
+    If you encounter issues when committing to the Prowler repository, use the `--no-verify` flag with the `git commit` command.

-</Note>
 ### Repository Folder Structure

 Understanding the layout of the Prowler codebase will help you quickly find where to add new features, checks, or integrations. The following is a high-level overview from the root of the repository:
@@ -178,4 +173,4 @@ To test Prowler from a specific branch (for example, to try out changes from a p
 pipx install "git+https://github.com/prowler-cloud/prowler.git@branch-name"
 ```

-Replace `branch-name` with the name of the branch you want to test. This will install Prowler in an isolated environment, allowing you to try out the changes safely.
+Replace `branch-name` with the name of the branch you want to test. This will install Prowler in an isolated environment, allowing you to try out the changes safely.
@@ -1,14 +1,12 @@
---
-title: 'Kubernetes Provider'
---
+# Kubernetes Provider

 This page details the [Kubernetes](https://kubernetes.io/) provider implementation in Prowler.

-By default, Prowler will audit all namespaces in the Kubernetes cluster accessible by the configured context. To configure it, see the [In-Cluster Execution](/user-guide/providers/kubernetes/in-cluster) or [Non In-Cluster Execution](/user-guide/providers/kubernetes/outside-cluster) guides.
+By default, Prowler will audit all namespaces in the Kubernetes cluster accessible by the configured context. To configure it, see the [In-Cluster Execution](../tutorials/kubernetes/in-cluster.md) or [Non In-Cluster Execution](../tutorials/kubernetes/outside-cluster.md) guides.

 ## Kubernetes Provider Classes Architecture

-The Kubernetes provider implementation follows the general [Provider structure](/developer-guide/provider). This section focuses on the Kubernetes-specific implementation, highlighting how the generic provider concepts are realized for Kubernetes in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](/developer-guide/provider).
+The Kubernetes provider implementation follows the general [Provider structure](./provider.md). This section focuses on the Kubernetes-specific implementation, highlighting how the generic provider concepts are realized for Kubernetes in Prowler. For a full overview of the provider pattern, base classes, and extension guidelines, see [Provider documentation](./provider.md).

 ### `KubernetesProvider` (Main Class)

@@ -33,7 +31,7 @@ The Kubernetes provider implementation follows the general [Provider structure](
 ### `KubernetesService` (Service Base Class)

 - **Location:** [`prowler/providers/kubernetes/lib/service/service.py`](https://github.com/prowler-cloud/prowler/blob/master/prowler/providers/kubernetes/lib/service/service.py)
- **Purpose:** Abstract base class that all Kubernetes service-specific classes inherit from. This implements the generic service pattern (described in [service page](/developer-guide/services#service-base-class)) specifically for Kubernetes.
+- **Purpose:** Abstract base class that all Kubernetes service-specific classes inherit from. This implements the generic service pattern (described in [service page](./services.md#service-base-class)) specifically for Kubernetes.
 - **Key Kubernetes Responsibilities:**
    - Receives a `KubernetesProvider` instance to access session, identity, and configuration.
    - Manages the Kubernetes API client and context.
@@ -52,12 +50,12 @@ The Kubernetes provider implementation follows the general [Provider structure](

 ## Specific Patterns in Kubernetes Services

-The generic service pattern is described in [service page](/developer-guide/services#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:
+The generic service pattern is described in [service page](./services.md#service-structure-and-initialisation). You can find all the currently implemented services in the following locations:

 - Directly in the code, in location [`prowler/providers/kubernetes/services/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/kubernetes/services)
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new service is following the [service implementation documentation](/developer-guide/services#adding-a-new-service) and taking other already implemented services as reference.
+The best reference to understand how to implement a new service is following the [service implementation documentation](./services.md#adding-a-new-service) and taking other already implemented services as reference.

 ### Kubernetes Service Common Patterns

@@ -71,12 +69,12 @@ The best reference to understand how to implement a new service is following the

 ## Specific Patterns in Kubernetes Checks

-The Kubernetes checks pattern is described in [checks page](/developer-guide/checks). You can find all the currently implemented checks in:
+The Kubernetes checks pattern is described in [checks page](./checks.md). You can find all the currently implemented checks in:

 - Directly in the code, within each service folder, each check has its own folder named after the name of the check. (e.g. [`prowler/providers/kubernetes/services/rbac/rbac_minimize_wildcard_use_roles/`](https://github.com/prowler-cloud/prowler/tree/master/prowler/providers/kubernetes/services/rbac/rbac_minimize_wildcard_use_roles))
 - In the [Prowler Hub](https://hub.prowler.com/) for a more human-readable view.

-The best reference to understand how to implement a new check is following the [Kubernetes check implementation documentation](/developer-guide/checks#creating-a-check) and taking other checks as reference.
+The best reference to understand how to implement a new check is following the [Kubernetes check implementation documentation](./checks.md#creating-a-check) and taking other checks as reference.

 ### Check Report Class

@@ -1,6 +1,4 @@
---
-title: 'Extending Prowler Lighthouse AI'
---
+# Extending Prowler Lighthouse AI

 This guide helps developers customize and extend Prowler Lighthouse AI by adding or modifying AI agents.

@@ -17,10 +15,9 @@ AI agents fall into two main categories:

 Prowler Lighthouse AI is an autonomous agent - selecting the right tool(s) based on the users query.

-<Note>
-To learn more about AI agents, read [Anthropic's blog post on building effective agents](https://www.anthropic.com/engineering/building-effective-agents).
+???+ note
+    To learn more about AI agents, read [Anthropic's blog post on building effective agents](https://www.anthropic.com/engineering/building-effective-agents).

-</Note>
 ### LLM Dependency

 The autonomous nature of agents depends on the underlying LLM. Autonomous agents using identical system prompts and tools but powered by different LLM providers might approach user queries differently. Agent with one LLM might solve a problem efficiently, while with another it might take a different route or fail entirely.
@@ -33,7 +30,7 @@ Prowler Lighthouse AI uses a multi-agent architecture orchestrated by the [Langg

 ### Architecture Components

-<img src="/images/prowler-app/lighthouse-architecture.png" alt="Prowler Lighthouse architecture" />
+<img src="../../tutorials/img/lighthouse-architecture.png" alt="Prowler Lighthouse architecture">

 Prowler Lighthouse AI integrates with the NextJS application:

@@ -70,10 +67,9 @@ Modifying the supervisor prompt allows you to:
 - Modify task delegation to specialized agents
 - Set up guardrails (query types to answer or decline)

-<Note>
-The supervisor agent should not have its own tools. This design keeps the system modular and maintainable.
+???+ note
+    The supervisor agent should not have its own tools. This design keeps the system modular and maintainable.

-</Note>
 ### How to Create New Specialized Agents

 The supervisor agent and all specialized agents are defined in the `route.ts` file. The supervisor agent uses [langgraph-supervisor](https://www.npmjs.com/package/@langchain/langgraph-supervisor), while other agents use the prebuilt [create-react-agent](https://langchain-ai.github.io/langgraphjs/how-tos/create-react-agent/).
@@ -81,16 +77,14 @@ The supervisor agent and all specialized agents are defined in the `route.ts` fi
 To add new capabilities or all Lighthouse AI to interact with other APIs, create additional specialized agents:

 1. First determine what the new agent would do. Create a detailed prompt defining the agent's purpose and capabilities. You can see an example from [here](https://github.com/prowler-cloud/prowler/blob/master/ui/lib/lighthouse/prompts.ts#L359-L385).
-<Note>
-Ensure that the new agent's capabilities don't collide with existing agents. For example, if there's already a *findings_agent* that talks to findings APIs don't create a new agent to do the same.
+???+ note
+    Ensure that the new agent's capabilities don't collide with existing agents. For example, if there's already a *findings_agent* that talks to findings APIs don't create a new agent to do the same.

-</Note>
 2. Create necessary tools for the agents to access specific data or perform actions. A tool is a specialized function that extends the capabilities of LLM by allowing it to access external data or APIs. A tool is triggered by LLM based on the description of the tool and the user's query.
 For example, the description of `getScanTool` is "Fetches detailed information about a specific scan by its ID." If the description doesn't convey what the tool is capable of doing, LLM will not invoke the function. If the description of `getScanTool` was set to something random or not set at all, LLM will not answer queries like "Give me the critical issues from the scan ID xxxxxxxxxxxxxxx"
-<Note>
-Ensure that one tool is added to one agent only. Adding tools is optional. There can be agents with no tools at all.
+???+ note
+    Ensure that one tool is added to one agent only. Adding tools is optional. There can be agents with no tools at all.

-</Note>
 3. Use the `createReactAgent` function to define a new agent. For example, the rolesAgent name is "roles_agent" and has access to call tools "*getRolesTool*" and "*getRoleTool*"
 ```js
 const rolesAgent = createReactAgent({
Author	SHA1	Message	Date
Daniel Barranquero	bdae47d61b	feat: add changelog	2025-10-08 16:59:32 +02:00
Daniel Barranquero	e3a7d89948	fix(m365): attribute errors in defender, exchange and admincenter	2025-10-08 16:54:52 +02:00