feat(ui): add GitHub integration UI components

Add complete frontend implementation for GitHub integration following the same pattern as Jira integration. Components: - GitHubIntegrationForm: Form for creating/editing GitHub integrations - GitHubIntegrationsManager: Manager component for listing and managing integrations - GitHubIntegrationCard: Card component for main integrations page - GitHub integration page at /integrations/github Features: - Personal Access Token input with validation - Optional repository owner filter - Connection testing and repository discovery - Enable/disable integration toggle - Edit credentials functionality - Delete integration with confirmation - Pagination support - Integration status display with last checked timestamp Server Actions: - getGitHubIntegrations(): Fetch enabled GitHub integrations - sendFindingToGitHub(): Send finding to GitHub as issue - pollGitHubDispatchTask(): Poll async task completion Types & Schemas: - githubIntegrationFormSchema: Zod schema for creation - editGitHubIntegrationFormSchema: Zod schema for editing - GitHubCredentialsPayload: TypeScript interface for credentials - GitHubDispatchRequest/Response: API types for dispatching Integration Page: - Created /integrations/github page with features list - Added GitHub card to main integrations overview - Exported GitHub components from integrations index 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
feat(api): add GitHub integration for sending findings as issues
2026-11-02 17:34:35 +00:00 · 2026-01-07 21:44:45 +01:00 · 2026-01-07 21:38:16 +01:00
1101 changed files with 21455 additions and 95890 deletions
@@ -48,26 +48,6 @@ POSTGRES_DB=prowler_db
 # POSTGRES_REPLICA_MAX_ATTEMPTS=3
 # POSTGRES_REPLICA_RETRY_BASE_DELAY=0.5

-# Neo4j auth
-NEO4J_HOST=neo4j
-NEO4J_PORT=7687
-NEO4J_USER=neo4j
-NEO4J_PASSWORD=neo4j_password
-# Neo4j settings
-NEO4J_DBMS_MAX__DATABASES=1000
-NEO4J_SERVER_MEMORY_PAGECACHE_SIZE=1G
-NEO4J_SERVER_MEMORY_HEAP_INITIAL__SIZE=1G
-NEO4J_SERVER_MEMORY_HEAP_MAX__SIZE=1G
-NEO4J_POC_EXPORT_FILE_ENABLED=true
-NEO4J_APOC_IMPORT_FILE_ENABLED=true
-NEO4J_APOC_IMPORT_FILE_USE_NEO4J_CONFIG=true
-NEO4J_PLUGINS=["apoc"]
-NEO4J_DBMS_SECURITY_PROCEDURES_ALLOWLIST=apoc.*
-NEO4J_DBMS_SECURITY_PROCEDURES_UNRESTRICTED=apoc.*
-NEO4J_DBMS_CONNECTOR_BOLT_LISTEN_ADDRESS=0.0.0.0:7687
-# Neo4j Prowler settings
-ATTACK_PATHS_FINDINGS_BATCH_SIZE=1000
-
 # Celery-Prowler task settings
 TASK_RETRY_DELAY_SECONDS=0.1
 TASK_RETRY_ATTEMPTS=5
@@ -137,6 +117,7 @@ SENTRY_ENVIRONMENT=local
 SENTRY_RELEASE=local
 NEXT_PUBLIC_SENTRY_ENVIRONMENT=${SENTRY_ENVIRONMENT}

+
 #### Prowler release version ####
 NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.16.0

@@ -29,7 +29,7 @@ runs:
      run: |
        BRANCH_NAME="${GITHUB_HEAD_REF:-${GITHUB_REF_NAME}}"
        echo "Using branch: $BRANCH_NAME"
-        sed -i "s|\(git+https://github.com/prowler-cloud/prowler[^@]*\)@master|\1@$BRANCH_NAME|g" pyproject.toml
+        sed -i "s|@master|@$BRANCH_NAME|g" pyproject.toml

    - name: Install poetry
      shell: bash
@@ -46,22 +46,12 @@ provider/oci:
  - changed-files:
      - any-glob-to-any-file: "prowler/providers/oraclecloud/**"
      - any-glob-to-any-file: "tests/providers/oraclecloud/**"
-
+      
 provider/alibabacloud:
  - changed-files:
      - any-glob-to-any-file: "prowler/providers/alibabacloud/**"
      - any-glob-to-any-file: "tests/providers/alibabacloud/**"

-provider/cloudflare:
-  - changed-files:
-      - any-glob-to-any-file: "prowler/providers/cloudflare/**"
-      - any-glob-to-any-file: "tests/providers/cloudflare/**"
-
-provider/openstack:
-  - changed-files:
-      - any-glob-to-any-file: "prowler/providers/openstack/**"
-      - any-glob-to-any-file: "tests/providers/openstack/**"
-
 github_actions:
  - changed-files:
      - any-glob-to-any-file: ".github/workflows/*"
@@ -77,23 +67,15 @@ mutelist:
      - any-glob-to-any-file: "prowler/providers/azure/lib/mutelist/**"
      - any-glob-to-any-file: "prowler/providers/gcp/lib/mutelist/**"
      - any-glob-to-any-file: "prowler/providers/kubernetes/lib/mutelist/**"
-      - any-glob-to-any-file: "prowler/providers/m365/lib/mutelist/**"
      - any-glob-to-any-file: "prowler/providers/mongodbatlas/lib/mutelist/**"
-      - any-glob-to-any-file: "prowler/providers/oraclecloud/lib/mutelist/**"
-      - any-glob-to-any-file: "prowler/providers/alibabacloud/lib/mutelist/**"
-      - any-glob-to-any-file: "prowler/providers/cloudflare/lib/mutelist/**"
-      - any-glob-to-any-file: "prowler/providers/openstack/lib/mutelist/**"
      - any-glob-to-any-file: "tests/lib/mutelist/**"
      - any-glob-to-any-file: "tests/providers/aws/lib/mutelist/**"
      - any-glob-to-any-file: "tests/providers/azure/lib/mutelist/**"
      - any-glob-to-any-file: "tests/providers/gcp/lib/mutelist/**"
      - any-glob-to-any-file: "tests/providers/kubernetes/lib/mutelist/**"
-      - any-glob-to-any-file: "tests/providers/m365/lib/mutelist/**"
      - any-glob-to-any-file: "tests/providers/mongodbatlas/lib/mutelist/**"
-      - any-glob-to-any-file: "tests/providers/oraclecloud/lib/mutelist/**"
+      - any-glob-to-any-file: "tests/providers/oci/lib/mutelist/**"
      - any-glob-to-any-file: "tests/providers/alibabacloud/lib/mutelist/**"
-      - any-glob-to-any-file: "tests/providers/cloudflare/lib/mutelist/**"
-      - any-glob-to-any-file: "tests/providers/openstack/lib/mutelist/**"

 integration/s3:
  - changed-files:
@@ -14,26 +14,14 @@ Please add a detailed description of how to review this PR.

 ### Checklist

-<details>
-
-<summary><b>Community Checklist</b></summary>
-
- [ ] This feature/issue is listed in [here](https://github.com/prowler-cloud/prowler/issues?q=sort%3Aupdated-desc+is%3Aissue+is%3Aopen) or roadmap.prowler.com
- [ ] Is it assigned to me, if not, request it via the issue/feature in [here](https://github.com/prowler-cloud/prowler/issues?q=sort%3Aupdated-desc+is%3Aissue+is%3Aopen) or [Prowler Community Slack](goto.prowler.com/slack)
-
-</details>
-
-
+- Are there new checks included in this PR? Yes / No
+    - If so, do we need to update permissions for the provider? Please review this carefully.
 - [ ] Review if the code is being covered by tests.
 - [ ] Review if code is being documented following this specification https://github.com/google/styleguide/blob/gh-pages/pyguide.md#38-comments-and-docstrings
 - [ ] Review if backport is needed.
 - [ ] Review if is needed to change the [Readme.md](https://github.com/prowler-cloud/prowler/blob/master/README.md)
 - [ ] Ensure new entries are added to [CHANGELOG.md](https://github.com/prowler-cloud/prowler/blob/master/prowler/CHANGELOG.md), if applicable.

-#### SDK/CLI
- Are there new checks included in this PR? Yes / No
-    - If so, do we need to update permissions for the provider? Please review this carefully.
-
 #### UI
 - [ ] All issue/task requirements work as expected on the UI
 - [ ] Screenshots/Video of the functionality flow (if applicable) - Mobile (X < 640px)
@@ -42,11 +30,6 @@ Please add a detailed description of how to review this PR.
 - [ ] Ensure new entries are added to [CHANGELOG.md](https://github.com/prowler-cloud/prowler/blob/master/ui/CHANGELOG.md), if applicable.

 #### API
- [ ] All issue/task requirements work as expected on the API
- [ ] Endpoint response output (if applicable)
- [ ] EXPLAIN ANALYZE output for new/modified queries or indexes (if applicable)
- [ ] Performance test results (if applicable)
- [ ] Any other relevant evidence of the implementation (if applicable)
 - [ ] Verify if API specs need to be regenerated.
 - [ ] Check if version updates are required (e.g., specs, Poetry, etc.).
 - [ ] Ensure new entries are added to [CHANGELOG.md](https://github.com/prowler-cloud/prowler/blob/master/api/CHANGELOG.md), if applicable.
@@ -1,257 +0,0 @@
-#!/usr/bin/env python3
-"""
-Test Impact Analysis Script
-
-Analyzes changed files and determines which tests need to run.
-Outputs GitHub Actions compatible outputs.
-
-Usage:
-    python test-impact.py <changed_files...>
-    python test-impact.py --from-stdin  # Read files from stdin (one per line)
-
-Outputs (for GitHub Actions):
-    - run-all: "true" if critical paths changed
-    - sdk-tests: Space-separated list of SDK test paths
-    - api-tests: Space-separated list of API test paths
-    - ui-e2e: Space-separated list of UI E2E test paths
-    - modules: Comma-separated list of affected module names
-"""
-
-import fnmatch
-import os
-import sys
-from pathlib import Path
-
-import yaml
-
-
-def load_config() -> dict:
-    """Load test-impact.yml configuration."""
-    config_path = Path(__file__).parent.parent / "test-impact.yml"
-    with open(config_path) as f:
-        return yaml.safe_load(f)
-
-
-def matches_pattern(file_path: str, pattern: str) -> bool:
-    """Check if file path matches a glob pattern."""
-    # Normalize paths
-    file_path = file_path.strip("/")
-    pattern = pattern.strip("/")
-
-    # Handle ** patterns
-    if "**" in pattern:
-        # Convert glob pattern to work with fnmatch
-        # e.g., "prowler/lib/**" matches "prowler/lib/check/foo.py"
-        base = pattern.replace("/**", "")
-        if file_path.startswith(base):
-            return True
-        # Also try standard fnmatch
-        return fnmatch.fnmatch(file_path, pattern)
-
-    return fnmatch.fnmatch(file_path, pattern)
-
-
-def filter_ignored_files(
-    changed_files: list[str], ignored_paths: list[str]
-) -> list[str]:
-    """Filter out files that match ignored patterns."""
-    filtered = []
-    for file_path in changed_files:
-        is_ignored = False
-        for pattern in ignored_paths:
-            if matches_pattern(file_path, pattern):
-                print(f"  [IGNORED] {file_path} matches {pattern}", file=sys.stderr)
-                is_ignored = True
-                break
-        if not is_ignored:
-            filtered.append(file_path)
-    return filtered
-
-
-def check_critical_paths(changed_files: list[str], critical_paths: list[str]) -> bool:
-    """Check if any changed file matches critical paths."""
-    for file_path in changed_files:
-        for pattern in critical_paths:
-            if matches_pattern(file_path, pattern):
-                print(f"  [CRITICAL] {file_path} matches {pattern}", file=sys.stderr)
-                return True
-    return False
-
-
-def find_affected_modules(
-    changed_files: list[str], modules: list[dict]
-) -> dict[str, dict]:
-    """Find which modules are affected by changed files."""
-    affected = {}
-
-    for file_path in changed_files:
-        for module in modules:
-            module_name = module["name"]
-            match_patterns = module.get("match", [])
-
-            for pattern in match_patterns:
-                if matches_pattern(file_path, pattern):
-                    if module_name not in affected:
-                        affected[module_name] = {
-                            "tests": set(),
-                            "e2e": set(),
-                            "matched_files": [],
-                        }
-                    affected[module_name]["matched_files"].append(file_path)
-
-                    # Add test patterns
-                    for test_pattern in module.get("tests", []):
-                        affected[module_name]["tests"].add(test_pattern)
-
-                    # Add E2E patterns
-                    for e2e_pattern in module.get("e2e", []):
-                        affected[module_name]["e2e"].add(e2e_pattern)
-
-                    break  # File matched this module, move to next file
-
-    return affected
-
-
-def categorize_tests(
-    affected_modules: dict[str, dict],
-) -> tuple[set[str], set[str], set[str]]:
-    """Categorize tests into SDK, API, and UI E2E."""
-    sdk_tests = set()
-    api_tests = set()
-    ui_e2e = set()
-
-    for module_name, data in affected_modules.items():
-        for test_path in data["tests"]:
-            if test_path.startswith("tests/"):
-                sdk_tests.add(test_path)
-            elif test_path.startswith("api/"):
-                api_tests.add(test_path)
-
-        for e2e_path in data["e2e"]:
-            ui_e2e.add(e2e_path)
-
-    return sdk_tests, api_tests, ui_e2e
-
-
-def set_github_output(name: str, value: str):
-    """Set GitHub Actions output."""
-    github_output = os.environ.get("GITHUB_OUTPUT")
-    if github_output:
-        with open(github_output, "a") as f:
-            # Handle multiline values
-            if "\n" in value:
-                import uuid
-
-                delimiter = uuid.uuid4().hex
-                f.write(f"{name}<<{delimiter}\n{value}\n{delimiter}\n")
-            else:
-                f.write(f"{name}={value}\n")
-    # Print for debugging (without deprecated format)
-    print(f"  {name}={value}", file=sys.stderr)
-
-
-def main():
-    # Parse arguments
-    if "--from-stdin" in sys.argv:
-        changed_files = [line.strip() for line in sys.stdin if line.strip()]
-    else:
-        changed_files = [f for f in sys.argv[1:] if f and not f.startswith("-")]
-
-    if not changed_files:
-        print("No changed files provided", file=sys.stderr)
-        set_github_output("run-all", "false")
-        set_github_output("sdk-tests", "")
-        set_github_output("api-tests", "")
-        set_github_output("ui-e2e", "")
-        set_github_output("modules", "")
-        set_github_output("has-tests", "false")
-        return
-
-    print(f"Analyzing {len(changed_files)} changed files...", file=sys.stderr)
-    for f in changed_files[:10]:  # Show first 10
-        print(f"  - {f}", file=sys.stderr)
-    if len(changed_files) > 10:
-        print(f"  ... and {len(changed_files) - 10} more", file=sys.stderr)
-
-    # Load configuration
-    config = load_config()
-
-    # Filter out ignored files (docs, configs, etc.)
-    ignored_paths = config.get("ignored", {}).get("paths", [])
-    changed_files = filter_ignored_files(changed_files, ignored_paths)
-
-    if not changed_files:
-        print("\nAll changed files are ignored (docs, configs, etc.)", file=sys.stderr)
-        print("No tests needed.", file=sys.stderr)
-        set_github_output("run-all", "false")
-        set_github_output("sdk-tests", "")
-        set_github_output("api-tests", "")
-        set_github_output("ui-e2e", "")
-        set_github_output("modules", "none-ignored")
-        set_github_output("has-tests", "false")
-        return
-
-    print(
-        f"\n{len(changed_files)} files remain after filtering ignored paths",
-        file=sys.stderr,
-    )
-
-    # Check critical paths
-    critical_paths = config.get("critical", {}).get("paths", [])
-    if check_critical_paths(changed_files, critical_paths):
-        print("\nCritical path changed - running ALL tests", file=sys.stderr)
-        set_github_output("run-all", "true")
-        set_github_output("sdk-tests", "tests/")
-        set_github_output("api-tests", "api/src/backend/")
-        set_github_output("ui-e2e", "ui/tests/")
-        set_github_output("modules", "all")
-        set_github_output("has-tests", "true")
-        return
-
-    # Find affected modules
-    modules = config.get("modules", [])
-    affected = find_affected_modules(changed_files, modules)
-
-    if not affected:
-        print("\nNo test-mapped modules affected", file=sys.stderr)
-        set_github_output("run-all", "false")
-        set_github_output("sdk-tests", "")
-        set_github_output("api-tests", "")
-        set_github_output("ui-e2e", "")
-        set_github_output("modules", "")
-        set_github_output("has-tests", "false")
-        return
-
-    # Report affected modules
-    print(f"\nAffected modules: {len(affected)}", file=sys.stderr)
-    for module_name, data in affected.items():
-        print(f"  [{module_name}]", file=sys.stderr)
-        for f in data["matched_files"][:3]:
-            print(f"    - {f}", file=sys.stderr)
-        if len(data["matched_files"]) > 3:
-            print(
-                f"    ... and {len(data['matched_files']) - 3} more files",
-                file=sys.stderr,
-            )
-
-    # Categorize tests
-    sdk_tests, api_tests, ui_e2e = categorize_tests(affected)
-
-    # Output results
-    print("\nTest paths to run:", file=sys.stderr)
-    print(f"  SDK: {sdk_tests or 'none'}", file=sys.stderr)
-    print(f"  API: {api_tests or 'none'}", file=sys.stderr)
-    print(f"  E2E: {ui_e2e or 'none'}", file=sys.stderr)
-
-    set_github_output("run-all", "false")
-    set_github_output("sdk-tests", " ".join(sorted(sdk_tests)))
-    set_github_output("api-tests", " ".join(sorted(api_tests)))
-    set_github_output("ui-e2e", " ".join(sorted(ui_e2e)))
-    set_github_output("modules", ",".join(sorted(affected.keys())))
-    set_github_output(
-        "has-tests", "true" if (sdk_tests or api_tests or ui_e2e) else "false"
-    )
-
-
-if __name__ == "__main__":
-    main()
@@ -1,399 +0,0 @@
-# Test Impact Analysis Configuration
-# Defines which tests to run based on changed files
-#
-# Usage: Changes to paths in 'critical' always run all tests.
-#        Changes to paths in 'modules' run only the mapped tests.
-#        Changes to paths in 'ignored' don't trigger any tests.
-
-# Ignored paths - changes here don't trigger any tests
-# Documentation, configs, and other non-code files
-ignored:
-  paths:
-    # Documentation
-    - docs/**
-    - "*.md"
-    - "**/*.md"
-    - mkdocs.yml
-    
-    # Config files that don't affect runtime
-    - .gitignore
-    - .gitattributes
-    - .editorconfig
-    - .pre-commit-config.yaml
-    - .backportrc.json
-    - CODEOWNERS
-    - LICENSE
-    
-    # IDE/Editor configs
-    - .vscode/**
-    - .idea/**
-    
-    # Examples and contrib (not production code)
-    - examples/**
-    - contrib/**
-    
-    # Skills (AI agent configs, not runtime)
-    - skills/**
-    
-    # Permissions docs
-    - permissions/**
-
-# Critical paths - changes here run ALL tests
-# These are foundational/shared code that can affect anything
-critical:
-  paths:
-    # SDK Core
-    - prowler/lib/**
-    - prowler/config/**
-    - prowler/exceptions/**
-    - prowler/providers/common/**
-    
-    # API Core
-    - api/src/backend/api/models.py
-    - api/src/backend/config/**
-    - api/src/backend/conftest.py
-    
-    # UI Core
-    - ui/lib/**
-    - ui/types/**
-    - ui/config/**
-    - ui/middleware.ts
-    
-    # CI/CD changes
-    - .github/workflows/**
-    - .github/test-impact.yml
-
-# Module mappings - path patterns to test patterns
-modules:
-  # ============================================
-  # SDK - Providers (each provider is isolated)
-  # ============================================
-  - name: sdk-aws
-    match:
-      - prowler/providers/aws/**
-      - prowler/compliance/aws/**
-    tests:
-      - tests/providers/aws/**
-    e2e: []
-
-  - name: sdk-azure
-    match:
-      - prowler/providers/azure/**
-      - prowler/compliance/azure/**
-    tests:
-      - tests/providers/azure/**
-    e2e: []
-
-  - name: sdk-gcp
-    match:
-      - prowler/providers/gcp/**
-      - prowler/compliance/gcp/**
-    tests:
-      - tests/providers/gcp/**
-    e2e: []
-
-  - name: sdk-kubernetes
-    match:
-      - prowler/providers/kubernetes/**
-      - prowler/compliance/kubernetes/**
-    tests:
-      - tests/providers/kubernetes/**
-    e2e: []
-
-  - name: sdk-github
-    match:
-      - prowler/providers/github/**
-      - prowler/compliance/github/**
-    tests:
-      - tests/providers/github/**
-    e2e: []
-
-  - name: sdk-m365
-    match:
-      - prowler/providers/m365/**
-      - prowler/compliance/m365/**
-    tests:
-      - tests/providers/m365/**
-    e2e: []
-
-  - name: sdk-alibabacloud
-    match:
-      - prowler/providers/alibabacloud/**
-      - prowler/compliance/alibabacloud/**
-    tests:
-      - tests/providers/alibabacloud/**
-    e2e: []
-
-  - name: sdk-cloudflare
-    match:
-      - prowler/providers/cloudflare/**
-      - prowler/compliance/cloudflare/**
-    tests:
-      - tests/providers/cloudflare/**
-    e2e: []
-
-  - name: sdk-oraclecloud
-    match:
-      - prowler/providers/oraclecloud/**
-      - prowler/compliance/oraclecloud/**
-    tests:
-      - tests/providers/oraclecloud/**
-    e2e: []
-
-  - name: sdk-mongodbatlas
-    match:
-      - prowler/providers/mongodbatlas/**
-      - prowler/compliance/mongodbatlas/**
-    tests:
-      - tests/providers/mongodbatlas/**
-    e2e: []
-
-  - name: sdk-nhn
-    match:
-      - prowler/providers/nhn/**
-      - prowler/compliance/nhn/**
-    tests:
-      - tests/providers/nhn/**
-    e2e: []
-
-  - name: sdk-iac
-    match:
-      - prowler/providers/iac/**
-      - prowler/compliance/iac/**
-    tests:
-      - tests/providers/iac/**
-    e2e: []
-
-  - name: sdk-llm
-    match:
-      - prowler/providers/llm/**
-      - prowler/compliance/llm/**
-    tests:
-      - tests/providers/llm/**
-    e2e: []
-
-  # ============================================
-  # SDK - Lib modules
-  # ============================================
-  - name: sdk-lib-check
-    match:
-      - prowler/lib/check/**
-    tests:
-      - tests/lib/check/**
-    e2e: []
-
-  - name: sdk-lib-outputs
-    match:
-      - prowler/lib/outputs/**
-    tests:
-      - tests/lib/outputs/**
-    e2e: []
-
-  - name: sdk-lib-scan
-    match:
-      - prowler/lib/scan/**
-    tests:
-      - tests/lib/scan/**
-    e2e: []
-
-  - name: sdk-lib-cli
-    match:
-      - prowler/lib/cli/**
-    tests:
-      - tests/lib/cli/**
-    e2e: []
-
-  - name: sdk-lib-mutelist
-    match:
-      - prowler/lib/mutelist/**
-    tests:
-      - tests/lib/mutelist/**
-    e2e: []
-
-  # ============================================
-  # API - Views, Serializers, Tasks
-  # ============================================
-  - name: api-views
-    match:
-      - api/src/backend/api/v1/views.py
-    tests:
-      - api/src/backend/api/tests/test_views.py
-    e2e:
-      # API view changes can break UI
-      - ui/tests/**
-
-  - name: api-serializers
-    match:
-      - api/src/backend/api/v1/serializers.py
-      - api/src/backend/api/v1/serializer_utils/**
-    tests:
-      - api/src/backend/api/tests/**
-    e2e:
-      # Serializer changes affect API responses → UI
-      - ui/tests/**
-
-  - name: api-filters
-    match:
-      - api/src/backend/api/filters.py
-    tests:
-      - api/src/backend/api/tests/**
-    e2e: []
-
-  - name: api-rbac
-    match:
-      - api/src/backend/api/rbac/**
-    tests:
-      - api/src/backend/api/tests/**
-    e2e:
-      - ui/tests/roles/**
-
-  - name: api-tasks
-    match:
-      - api/src/backend/tasks/**
-    tests:
-      - api/src/backend/tasks/tests/**
-    e2e: []
-
-  - name: api-attack-paths
-    match:
-      - api/src/backend/api/attack_paths/**
-    tests:
-      - api/src/backend/api/tests/test_attack_paths.py
-    e2e: []
-
-  # ============================================
-  # UI - Components and Features
-  # ============================================
-  - name: ui-providers
-    match:
-      - ui/components/providers/**
-      - ui/actions/providers/**
-      - ui/app/**/providers/**
-    tests: []
-    e2e:
-      - ui/tests/providers/**
-
-  - name: ui-findings
-    match:
-      - ui/components/findings/**
-      - ui/actions/findings/**
-      - ui/app/**/findings/**
-    tests: []
-    e2e:
-      - ui/tests/findings/**
-
-  - name: ui-scans
-    match:
-      - ui/components/scans/**
-      - ui/actions/scans/**
-      - ui/app/**/scans/**
-    tests: []
-    e2e:
-      - ui/tests/scans/**
-
-  - name: ui-compliance
-    match:
-      - ui/components/compliance/**
-      - ui/actions/compliances/**
-      - ui/app/**/compliance/**
-    tests: []
-    e2e:
-      - ui/tests/compliance/**
-
-  - name: ui-auth
-    match:
-      - ui/components/auth/**
-      - ui/actions/auth/**
-      - ui/app/(auth)/**
-    tests: []
-    e2e:
-      - ui/tests/sign-in/**
-      - ui/tests/sign-up/**
-
-  - name: ui-invitations
-    match:
-      - ui/components/invitations/**
-      - ui/actions/invitations/**
-      - ui/app/**/invitations/**
-    tests: []
-    e2e:
-      - ui/tests/invitations/**
-
-  - name: ui-roles
-    match:
-      - ui/components/roles/**
-      - ui/actions/roles/**
-      - ui/app/**/roles/**
-    tests: []
-    e2e:
-      - ui/tests/roles/**
-
-  - name: ui-users
-    match:
-      - ui/components/users/**
-      - ui/actions/users/**
-      - ui/app/**/users/**
-    tests: []
-    e2e:
-      - ui/tests/users/**
-
-  - name: ui-integrations
-    match:
-      - ui/components/integrations/**
-      - ui/actions/integrations/**
-      - ui/app/**/integrations/**
-    tests: []
-    e2e:
-      - ui/tests/integrations/**
-
-  - name: ui-resources
-    match:
-      - ui/components/resources/**
-      - ui/actions/resources/**
-      - ui/app/**/resources/**
-    tests: []
-    e2e:
-      - ui/tests/resources/**
-
-  - name: ui-profile
-    match:
-      - ui/app/**/profile/**
-    tests: []
-    e2e:
-      - ui/tests/profile/**
-
-  - name: ui-lighthouse
-    match:
-      - ui/components/lighthouse/**
-      - ui/actions/lighthouse/**
-      - ui/app/**/lighthouse/**
-      - ui/lib/lighthouse/**
-    tests: []
-    e2e:
-      - ui/tests/lighthouse/**
-
-  - name: ui-overview
-    match:
-      - ui/components/overview/**
-      - ui/actions/overview/**
-    tests: []
-    e2e:
-      - ui/tests/home/**
-
-  - name: ui-shadcn
-    match:
-      - ui/components/shadcn/**
-      - ui/components/ui/**
-    tests: []
-    e2e:
-      # Shared components can affect any E2E
-      - ui/tests/**
-
-  - name: ui-attack-paths
-    match:
-      - ui/components/attack-paths/**
-      - ui/actions/attack-paths/**
-      - ui/app/**/attack-paths/**
-    tests: []
-    e2e:
-      - ui/tests/attack-paths/**
@@ -110,7 +110,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for next API minor version to master
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -164,7 +164,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for first API patch version to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -235,7 +235,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for next API patch version to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -37,7 +37,7 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            api/**
@@ -46,7 +46,6 @@ jobs:
            api/docs/**
            api/README.md
            api/CHANGELOG.md
-            api/AGENTS.md

      - name: Setup Python with Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -102,7 +102,7 @@ jobs:
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build and push API container for ${{ matrix.arch }}
        id: container-push
@@ -125,13 +125,13 @@ jobs:

    steps:
      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Create and push manifests for push event
        if: github.event_name == 'push'
@@ -32,7 +32,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: api/Dockerfile

@@ -67,18 +67,17 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: api/**
          files_ignore: |
            api/docs/**
            api/README.md
            api/CHANGELOG.md
-            api/AGENTS.md

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -37,7 +37,7 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            api/**
@@ -46,7 +46,6 @@ jobs:
            api/docs/**
            api/README.md
            api/CHANGELOG.md
-            api/AGENTS.md

      - name: Setup Python with Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -61,8 +60,9 @@ jobs:

      - name: Safety
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run safety check --ignore 79023,79027
-        # TODO: 79023 & 79027 knack ReDoS until `azure-cli-core` (via `cartography`) allows `knack` >=0.13.0
+        # 76352, 76353, 77323 come from SDK, but they cannot upgrade it yet. It does not affect API
+        # TODO: Botocore needs urllib3 1.X so we need to ignore these vulnerabilities 77744,77745. Remove this once we upgrade to urllib3 2.X
+        run: poetry run safety check --ignore 70612,66963,74429,76352,76353,77323,77744,77745

      - name: Vulture
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -77,7 +77,7 @@ jobs:

      - name: Check for API changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            api/**
@@ -86,7 +86,6 @@ jobs:
            api/docs/**
            api/README.md
            api/CHANGELOG.md
-            api/AGENTS.md

      - name: Setup Python with Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -101,7 +100,7 @@ jobs:

      - name: Upload coverage reports to Codecov
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -106,7 +106,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for documentation update to master
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -161,7 +161,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for documentation update to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -225,7 +225,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for documentation update to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -28,6 +28,6 @@ jobs:
          fetch-depth: 0

      - name: Scan for secrets with TruffleHog
-        uses: trufflesecurity/trufflehog@ef6e76c3c4023279497fab4721ffa071a722fd05 # v3.92.4
+        uses: trufflesecurity/trufflehog@aade3bff5594fe8808578dd4db3dfeae9bf2abdc # v3.91.1
        with:
          extra_args: '--results=verified,unknown'
@@ -100,7 +100,7 @@ jobs:
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build and push MCP container for ${{ matrix.arch }}
        id: container-push
@@ -131,13 +131,13 @@ jobs:

    steps:
      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Create and push manifests for push event
        if: github.event_name == 'push'
@@ -32,7 +32,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: mcp_server/Dockerfile

@@ -66,7 +66,7 @@ jobs:

      - name: Check for MCP changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: mcp_server/**
          files_ignore: |
@@ -75,7 +75,7 @@ jobs:

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build MCP container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -35,23 +35,21 @@ jobs:

      - name: Get changed files
        id: changed-files
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            api/**
            ui/**
            prowler/**
            mcp_server/**
-            poetry.lock
-            pyproject.toml

      - 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
-            # Check monitored folders
            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)
@@ -66,22 +64,6 @@ jobs:
                fi
              fi
            done
-
-            # Check root-level dependency files (poetry.lock, pyproject.toml)
-            # These are associated with the prowler folder changelog
-            root_deps_changed=$(echo "${{ steps.changed-files.outputs.all_changed_files }}" | tr ' ' '\n' | grep -E "^(poetry\.lock|pyproject\.toml)$" || true)
-            if [ -n "$root_deps_changed" ]; then
-              echo "Detected changes in root dependency files: $root_deps_changed"
-              # Check if prowler/CHANGELOG.md was already updated (might have been caught above)
-              prowler_changelog_updated=$(echo "${{ steps.changed-files.outputs.all_changed_files }}" | tr ' ' '\n' | grep "^prowler/CHANGELOG.md$" || true)
-              if [ -z "$prowler_changelog_updated" ]; then
-                # Only add if prowler wasn't already flagged
-                if ! echo "$missing_changelogs" | grep -q "prowler"; then
-                  echo "No changelog update found for root dependency changes"
-                  missing_changelogs="${missing_changelogs}- \`prowler\` (root dependency files changed)"$'\n'
-                fi
-              fi
-            fi
          fi

          {
@@ -32,7 +32,7 @@ jobs:

      - name: Get changed files
        id: changed-files
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: '**'

@@ -344,7 +344,7 @@ jobs:

    - name: Create PR for API dependency update
      if: ${{ env.PATCH_VERSION == '0' }}
-      uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+      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 }}'
@@ -374,7 +374,7 @@ jobs:
          no-changelog

    - name: Create draft release
-      uses: softprops/action-gh-release@a06a81a03ee405af7f2048a818ed3f03bbf83c7b # v2.5.0
+      uses: softprops/action-gh-release@6da8fa9354ddfdc4aeace5fc48d7f679b5214090 # v2.4.1
      with:
        tag_name: ${{ env.PROWLER_VERSION }}
        name: Prowler ${{ env.PROWLER_VERSION }}
@@ -91,7 +91,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for next minor version to master
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -139,7 +139,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for first patch version to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -196,7 +196,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for next patch version to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -35,7 +35,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: ./**
          files_ignore: |
@@ -47,7 +47,6 @@ jobs:
            ui/**
            dashboard/**
            mcp_server/**
-            skills/**
            README.md
            mkdocs.yml
            .backportrc.json
@@ -56,7 +55,6 @@ jobs:
            examples/**
            .gitignore
            contrib/**
-            **/AGENTS.md

      - name: Install Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -81,11 +79,11 @@ jobs:

      - name: Lint with flake8
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run flake8 . --ignore=E266,W503,E203,E501,W605,E128 --exclude contrib,ui,api,skills
+        run: poetry run flake8 . --ignore=E266,W503,E203,E501,W605,E128 --exclude contrib,ui,api

      - name: Check format with black
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run black --exclude "api|ui|skills" --check .
+        run: poetry run black --exclude api ui --check .

      - name: Lint with pylint
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -169,7 +169,7 @@ jobs:
          AWS_REGION: ${{ env.AWS_REGION }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build and push SDK container for ${{ matrix.arch }}
        id: container-push
@@ -193,13 +193,13 @@ jobs:

    steps:
      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Login to Public ECR
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
        with:
          registry: public.ecr.aws
          username: ${{ secrets.PUBLIC_ECR_AWS_ACCESS_KEY_ID }}
@@ -208,7 +208,7 @@ jobs:
          AWS_REGION: ${{ env.AWS_REGION }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Create and push manifests for push event
        if: github.event_name == 'push'
@@ -31,7 +31,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: Dockerfile

@@ -66,7 +66,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: ./**
          files_ignore: |
@@ -78,7 +78,6 @@ jobs:
            ui/**
            dashboard/**
            mcp_server/**
-            skills/**
            README.md
            mkdocs.yml
            .backportrc.json
@@ -87,11 +86,10 @@ jobs:
            examples/**
            .gitignore
            contrib/**
-            **/AGENTS.md

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build SDK container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -50,7 +50,7 @@ jobs:

      - name: Create pull request
        id: create-pr
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
          author: 'prowler-bot <179230569+prowler-bot@users.noreply.github.com>'
@@ -28,11 +28,9 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
-          files: 
-            ./**
-            .github/workflows/sdk-security.yml
+          files: ./**
          files_ignore: |
            .github/**
            prowler/CHANGELOG.md
@@ -42,7 +40,6 @@ jobs:
            ui/**
            dashboard/**
            mcp_server/**
-            skills/**
            README.md
            mkdocs.yml
            .backportrc.json
@@ -51,7 +48,6 @@ jobs:
            examples/**
            .gitignore
            contrib/**
-            **/AGENTS.md

      - name: Install Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -74,7 +70,7 @@ jobs:

      - name: Security scan with Safety
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run safety check -r pyproject.toml
+        run: poetry run safety check --ignore 70612 -r pyproject.toml

      - name: Dead code detection with Vulture
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -35,7 +35,7 @@ jobs:

      - name: Check for SDK changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: ./**
          files_ignore: |
@@ -47,7 +47,6 @@ jobs:
            ui/**
            dashboard/**
            mcp_server/**
-            skills/**
            README.md
            mkdocs.yml
            .backportrc.json
@@ -56,7 +55,6 @@ jobs:
            examples/**
            .gitignore
            contrib/**
-            **/AGENTS.md

      - name: Install Poetry
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -77,7 +75,7 @@ jobs:
      - name: Check if AWS files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-aws
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/aws/**
@@ -191,7 +189,7 @@ jobs:

      - name: Upload AWS coverage to Codecov
        if: steps.changed-aws.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -202,7 +200,7 @@ jobs:
      - name: Check if Azure files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-azure
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/azure/**
@@ -215,7 +213,7 @@ jobs:

      - name: Upload Azure coverage to Codecov
        if: steps.changed-azure.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -226,7 +224,7 @@ jobs:
      - name: Check if GCP files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-gcp
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/gcp/**
@@ -239,7 +237,7 @@ jobs:

      - name: Upload GCP coverage to Codecov
        if: steps.changed-gcp.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -250,7 +248,7 @@ jobs:
      - name: Check if Kubernetes files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-kubernetes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/kubernetes/**
@@ -263,7 +261,7 @@ jobs:

      - name: Upload Kubernetes coverage to Codecov
        if: steps.changed-kubernetes.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -274,7 +272,7 @@ jobs:
      - name: Check if GitHub files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-github
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/github/**
@@ -287,7 +285,7 @@ jobs:

      - name: Upload GitHub coverage to Codecov
        if: steps.changed-github.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -298,7 +296,7 @@ jobs:
      - name: Check if NHN files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-nhn
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/nhn/**
@@ -311,7 +309,7 @@ jobs:

      - name: Upload NHN coverage to Codecov
        if: steps.changed-nhn.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -322,7 +320,7 @@ jobs:
      - name: Check if M365 files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-m365
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/m365/**
@@ -335,7 +333,7 @@ jobs:

      - name: Upload M365 coverage to Codecov
        if: steps.changed-m365.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -346,7 +344,7 @@ jobs:
      - name: Check if IaC files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-iac
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/iac/**
@@ -359,7 +357,7 @@ jobs:

      - name: Upload IaC coverage to Codecov
        if: steps.changed-iac.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -370,7 +368,7 @@ jobs:
      - name: Check if MongoDB Atlas files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-mongodbatlas
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/mongodbatlas/**
@@ -383,7 +381,7 @@ jobs:

      - name: Upload MongoDB Atlas coverage to Codecov
        if: steps.changed-mongodbatlas.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -394,7 +392,7 @@ jobs:
      - name: Check if OCI files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-oraclecloud
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/**/oraclecloud/**
@@ -407,42 +405,18 @@ jobs:

      - name: Upload OCI coverage to Codecov
        if: steps.changed-oraclecloud.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
          flags: prowler-py${{ matrix.python-version }}-oraclecloud
          files: ./oraclecloud_coverage.xml

-      # OpenStack Provider
-      - name: Check if OpenStack files changed
-        if: steps.check-changes.outputs.any_changed == 'true'
-        id: changed-openstack
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
-        with:
-          files: |
-            ./prowler/**/openstack/**
-            ./tests/**/openstack/**
-            ./poetry.lock
-
-      - name: Run OpenStack tests
-        if: steps.changed-openstack.outputs.any_changed == 'true'
-        run: poetry run pytest -n auto --cov=./prowler/providers/openstack --cov-report=xml:openstack_coverage.xml tests/providers/openstack
-
-      - name: Upload OpenStack coverage to Codecov
-        if: steps.changed-openstack.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
-        env:
-          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
-        with:
-          flags: prowler-py${{ matrix.python-version }}-openstack
-          files: ./openstack_coverage.xml
-
      # Lib
      - name: Check if Lib files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-lib
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/lib/**
@@ -455,7 +429,7 @@ jobs:

      - name: Upload Lib coverage to Codecov
        if: steps.changed-lib.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -466,7 +440,7 @@ jobs:
      - name: Check if Config files changed
        if: steps.check-changes.outputs.any_changed == 'true'
        id: changed-config
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ./prowler/config/**
@@ -479,7 +453,7 @@ jobs:

      - name: Upload Config coverage to Codecov
        if: steps.changed-config.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
+        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
        env:
          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
        with:
@@ -1,112 +0,0 @@
-name: Test Impact Analysis
-
-on:
-  workflow_call:
-    outputs:
-      run-all:
-        description: "Whether to run all tests (critical path changed)"
-        value: ${{ jobs.analyze.outputs.run-all }}
-      sdk-tests:
-        description: "SDK test paths to run"
-        value: ${{ jobs.analyze.outputs.sdk-tests }}
-      api-tests:
-        description: "API test paths to run"
-        value: ${{ jobs.analyze.outputs.api-tests }}
-      ui-e2e:
-        description: "UI E2E test paths to run"
-        value: ${{ jobs.analyze.outputs.ui-e2e }}
-      modules:
-        description: "Comma-separated list of affected modules"
-        value: ${{ jobs.analyze.outputs.modules }}
-      has-tests:
-        description: "Whether there are any tests to run"
-        value: ${{ jobs.analyze.outputs.has-tests }}
-      has-sdk-tests:
-        description: "Whether there are SDK tests to run"
-        value: ${{ jobs.analyze.outputs.has-sdk-tests }}
-      has-api-tests:
-        description: "Whether there are API tests to run"
-        value: ${{ jobs.analyze.outputs.has-api-tests }}
-      has-ui-e2e:
-        description: "Whether there are UI E2E tests to run"
-        value: ${{ jobs.analyze.outputs.has-ui-e2e }}
-
-jobs:
-  analyze:
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    outputs:
-      run-all: ${{ steps.impact.outputs.run-all }}
-      sdk-tests: ${{ steps.impact.outputs.sdk-tests }}
-      api-tests: ${{ steps.impact.outputs.api-tests }}
-      ui-e2e: ${{ steps.impact.outputs.ui-e2e }}
-      modules: ${{ steps.impact.outputs.modules }}
-      has-tests: ${{ steps.impact.outputs.has-tests }}
-      has-sdk-tests: ${{ steps.set-flags.outputs.has-sdk-tests }}
-      has-api-tests: ${{ steps.set-flags.outputs.has-api-tests }}
-      has-ui-e2e: ${{ steps.set-flags.outputs.has-ui-e2e }}
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
-
-      - name: Get changed files
-        id: changed-files
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
-
-      - name: Setup Python
-        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
-        with:
-          python-version: '3.12'
-
-      - name: Install PyYAML
-        run: pip install pyyaml
-
-      - name: Analyze test impact
-        id: impact
-        run: |
-          echo "Changed files:"
-          echo "${{ steps.changed-files.outputs.all_changed_files }}" | tr ' ' '\n'
-          echo ""
-          python .github/scripts/test-impact.py ${{ steps.changed-files.outputs.all_changed_files }}
-
-      - name: Set convenience flags
-        id: set-flags
-        run: |
-          if [[ -n "${{ steps.impact.outputs.sdk-tests }}" ]]; then
-            echo "has-sdk-tests=true" >> $GITHUB_OUTPUT
-          else
-            echo "has-sdk-tests=false" >> $GITHUB_OUTPUT
-          fi
-          
-          if [[ -n "${{ steps.impact.outputs.api-tests }}" ]]; then
-            echo "has-api-tests=true" >> $GITHUB_OUTPUT
-          else
-            echo "has-api-tests=false" >> $GITHUB_OUTPUT
-          fi
-          
-          if [[ -n "${{ steps.impact.outputs.ui-e2e }}" ]]; then
-            echo "has-ui-e2e=true" >> $GITHUB_OUTPUT
-          else
-            echo "has-ui-e2e=false" >> $GITHUB_OUTPUT
-          fi
-
-      - name: Summary
-        run: |
-          echo "## Test Impact Analysis" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          
-          if [[ "${{ steps.impact.outputs.run-all }}" == "true" ]]; then
-            echo "🚨 **Critical path changed - running ALL tests**" >> $GITHUB_STEP_SUMMARY
-          else
-            echo "### Affected Modules" >> $GITHUB_STEP_SUMMARY
-            echo "\`${{ steps.impact.outputs.modules }}\`" >> $GITHUB_STEP_SUMMARY
-            echo "" >> $GITHUB_STEP_SUMMARY
-            
-            echo "### Tests to Run" >> $GITHUB_STEP_SUMMARY
-            echo "| Category | Paths |" >> $GITHUB_STEP_SUMMARY
-            echo "|----------|-------|" >> $GITHUB_STEP_SUMMARY
-            echo "| SDK Tests | \`${{ steps.impact.outputs.sdk-tests || 'none' }}\` |" >> $GITHUB_STEP_SUMMARY
-            echo "| API Tests | \`${{ steps.impact.outputs.api-tests || 'none' }}\` |" >> $GITHUB_STEP_SUMMARY
-            echo "| UI E2E | \`${{ steps.impact.outputs.ui-e2e || 'none' }}\` |" >> $GITHUB_STEP_SUMMARY
-          fi
@@ -90,7 +90,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for next minor version to master
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -140,7 +140,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for first patch version to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -199,7 +199,7 @@ jobs:
          git --no-pager diff

      - name: Create PR for next patch version to version branch
-        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
+        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
        with:
          author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
          token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -104,7 +104,7 @@ jobs:
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build and push UI container for ${{ matrix.arch }}
        id: container-push
@@ -130,13 +130,13 @@ jobs:

    steps:
      - name: Login to DockerHub
-        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
+        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
          password: ${{ secrets.DOCKERHUB_TOKEN }}

      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Create and push manifests for push event
        if: github.event_name == 'push'
@@ -32,7 +32,7 @@ jobs:

      - name: Check if Dockerfile changed
        id: dockerfile-changed
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: ui/Dockerfile

@@ -67,17 +67,16 @@ jobs:

      - name: Check for UI changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: ui/**
          files_ignore: |
            ui/CHANGELOG.md
            ui/README.md
-            ui/AGENTS.md

      - name: Set up Docker Buildx
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
+        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1

      - name: Build UI container for ${{ matrix.arch }}
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -1,238 +0,0 @@
-name: UI - E2E Tests (Optimized)
-
-# This is an optimized version that runs only relevant E2E tests
-# based on changed files. Falls back to running all tests if
-# critical paths are changed or if impact analysis fails.
-
-on:
-  pull_request:
-    branches:
-      - master
-      - "v5.*"
-    paths:
-      - '.github/workflows/ui-e2e-tests-v2.yml'
-      - '.github/test-impact.yml'
-      - 'ui/**'
-      - 'api/**'  # API changes can affect UI E2E
-
-jobs:
-  # First, analyze which tests need to run
-  impact-analysis:
-    if: github.repository == 'prowler-cloud/prowler'
-    uses: ./.github/workflows/test-impact-analysis.yml
-
-  # Run E2E tests based on impact analysis
-  e2e-tests:
-    needs: impact-analysis
-    if: |
-      github.repository == 'prowler-cloud/prowler' && 
-      (needs.impact-analysis.outputs.has-ui-e2e == 'true' || needs.impact-analysis.outputs.run-all == 'true')
-    runs-on: ubuntu-latest
-    env:
-      AUTH_SECRET: 'fallback-ci-secret-for-testing'
-      AUTH_TRUST_HOST: true
-      NEXTAUTH_URL: 'http://localhost:3000'
-      NEXT_PUBLIC_API_BASE_URL: 'http://localhost:8080/api/v1'
-      E2E_ADMIN_USER: ${{ secrets.E2E_ADMIN_USER }}
-      E2E_ADMIN_PASSWORD: ${{ secrets.E2E_ADMIN_PASSWORD }}
-      E2E_AWS_PROVIDER_ACCOUNT_ID: ${{ secrets.E2E_AWS_PROVIDER_ACCOUNT_ID }}
-      E2E_AWS_PROVIDER_ACCESS_KEY: ${{ secrets.E2E_AWS_PROVIDER_ACCESS_KEY }}
-      E2E_AWS_PROVIDER_SECRET_KEY: ${{ secrets.E2E_AWS_PROVIDER_SECRET_KEY }}
-      E2E_AWS_PROVIDER_ROLE_ARN: ${{ secrets.E2E_AWS_PROVIDER_ROLE_ARN }}
-      E2E_AZURE_SUBSCRIPTION_ID: ${{ secrets.E2E_AZURE_SUBSCRIPTION_ID }}
-      E2E_AZURE_CLIENT_ID: ${{ secrets.E2E_AZURE_CLIENT_ID }}
-      E2E_AZURE_SECRET_ID: ${{ secrets.E2E_AZURE_SECRET_ID }}
-      E2E_AZURE_TENANT_ID: ${{ secrets.E2E_AZURE_TENANT_ID }}
-      E2E_M365_DOMAIN_ID: ${{ secrets.E2E_M365_DOMAIN_ID }}
-      E2E_M365_CLIENT_ID: ${{ secrets.E2E_M365_CLIENT_ID }}
-      E2E_M365_SECRET_ID: ${{ secrets.E2E_M365_SECRET_ID }}
-      E2E_M365_TENANT_ID: ${{ secrets.E2E_M365_TENANT_ID }}
-      E2E_M365_CERTIFICATE_CONTENT: ${{ secrets.E2E_M365_CERTIFICATE_CONTENT }}
-      E2E_KUBERNETES_CONTEXT: 'kind-kind'
-      E2E_KUBERNETES_KUBECONFIG_PATH: /home/runner/.kube/config
-      E2E_GCP_BASE64_SERVICE_ACCOUNT_KEY: ${{ secrets.E2E_GCP_BASE64_SERVICE_ACCOUNT_KEY }}
-      E2E_GCP_PROJECT_ID: ${{ secrets.E2E_GCP_PROJECT_ID }}
-      E2E_GITHUB_APP_ID: ${{ secrets.E2E_GITHUB_APP_ID }}
-      E2E_GITHUB_BASE64_APP_PRIVATE_KEY: ${{ secrets.E2E_GITHUB_BASE64_APP_PRIVATE_KEY }}
-      E2E_GITHUB_USERNAME: ${{ secrets.E2E_GITHUB_USERNAME }}
-      E2E_GITHUB_PERSONAL_ACCESS_TOKEN: ${{ secrets.E2E_GITHUB_PERSONAL_ACCESS_TOKEN }}
-      E2E_GITHUB_ORGANIZATION: ${{ secrets.E2E_GITHUB_ORGANIZATION }}
-      E2E_GITHUB_ORGANIZATION_ACCESS_TOKEN: ${{ secrets.E2E_GITHUB_ORGANIZATION_ACCESS_TOKEN }}
-      E2E_ORGANIZATION_ID: ${{ secrets.E2E_ORGANIZATION_ID }}
-      E2E_OCI_TENANCY_ID: ${{ secrets.E2E_OCI_TENANCY_ID }}
-      E2E_OCI_USER_ID: ${{ secrets.E2E_OCI_USER_ID }}
-      E2E_OCI_FINGERPRINT: ${{ secrets.E2E_OCI_FINGERPRINT }}
-      E2E_OCI_KEY_CONTENT: ${{ secrets.E2E_OCI_KEY_CONTENT }}
-      E2E_OCI_REGION: ${{ secrets.E2E_OCI_REGION }}
-      E2E_NEW_USER_PASSWORD: ${{ secrets.E2E_NEW_USER_PASSWORD }}
-      # Pass E2E paths from impact analysis
-      E2E_TEST_PATHS: ${{ needs.impact-analysis.outputs.ui-e2e }}
-      RUN_ALL_TESTS: ${{ needs.impact-analysis.outputs.run-all }}
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
-
-      - name: Show test scope
-        run: |
-          echo "## E2E Test Scope" >> $GITHUB_STEP_SUMMARY
-          if [[ "${{ env.RUN_ALL_TESTS }}" == "true" ]]; then
-            echo "Running **ALL** E2E tests (critical path changed)" >> $GITHUB_STEP_SUMMARY
-          else
-            echo "Running tests matching: \`${{ env.E2E_TEST_PATHS }}\`" >> $GITHUB_STEP_SUMMARY
-          fi
-          echo ""
-          echo "Affected modules: \`${{ needs.impact-analysis.outputs.modules }}\`" >> $GITHUB_STEP_SUMMARY
-
-      - name: Create k8s Kind Cluster
-        uses: helm/kind-action@v1
-        with:
-          cluster_name: kind
-
-      - name: Modify kubeconfig
-        run: |
-          kubectl config set-cluster kind-kind --server=https://kind-control-plane:6443
-          kubectl config view
-
-      - name: Add network kind to docker compose
-        run: |
-          yq -i '.networks.kind.external = true' docker-compose.yml
-          yq -i '.services.worker.networks = ["kind","default"]' docker-compose.yml
-
-      - name: Fix API data directory permissions
-        run: docker run --rm -v $(pwd)/_data/api:/data alpine chown -R 1000:1000 /data
-
-      - name: Add AWS credentials for testing
-        run: |
-          echo "AWS_ACCESS_KEY_ID=${{ secrets.E2E_AWS_PROVIDER_ACCESS_KEY }}" >> .env
-          echo "AWS_SECRET_ACCESS_KEY=${{ secrets.E2E_AWS_PROVIDER_SECRET_KEY }}" >> .env
-
-      - name: Start API services
-        run: |
-          export PROWLER_API_VERSION=latest
-          docker compose up -d api worker worker-beat
-
-      - name: Wait for API to be ready
-        run: |
-          echo "Waiting for prowler-api..."
-          timeout=150
-          elapsed=0
-          while [ $elapsed -lt $timeout ]; do
-            if curl -s ${NEXT_PUBLIC_API_BASE_URL}/docs >/dev/null 2>&1; then
-              echo "Prowler API is ready!"
-              exit 0
-            fi
-            echo "Waiting... (${elapsed}s elapsed)"
-            sleep 5
-            elapsed=$((elapsed + 5))
-          done
-          echo "Timeout waiting for prowler-api"
-          exit 1
-
-      - name: Load database fixtures
-        run: |
-          docker compose exec -T api sh -c '
-            for fixture in api/fixtures/dev/*.json; do
-              if [ -f "$fixture" ]; then
-                echo "Loading $fixture"
-                poetry run python manage.py loaddata "$fixture" --database admin
-              fi
-            done
-          '
-
-      - name: Setup Node.js
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6.1.0
-        with:
-          node-version: '24.13.0'
-
-      - name: Setup pnpm
-        uses: pnpm/action-setup@v4
-        with:
-          version: 10
-          run_install: false
-
-      - name: Get pnpm store directory
-        run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV
-
-      - name: Setup pnpm and Next.js cache
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
-        with:
-          path: |
-            ${{ env.STORE_PATH }}
-            ./ui/node_modules
-            ./ui/.next/cache
-          key: ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-${{ hashFiles('ui/**/*.ts', 'ui/**/*.tsx', 'ui/**/*.js', 'ui/**/*.jsx') }}
-          restore-keys: |
-            ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-
-            ${{ runner.os }}-pnpm-nextjs-
-
-      - name: Install UI dependencies
-        working-directory: ./ui
-        run: pnpm install --frozen-lockfile --prefer-offline
-
-      - name: Build UI application
-        working-directory: ./ui
-        run: pnpm run build
-
-      - name: Cache Playwright browsers
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
-        id: playwright-cache
-        with:
-          path: ~/.cache/ms-playwright
-          key: ${{ runner.os }}-playwright-${{ hashFiles('ui/pnpm-lock.yaml') }}
-          restore-keys: |
-            ${{ runner.os }}-playwright-
-
-      - name: Install Playwright browsers
-        working-directory: ./ui
-        if: steps.playwright-cache.outputs.cache-hit != 'true'
-        run: pnpm run test:e2e:install
-
-      - name: Run E2E tests
-        working-directory: ./ui
-        run: |
-          if [[ "${{ env.RUN_ALL_TESTS }}" == "true" ]]; then
-            echo "Running ALL E2E tests..."
-            pnpm run test:e2e
-          else
-            echo "Running targeted E2E tests: ${{ env.E2E_TEST_PATHS }}"
-            # Convert glob patterns to playwright test paths
-            # e.g., "ui/tests/providers/**" -> "tests/providers"
-            TEST_PATHS="${{ env.E2E_TEST_PATHS }}"
-            # Remove ui/ prefix and convert ** to empty (playwright handles recursion)
-            TEST_PATHS=$(echo "$TEST_PATHS" | sed 's|ui/||g' | sed 's|\*\*||g' | tr ' ' '\n' | sort -u | tr '\n' ' ')
-            echo "Resolved test paths: $TEST_PATHS"
-            pnpm exec playwright test $TEST_PATHS
-          fi
-
-      - name: Upload test reports
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
-        if: failure()
-        with:
-          name: playwright-report
-          path: ui/playwright-report/
-          retention-days: 30
-
-      - name: Cleanup services
-        if: always()
-        run: |
-          docker compose down -v || true
-
-  # Skip job - provides clear feedback when no E2E tests needed
-  skip-e2e:
-    needs: impact-analysis
-    if: |
-      github.repository == 'prowler-cloud/prowler' && 
-      needs.impact-analysis.outputs.has-ui-e2e != 'true' && 
-      needs.impact-analysis.outputs.run-all != 'true'
-    runs-on: ubuntu-latest
-    steps:
-      - name: No E2E tests needed
-        run: |
-          echo "## E2E Tests Skipped" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "No UI E2E tests needed for this change." >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "Affected modules: \`${{ needs.impact-analysis.outputs.modules }}\`" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "To run all tests, modify a file in a critical path (e.g., \`ui/lib/**\`)." >> $GITHUB_STEP_SUMMARY
@@ -114,9 +114,9 @@ jobs:
            echo "All database fixtures loaded successfully!"
          '
      - name: Setup Node.js environment
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6.1.0
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
        with:
-          node-version: '24.13.0'
+          node-version: '20.x'
      - name: Setup pnpm
        uses: pnpm/action-setup@v4
        with:
@@ -125,25 +125,21 @@ jobs:
      - name: Get pnpm store directory
        shell: bash
        run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV
-      - name: Setup pnpm and Next.js cache
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
+      - name: Setup pnpm cache
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
-          path: |
-            ${{ env.STORE_PATH }}
-            ./ui/node_modules
-            ./ui/.next/cache
-          key: ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-${{ hashFiles('ui/**/*.ts', 'ui/**/*.tsx', 'ui/**/*.js', 'ui/**/*.jsx') }}
+          path: ${{ env.STORE_PATH }}
+          key: ${{ runner.os }}-pnpm-store-${{ hashFiles('ui/pnpm-lock.yaml') }}
          restore-keys: |
-            ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-
-            ${{ runner.os }}-pnpm-nextjs-
+            ${{ runner.os }}-pnpm-store-
      - name: Install UI dependencies
        working-directory: ./ui
-        run: pnpm install --frozen-lockfile --prefer-offline
+        run: pnpm install --frozen-lockfile
      - name: Build UI application
        working-directory: ./ui
        run: pnpm run build
      - name: Cache Playwright browsers
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        id: playwright-cache
        with:
          path: ~/.cache/ms-playwright
@@ -158,7 +154,7 @@ jobs:
        working-directory: ./ui
        run: pnpm run test:e2e
      - name: Upload test reports
-        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
        if: failure()
        with:
          name: playwright-report
@@ -16,7 +16,7 @@ concurrency:

 env:
  UI_WORKING_DIR: ./ui
-  NODE_VERSION: '24.13.0'
+  NODE_VERSION: '20.x'

 jobs:
  ui-tests:
@@ -34,7 +34,7 @@ jobs:

      - name: Check for UI changes
        id: check-changes
-        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
+        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
        with:
          files: |
            ui/**
@@ -42,11 +42,10 @@ jobs:
          files_ignore: |
            ui/CHANGELOG.md
            ui/README.md
-            ui/AGENTS.md

      - name: Setup Node.js ${{ env.NODE_VERSION }}
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6.1.0
+        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
        with:
          node-version: ${{ env.NODE_VERSION }}

@@ -62,22 +61,18 @@ jobs:
        shell: bash
        run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV

-      - name: Setup pnpm and Next.js cache
+      - name: Setup pnpm cache
        if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
-          path: |
-            ${{ env.STORE_PATH }}
-            ${{ env.UI_WORKING_DIR }}/node_modules
-            ${{ env.UI_WORKING_DIR }}/.next/cache
-          key: ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-${{ hashFiles('ui/**/*.ts', 'ui/**/*.tsx', 'ui/**/*.js', 'ui/**/*.jsx') }}
+          path: ${{ env.STORE_PATH }}
+          key: ${{ runner.os }}-pnpm-store-${{ hashFiles('ui/pnpm-lock.yaml') }}
          restore-keys: |
-            ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-
-            ${{ runner.os }}-pnpm-nextjs-
+            ${{ runner.os }}-pnpm-store-

      - name: Install dependencies
        if: steps.check-changes.outputs.any_changed == 'true'
-        run: pnpm install --frozen-lockfile --prefer-offline
+        run: pnpm install --frozen-lockfile

      - name: Run healthcheck
        if: steps.check-changes.outputs.any_changed == 'true'
@@ -82,9 +82,6 @@ continue.json
 .continuerc
 .continuerc.json

-# AI Coding Assistants - OpenCode
-opencode.json
-
 # AI Coding Assistants - GitHub Copilot
 .copilot/
 .github/copilot/
@@ -150,16 +147,8 @@ node_modules
 # Persistent data
 _data/

-# AI Instructions (generated by skills/setup.sh from AGENTS.md)
+# Claude
 CLAUDE.md
-GEMINI.md
-.github/copilot-instructions.md

 # Compliance report
 *.pdf
-
-# AI Skills symlinks (generated by skills/setup.sh)
-.claude/skills
-.codex/skills
-.github/skills
-.gemini/skills
@@ -34,7 +34,6 @@ repos:
    rev: v2.3.1
    hooks:
      - id: autoflake
-        exclude: ^skills/
        args:
          [
            "--in-place",
@@ -42,24 +41,22 @@ repos:
            "--remove-unused-variable",
          ]

-  - repo: https://github.com/pycqa/isort
+  - repo: https://github.com/timothycrosley/isort
    rev: 5.13.2
    hooks:
      - id: isort
-        exclude: ^skills/
        args: ["--profile", "black"]

  - repo: https://github.com/psf/black
    rev: 24.4.2
    hooks:
      - id: black
-        exclude: ^skills/

  - repo: https://github.com/pycqa/flake8
    rev: 7.0.0
    hooks:
      - id: flake8
-        exclude: (contrib|^skills/)
+        exclude: contrib
        args: ["--ignore=E266,W503,E203,E501,W605"]

  - repo: https://github.com/python-poetry/poetry
@@ -112,7 +109,7 @@ repos:
      - id: bandit
        name: bandit
        description: "Bandit is a tool for finding common security issues in Python code"
-        entry: bash -c 'bandit -q -lll -x '*_test.py,./contrib/,./.venv/,./skills/' -r .'
+        entry: bash -c 'bandit -q -lll -x '*_test.py,./contrib/,./.venv/' -r .'
        language: system
        files: '.*\.py'

@@ -120,14 +117,13 @@ repos:
        name: safety
        description: "Safety is a tool that checks your installed dependencies for known security vulnerabilities"
        # TODO: Botocore needs urllib3 1.X so we need to ignore these vulnerabilities 77744,77745. Remove this once we upgrade to urllib3 2.X
-        # TODO: 79023 & 79027 knack ReDoS until `azure-cli-core` (via `cartography`) allows `knack` >=0.13.0
-        entry: bash -c 'safety check --ignore 70612,66963,74429,76352,76353,77744,77745,79023,79027'
+        entry: bash -c 'safety check --ignore 70612,66963,74429,76352,76353,77744,77745'
        language: system

      - id: vulture
        name: vulture
        description: "Vulture finds unused code in Python programs."
-        entry: bash -c 'vulture --exclude "contrib,.venv,api/src/backend/api/tests/,api/src/backend/conftest.py,api/src/backend/tasks/tests/,skills/" --min-confidence 100 .'
+        entry: bash -c 'vulture --exclude "contrib,.venv,api/src/backend/api/tests/,api/src/backend/conftest.py,api/src/backend/tasks/tests/" --min-confidence 100 .'
        language: system
        files: '.*\.py'

@@ -2,149 +2,109 @@

 ## How to Use This Guide

- Start here for cross-project norms. Prowler is a monorepo with several components.
- Each component has an `AGENTS.md` file with specific guidelines (e.g., `api/AGENTS.md`, `ui/AGENTS.md`).
- Component docs override this file when guidance conflicts.
-
-## Available Skills
-
-Use these skills for detailed patterns on-demand:
-
-### Generic Skills (Any Project)
-| Skill | Description | URL |
-|-------|-------------|-----|
-| `typescript` | Const types, flat interfaces, utility types | [SKILL.md](skills/typescript/SKILL.md) |
-| `react-19` | No useMemo/useCallback, React Compiler | [SKILL.md](skills/react-19/SKILL.md) |
-| `nextjs-15` | App Router, Server Actions, streaming | [SKILL.md](skills/nextjs-15/SKILL.md) |
-| `tailwind-4` | cn() utility, no var() in className | [SKILL.md](skills/tailwind-4/SKILL.md) |
-| `playwright` | Page Object Model, MCP workflow, selectors | [SKILL.md](skills/playwright/SKILL.md) |
-| `pytest` | Fixtures, mocking, markers, parametrize | [SKILL.md](skills/pytest/SKILL.md) |
-| `django-drf` | ViewSets, Serializers, Filters | [SKILL.md](skills/django-drf/SKILL.md) |
-| `jsonapi` | Strict JSON:API v1.1 spec compliance | [SKILL.md](skills/jsonapi/SKILL.md) |
-| `zod-4` | New API (z.email(), z.uuid()) | [SKILL.md](skills/zod-4/SKILL.md) |
-| `zustand-5` | Persist, selectors, slices | [SKILL.md](skills/zustand-5/SKILL.md) |
-| `ai-sdk-5` | UIMessage, streaming, LangChain | [SKILL.md](skills/ai-sdk-5/SKILL.md) |
-
-### Prowler-Specific Skills
-| Skill | Description | URL |
-|-------|-------------|-----|
-| `prowler` | Project overview, component navigation | [SKILL.md](skills/prowler/SKILL.md) |
-| `prowler-api` | Django + RLS + JSON:API patterns | [SKILL.md](skills/prowler-api/SKILL.md) |
-| `prowler-ui` | Next.js + shadcn conventions | [SKILL.md](skills/prowler-ui/SKILL.md) |
-| `prowler-sdk-check` | Create new security checks | [SKILL.md](skills/prowler-sdk-check/SKILL.md) |
-| `prowler-mcp` | MCP server tools and models | [SKILL.md](skills/prowler-mcp/SKILL.md) |
-| `prowler-test-sdk` | SDK testing (pytest + moto) | [SKILL.md](skills/prowler-test-sdk/SKILL.md) |
-| `prowler-test-api` | API testing (pytest-django + RLS) | [SKILL.md](skills/prowler-test-api/SKILL.md) |
-| `prowler-test-ui` | E2E testing (Playwright) | [SKILL.md](skills/prowler-test-ui/SKILL.md) |
-| `prowler-compliance` | Compliance framework structure | [SKILL.md](skills/prowler-compliance/SKILL.md) |
-| `prowler-compliance-review` | Review compliance framework PRs | [SKILL.md](skills/prowler-compliance-review/SKILL.md) |
-| `prowler-provider` | Add new cloud providers | [SKILL.md](skills/prowler-provider/SKILL.md) |
-| `prowler-changelog` | Changelog entries (keepachangelog.com) | [SKILL.md](skills/prowler-changelog/SKILL.md) |
-| `prowler-ci` | CI checks and PR gates (GitHub Actions) | [SKILL.md](skills/prowler-ci/SKILL.md) |
-| `prowler-commit` | Professional commits (conventional-commits) | [SKILL.md](skills/prowler-commit/SKILL.md) |
-| `prowler-pr` | Pull request conventions | [SKILL.md](skills/prowler-pr/SKILL.md) |
-| `prowler-docs` | Documentation style guide | [SKILL.md](skills/prowler-docs/SKILL.md) |
-| `skill-creator` | Create new AI agent skills | [SKILL.md](skills/skill-creator/SKILL.md) |
-
-### Auto-invoke Skills
-
-When performing these actions, ALWAYS invoke the corresponding skill FIRST:
-
-| Action | Skill |
-|--------|-------|
-| Add changelog entry for a PR or feature | `prowler-changelog` |
-| Adding DRF pagination or permissions | `django-drf` |
-| Adding new providers | `prowler-provider` |
-| Adding services to existing providers | `prowler-provider` |
-| After creating/modifying a skill | `skill-sync` |
-| App Router / Server Actions | `nextjs-15` |
-| Building AI chat features | `ai-sdk-5` |
-| Committing changes | `prowler-commit` |
-| Create PR that requires changelog entry | `prowler-changelog` |
-| Create a PR with gh pr create | `prowler-pr` |
-| Creating API endpoints | `jsonapi` |
-| Creating ViewSets, serializers, or filters in api/ | `django-drf` |
-| Creating Zod schemas | `zod-4` |
-| Creating a git commit | `prowler-commit` |
-| Creating new checks | `prowler-sdk-check` |
-| Creating new skills | `skill-creator` |
-| Creating/modifying Prowler UI components | `prowler-ui` |
-| Creating/modifying models, views, serializers | `prowler-api` |
-| Creating/updating compliance frameworks | `prowler-compliance` |
-| Debug why a GitHub Actions job is failing | `prowler-ci` |
-| Fill .github/pull_request_template.md (Context/Description/Steps to review/Checklist) | `prowler-pr` |
-| General Prowler development questions | `prowler` |
-| Implementing JSON:API endpoints | `django-drf` |
-| Inspect PR CI checks and gates (.github/workflows/*) | `prowler-ci` |
-| Inspect PR CI workflows (.github/workflows/*): conventional-commit, pr-check-changelog, pr-conflict-checker, labeler | `prowler-pr` |
-| Mapping checks to compliance controls | `prowler-compliance` |
-| Mocking AWS with moto in tests | `prowler-test-sdk` |
-| Modifying API responses | `jsonapi` |
-| Regenerate AGENTS.md Auto-invoke tables (sync.sh) | `skill-sync` |
-| Review PR requirements: template, title conventions, changelog gate | `prowler-pr` |
-| Review changelog format and conventions | `prowler-changelog` |
-| Reviewing JSON:API compliance | `jsonapi` |
-| Reviewing compliance framework PRs | `prowler-compliance-review` |
-| Testing RLS tenant isolation | `prowler-test-api` |
-| Troubleshoot why a skill is missing from AGENTS.md auto-invoke | `skill-sync` |
-| Understand CODEOWNERS/labeler-based automation | `prowler-ci` |
-| Understand PR title conventional-commit validation | `prowler-ci` |
-| Understand changelog gate and no-changelog label behavior | `prowler-ci` |
-| Understand review ownership with CODEOWNERS | `prowler-pr` |
-| Update CHANGELOG.md in any component | `prowler-changelog` |
-| Updating existing checks and metadata | `prowler-sdk-check` |
-| Using Zustand stores | `zustand-5` |
-| Working on MCP server tools | `prowler-mcp` |
-| Working on Prowler UI structure (actions/adapters/types/hooks) | `prowler-ui` |
-| Working with Prowler UI test helpers/pages | `prowler-test-ui` |
-| Working with Tailwind classes | `tailwind-4` |
-| Writing Playwright E2E tests | `playwright` |
-| Writing Prowler API tests | `prowler-test-api` |
-| Writing Prowler SDK tests | `prowler-test-sdk` |
-| Writing Prowler UI E2E tests | `prowler-test-ui` |
-| Writing Python tests with pytest | `pytest` |
-| Writing React components | `react-19` |
-| Writing TypeScript types/interfaces | `typescript` |
-| Writing documentation | `prowler-docs` |
-
---
+- Start here for cross-project norms, Prowler is a monorepo with several components. Every component should have an `AGENTS.md` file that contains the guidelines for the agents in that component. The file is located beside the code you are touching (e.g. `api/AGENTS.md`, `ui/AGENTS.md`, `prowler/AGENTS.md`).
+- Follow the stricter rule when guidance conflicts; component docs override this file for their scope.
+- Keep instructions synchronized. When you add new workflows or scripts, update both, the relevant component `AGENTS.md` and this file if they apply broadly.

 ## Project Overview

-Prowler is an open-source cloud security assessment tool supporting AWS, Azure, GCP, Kubernetes, GitHub, M365, and more.
+Prowler is an open-source cloud security assessment tool that supports multiple cloud providers (AWS, Azure, GCP, Kubernetes, GitHub, M365, etc.). The project consists in a monorepo with the following main components:

-| Component | Location | Tech Stack |
-|-----------|----------|------------|
-| SDK | `prowler/` | Python 3.9+, Poetry |
-| API | `api/` | Django 5.1, DRF, Celery |
-| UI | `ui/` | Next.js 15, React 19, Tailwind 4 |
-| MCP Server | `mcp_server/` | FastMCP, Python 3.12+ |
-| Dashboard | `dashboard/` | Dash, Plotly |
+- **Prowler SDK**: Python SDK, includes the Prowler CLI, providers, services, checks, compliances, config, etc. (`prowler/`)
+- **Prowler API**: Django-based REST API backend (`api/`)
+- **Prowler UI**: Next.js frontend application (`ui/`)
+- **Prowler MCP Server**: Model Context Protocol server that gives access to the entire Prowler ecosystem for LLMs (`mcp_server/`)
+- **Prowler Dashboard**: Prowler CLI feature that allows to visualize the results of the scans in a simple dashboard (`dashboard/`)

---
+### Project Structure (Key Folders & Files)
+
+- `prowler/`: Main source code for Prowler SDK (CLI, providers, services, checks, compliances, config, etc.)
+- `api/`: Django-based REST API backend components
+- `ui/`: Next.js frontend application
+- `mcp_server/`: Model Context Protocol server that gives access to the entire Prowler ecosystem for LLMs
+- `dashboard/`: Prowler CLI feature that allows to visualize the results of the scans in a simple dashboard
+- `docs/`: Documentation
+- `examples/`: Example output formats for providers and scripts
+- `permissions/`: Permission-related files and policies
+- `contrib/`: Community-contributed scripts or modules
+- `tests/`: Prowler SDK test suite
+- `docker-compose.yml`: Docker compose file to run the Prowler App (API + UI) production environment
+- `docker-compose-dev.yml`: Docker compose file to run the Prowler App (API + UI) development environment
+- `pyproject.toml`: Poetry Prowler SDK project file
+- `.pre-commit-config.yaml`: Pre-commit hooks configuration
+- `Makefile`: Makefile to run the project
+- `LICENSE`: License file
+- `README.md`: README file
+- `CONTRIBUTING.md`: Contributing guide

 ## Python Development

-```bash
-# Setup
-poetry install --with dev
-poetry run pre-commit install
+Most of the code is written in Python, so the main files in the root are focused on Python code.

-# Code quality
+### Poetry Dev Environment
+
+For developing in Python we recommend using `poetry` to manage the dependencies. The minimal version is `2.1.1`. So it is recommended to run all commands using `poetry run ...`.
+
+To install the core dependencies to develop it is needed to run `poetry install --with dev`.
+
+### Pre-commit hooks
+
+The project has pre-commit hooks to lint and format the code. They are installed by running `poetry run pre-commit install`.
+
+When commiting a change, the hooks will be run automatically. Some of them are:
+
+- Code formatting (black, isort)
+- Linting (flake8, pylint)
+- Security checks (bandit, safety, trufflehog)
+- YAML/JSON validation
+- Poetry lock file validation
+
+
+### Linting and Formatting
+
+We use the following tools to lint and format the code:
+
+- `flake8`: for linting the code
+- `black`: for formatting the code
+- `pylint`: for linting the code
+
+You can run all using the `make` command:
+```bash
 poetry run make lint
 poetry run make format
-poetry run pre-commit run --all-files
 ```

---
+Or they will be run automatically when you commit your changes using pre-commit hooks.

 ## Commit & Pull Request Guidelines

-Follow conventional-commit style: `<type>[scope]: <description>`
+For the commit messages and pull requests name follow the conventional-commit style.

-**Types:** `feat`, `fix`, `docs`, `chore`, `perf`, `refactor`, `style`, `test`
+Befire creating a pull request, complete the checklist in `.github/pull_request_template.md`. Summaries should explain deployment impact, highlight review steps, and note changelog or permission updates. Run all relevant tests and linters before requesting review and link screenshots for UI or dashboard changes.

-Before creating a PR:
-1. Complete checklist in `.github/pull_request_template.md`
-2. Run all relevant tests and linters
-3. Link screenshots for UI changes
+### Conventional Commit Style
+
+The Conventional Commits specification is a lightweight convention on top of commit messages. It provides an easy set of rules for creating an explicit commit history; which makes it easier to write automated tools on top of.
+
+The commit message should be structured as follows:
+
+```
+<type>[optional scope]: <description>
+<BLANK LINE>
+[optional body]
+<BLANK LINE>
+[optional footer(s)]
+```
+
+Any line of the commit message cannot be longer 100 characters! This allows the message to be easier to read on GitHub as well as in various git tools
+
+#### Commit Types
+
+- **feat**: code change introuce new functionality to the application
+- **fix**: code change that solve a bug in the codebase
+- **docs**: documentation only changes
+- **chore**: changes related to the build process or auxiliary tools and libraries, that do not affect the application's functionality
+- **perf**: code change that improves performance
+- **refactor**: code change that neither fixes a bug nor adds a feature
+- **style**: changes that do not affect the meaning of the code (white-space, formatting, missing semi-colons, etc)
+- **test**: adding missing tests or correcting existing tests
@@ -80,23 +80,6 @@ prowler dashboard
 ```
 ![Prowler Dashboard](docs/images/products/dashboard.png)

-
-## Attack Paths
-
-Attack Paths automatically extends every completed AWS scan with a Neo4j graph that combines Cartography's cloud inventory with Prowler findings. The feature runs in the API worker after each scan and therefore requires:
-
- An accessible Neo4j instance (the Docker Compose files already ships a `neo4j` service).
- The following environment variables so Django and Celery can connect:
-
-  | Variable | Description | Default |
-  | --- | --- | --- |
-  | `NEO4J_HOST` | Hostname used by the API containers. | `neo4j` |
-  | `NEO4J_PORT` | Bolt port exposed by Neo4j. | `7687` |
-  | `NEO4J_USER` / `NEO4J_PASSWORD` | Credentials with rights to create per-tenant databases. | `neo4j` / `neo4j_password` |
-
-Every AWS provider scan will enqueue an Attack Paths ingestion job automatically. Other cloud providers will be added in future iterations.
-
-
 # Prowler at a Glance
 > [!Tip]
 > For the most accurate and up-to-date information about checks, services, frameworks, and categories, visit [**Prowler Hub**](https://hub.prowler.com).
@@ -104,17 +87,16 @@ Every AWS provider scan will enqueue an Attack Paths ingestion job automatically

 | Provider | Checks | Services | [Compliance Frameworks](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/compliance/) | [Categories](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/misc/#categories) | Support | Interface |
 |---|---|---|---|---|---|---|
-| AWS | 584 | 84 | 40 | 17 | Official | UI, API, CLI |
-| Azure | 169 | 22 | 16 | 12 | Official | UI, API, CLI |
-| GCP | 100 | 17 | 14 | 7 | Official | UI, API, CLI |
-| Kubernetes | 84 | 7 | 7 | 9 | Official | UI, API, CLI |
+| AWS | 584 | 85 | 40 | 17 | Official | UI, API, CLI |
+| GCP | 89 | 17 | 14 | 5 | Official | UI, API, CLI |
+| Azure | 169 | 22 | 15 | 8 | Official | UI, API, CLI |
+| Kubernetes | 84 | 7 | 6 | 9 | Official | UI, API, CLI |
 | GitHub | 20 | 2 | 1 | 2 | Official | UI, API, CLI |
-| M365 | 71 | 7 | 4 | 3 | Official | UI, API, CLI |
-| OCI | 52 | 14 | 1 | 12 | Official | UI, API, CLI |
-| Alibaba Cloud | 64 | 9 | 2 | 9 | Official | UI, API, CLI |
-| Cloudflare | 23 | 2 | 0 | 5 | Official | CLI |
+| M365 | 70 | 7 | 3 | 2 | Official | UI, API, CLI |
+| OCI | 52 | 15 | 1 | 12 | Official | UI, API, CLI |
+| Alibaba Cloud | 63 | 10 | 1 | 9 | Official | CLI |
 | IaC | [See `trivy` docs.](https://trivy.dev/latest/docs/coverage/iac/) | N/A | N/A | N/A | Official | UI, API, CLI |
-| MongoDB Atlas | 10 | 3 | 0 | 3 | Official | UI, API, CLI |
+| MongoDB Atlas | 10 | 4 | 0 | 3 | Official | UI, API, CLI |
 | LLM | [See `promptfoo` docs.](https://www.promptfoo.dev/docs/red-team/plugins/) | N/A | N/A | N/A | Official | CLI |
 | NHN | 6 | 2 | 1 | 0 | Unofficial | CLI |

@@ -328,45 +310,6 @@ And many more environments.

 ![Architecture](docs/img/architecture.png)

-# 🤖 AI Skills for Development
-
-Prowler includes a comprehensive set of **AI Skills** that help AI coding assistants understand Prowler's codebase patterns and conventions.
-
-## What are AI Skills?
-
-Skills are structured instructions that give AI assistants the context they need to write code that follows Prowler's standards. They include:
-
- **Coding patterns** for each component (SDK, API, UI, MCP Server)
- **Testing conventions** (pytest, Playwright)
- **Architecture guidelines** (Clean Architecture, RLS patterns)
- **Framework-specific rules** (React 19, Next.js 15, Django DRF, Tailwind 4)
-
-## Available Skills
-
-| Category | Skills |
-|----------|--------|
-| **Generic** | `typescript`, `react-19`, `nextjs-15`, `tailwind-4`, `playwright`, `pytest`, `django-drf`, `zod-4`, `zustand-5`, `ai-sdk-5` |
-| **Prowler** | `prowler`, `prowler-api`, `prowler-ui`, `prowler-mcp`, `prowler-sdk-check`, `prowler-test-ui`, `prowler-test-api`, `prowler-test-sdk`, `prowler-compliance`, `prowler-provider`, `prowler-pr`, `prowler-docs` |
-
-## Setup
-
-```bash
-./skills/setup.sh
-```
-
-This configures skills for AI coding assistants that follow the [agentskills.io](https://agentskills.io) standard:
-
-| Tool | Configuration |
-|------|---------------|
-| **Claude Code** | `.claude/skills/` (symlink) |
-| **OpenCode** | `.claude/skills/` (symlink) |
-| **Codex (OpenAI)** | `.codex/skills/` (symlink) |
-| **GitHub Copilot** | `.github/skills/` (symlink) |
-| **Gemini CLI** | `.gemini/skills/` (symlink) |
-
-> **Note:** Restart your AI coding assistant after running setup to load the skills.
-> Gemini CLI requires `experimental.skills` enabled in settings.
-
 # 📖 Documentation

 For installation instructions, usage details, tutorials, and the Developer Guide, visit https://docs.prowler.com/
@@ -1,163 +0,0 @@
-# Prowler API - AI Agent Ruleset
-
-> **Skills Reference**: For detailed patterns, use these skills:
-> - [`prowler-api`](../skills/prowler-api/SKILL.md) - Models, Serializers, Views, RLS patterns
-> - [`prowler-test-api`](../skills/prowler-test-api/SKILL.md) - Testing patterns (pytest-django)
-> - [`django-drf`](../skills/django-drf/SKILL.md) - Generic DRF patterns
-> - [`jsonapi`](../skills/jsonapi/SKILL.md) - Strict JSON:API v1.1 spec compliance
-> - [`pytest`](../skills/pytest/SKILL.md) - Generic pytest patterns
-
-### Auto-invoke Skills
-
-When performing these actions, ALWAYS invoke the corresponding skill FIRST:
-
-| Action | Skill |
-|--------|-------|
-| Add changelog entry for a PR or feature | `prowler-changelog` |
-| Adding DRF pagination or permissions | `django-drf` |
-| Committing changes | `prowler-commit` |
-| Create PR that requires changelog entry | `prowler-changelog` |
-| Creating API endpoints | `jsonapi` |
-| Creating ViewSets, serializers, or filters in api/ | `django-drf` |
-| Creating a git commit | `prowler-commit` |
-| Creating/modifying models, views, serializers | `prowler-api` |
-| Implementing JSON:API endpoints | `django-drf` |
-| Modifying API responses | `jsonapi` |
-| Review changelog format and conventions | `prowler-changelog` |
-| Reviewing JSON:API compliance | `jsonapi` |
-| Testing RLS tenant isolation | `prowler-test-api` |
-| Update CHANGELOG.md in any component | `prowler-changelog` |
-| Writing Prowler API tests | `prowler-test-api` |
-| Writing Python tests with pytest | `pytest` |
-
---
-
-## CRITICAL RULES - NON-NEGOTIABLE
-
-### Models
- ALWAYS: UUIDv4 PKs, `inserted_at`/`updated_at` timestamps, `JSONAPIMeta` class
- ALWAYS: Inherit from `RowLevelSecurityProtectedModel` for tenant-scoped data
- NEVER: Auto-increment integer PKs, models without tenant isolation
-
-### Serializers
- ALWAYS: Separate serializers for Create/Update operations
- ALWAYS: Inherit from `RLSSerializer` for tenant-scoped models
- NEVER: Write logic in serializers (use services/utils)
-
-### Views
- ALWAYS: Inherit from `BaseRLSViewSet` for tenant-scoped resources
- ALWAYS: Define `filterset_class`, use `@extend_schema` for OpenAPI
- NEVER: Raw SQL queries, business logic in views
-
-### Row-Level Security (RLS)
- ALWAYS: Use `rls_transaction(tenant_id)` context manager
- NEVER: Query across tenants, trust client-provided tenant_id
-
-### Celery Tasks
- ALWAYS: `@shared_task` with `name`, `queue`, `RLSTask` base class
- NEVER: Long-running ops in views, request context in tasks
-
---
-
-## DECISION TREES
-
-### Serializer Selection
-```
-Read → <Model>Serializer
-Create → <Model>CreateSerializer
-Update → <Model>UpdateSerializer
-Nested read → <Model>IncludeSerializer
-```
-
-### Task vs View
-```
-< 100ms → View
-> 100ms or external API → Celery task
-Needs retry → Celery task
-```
-
---
-
-## TECH STACK
-
-Django 5.1.x | DRF 3.15.x | djangorestframework-jsonapi 7.x | Celery 5.4.x | PostgreSQL 16 | pytest 8.x
-
---
-
-## PROJECT STRUCTURE
-
-```
-api/src/backend/
-├── api/                    # Main Django app
-│   ├── v1/                # API version 1 (views, serializers, urls)
-│   ├── models.py          # Django models
-│   ├── filters.py         # FilterSet classes
-│   ├── base_views.py      # Base ViewSet classes
-│   ├── rls.py             # Row-Level Security
-│   └── tests/             # Unit tests
-├── config/                # Django configuration
-└── tasks/                 # Celery tasks
-```
-
---
-
-## COMMANDS
-
-```bash
-# Development
-poetry run python src/backend/manage.py runserver
-poetry run celery -A config.celery worker -l INFO
-
-# Database
-poetry run python src/backend/manage.py makemigrations
-poetry run python src/backend/manage.py migrate
-
-# Testing & Linting
-poetry run pytest -x --tb=short
-poetry run make lint
-```
-
---
-
-## QA CHECKLIST
-
- [ ] `poetry run pytest` passes
- [ ] `poetry run make lint` passes
- [ ] Migrations created if models changed
- [ ] New endpoints have `@extend_schema` decorators
- [ ] RLS properly applied for tenant data
- [ ] Tests cover success and error cases
-
---
-
-## NAMING CONVENTIONS
-
-| Entity | Pattern | Example |
-|--------|---------|---------|
-| Serializer (read) | `<Model>Serializer` | `ProviderSerializer` |
-| Serializer (create) | `<Model>CreateSerializer` | `ProviderCreateSerializer` |
-| Serializer (update) | `<Model>UpdateSerializer` | `ProviderUpdateSerializer` |
-| Filter | `<Model>Filter` | `ProviderFilter` |
-| ViewSet | `<Model>ViewSet` | `ProviderViewSet` |
-| Task | `<action>_<entity>_task` | `sync_provider_resources_task` |
-
---
-
-## API CONVENTIONS (JSON:API)
-
-```json
-{
-  "data": {
-    "type": "providers",
-    "id": "uuid",
-    "attributes": { "name": "value" },
-    "relationships": { "tenant": { "data": { "type": "tenants", "id": "uuid" } } }
-  }
-}
-```
-
- Content-Type: `application/vnd.api+json`
- Pagination: `?page[number]=1&page[size]=20`
- Filtering: `?filter[field]=value`, `?filter[field__in]=val1,val2`
- Sorting: `?sort=field`, `?sort=-field`
- Including: `?include=provider,findings`
@@ -2,96 +2,43 @@

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

-## [1.19.0] (Prowler UNRELEASED)
+## [1.18.0] (Prowler UNRELEASED)

-### 🚀 Added
-
- Attack Paths: Bedrock Code Interpreter and AttachRolePolicy privilege escalation queries [(#9885)](https://github.com/prowler-cloud/prowler/pull/9885)
- `provider_id` and `provider_id__in` filters for resources endpoints (`GET /resources` and `GET /resources/metadata/latest`) [(#9864)](https://github.com/prowler-cloud/prowler/pull/9864)
- Added memory optimizations for large compliance report generation [(#9444)](https://github.com/prowler-cloud/prowler/pull/9444)
- `GET /api/v1/resources/{id}/events` endpoint to retrieve AWS resource modification history from CloudTrail [(#9101)](https://github.com/prowler-cloud/prowler/pull/9101)
- Partial index on findings to speed up new failed findings queries [(#9904)](https://github.com/prowler-cloud/prowler/pull/9904)
-
-### 🔄 Changed
-
- Lazy-load providers and compliance data to reduce API/worker startup memory and time [(#9857)](https://github.com/prowler-cloud/prowler/pull/9857)
- Remove unused indexes [(#9904)](https://github.com/prowler-cloud/prowler/pull/9904)
+### Added
+- Support AlibabaCloud provider [(#9485)](https://github.com/prowler-cloud/prowler/pull/9485)

 ---

-## [1.18.2] (Prowler UNRELEASED)
+## [1.17.2] (Prowler v5.16.2)

-### 🐞 Fixed
-
- Attack Paths: `aws-security-groups-open-internet-facing` query returning no results due to incorrect relationship matching [(#9892)](https://github.com/prowler-cloud/prowler/pull/9892)
-
---
-
-## [1.18.1] (Prowler v5.17.1)
-
-### 🐞 Fixed
-
- Improve API startup process by `manage.py` argument detection [(#9856)](https://github.com/prowler-cloud/prowler/pull/9856)
- Deleting providers don't try to delete a `None` Neo4j database when an Attack Paths scan is scheduled [(#9858)](https://github.com/prowler-cloud/prowler/pull/9858)
- Use replica database for reading Findings to add them to the Attack Paths graph [(#9861)](https://github.com/prowler-cloud/prowler/pull/9861)
- Attack paths findings loading query to use streaming generator for O(batch_size) memory instead of O(total_findings) [(#9862)](https://github.com/prowler-cloud/prowler/pull/9862)
- Lazy load Neo4j driver [(#9868)](https://github.com/prowler-cloud/prowler/pull/9868)
- Use `Findings.all_objects` to avoid the `ActiveProviderPartitionedManager` [(#9869)](https://github.com/prowler-cloud/prowler/pull/9869)
- Lazy load Neo4j driver for workers only [(#9872)](https://github.com/prowler-cloud/prowler/pull/9872)
- Improve Cypher query for inserting Findings into Attack Paths scan graphs [(#9874)](https://github.com/prowler-cloud/prowler/pull/9874)
- Clear Neo4j database cache after Attack Paths scan and each API query [(#9877)](https://github.com/prowler-cloud/prowler/pull/9877)
- Deduplicated scheduled scans for long-running providers [(#9829)](https://github.com/prowler-cloud/prowler/pull/9829)
-
---
-
-## [1.18.0] (Prowler v5.17.0)
-
-### 🚀 Added
-
- `/api/v1/overviews/compliance-watchlist` endpoint to retrieve the compliance watchlist [(#9596)](https://github.com/prowler-cloud/prowler/pull/9596)
- AlibabaCloud provider support [(#9485)](https://github.com/prowler-cloud/prowler/pull/9485)
- `/api/v1/overviews/resource-groups` endpoint to retrieve an overview of resource groups based on finding severities [(#9694)](https://github.com/prowler-cloud/prowler/pull/9694)
- `group` filter for `GET /findings` and `GET /findings/metadata/latest` endpoints [(#9694)](https://github.com/prowler-cloud/prowler/pull/9694)
- `provider_id` and `provider_id__in` filter aliases for findings endpoints to enable consistent frontend parameter naming [(#9701)](https://github.com/prowler-cloud/prowler/pull/9701)
- Attack Paths: `/api/v1/attack-paths-scans` for AWS providers backed by Neo4j [(#9805)](https://github.com/prowler-cloud/prowler/pull/9805)
-
-### 🔐 Security
-
- Django 5.1.15 (CVE-2025-64460, CVE-2025-13372), Werkzeug 3.1.4 (CVE-2025-66221), sqlparse 0.5.5 (PVE-2025-82038), fonttools 4.60.2 (CVE-2025-66034) [(#9730)](https://github.com/prowler-cloud/prowler/pull/9730)
- `safety` to `3.7.0` and `filelock` to `3.20.3` due to [Safety vulnerability 82754 (CVE-2025-68146)](https://data.safetycli.com/v/82754/97c/) [(#9816)](https://github.com/prowler-cloud/prowler/pull/9816)
- `pyasn1` to v0.6.2 to address [CVE-2026-23490](https://nvd.nist.gov/vuln/detail/CVE-2026-23490) [(#9818)](https://github.com/prowler-cloud/prowler/pull/9818)
- `django-allauth[saml]` to v65.13.0 to address [CVE-2025-65431](https://nvd.nist.gov/vuln/detail/CVE-2025-65431) [(#9575)](https://github.com/prowler-cloud/prowler/pull/9575)
+### Security
+- Updated dependencies to patch security vulnerabilities: Django 5.1.15 (CVE-2025-64460, CVE-2025-13372), Werkzeug 3.1.4 (CVE-2025-66221), sqlparse 0.5.5 (PVE-2025-82038), fonttools 4.60.2 (CVE-2025-66034) [(#9730)](https://github.com/prowler-cloud/prowler/pull/9730)

 ---

 ## [1.17.1] (Prowler v5.16.1)

-### 🔄 Changed
-
+### Changed
 - Security Hub integration error when no regions [(#9635)](https://github.com/prowler-cloud/prowler/pull/9635)

-### 🐞 Fixed
-
+### Fixed
 - Orphan scheduled scans caused by transaction isolation during provider creation [(#9633)](https://github.com/prowler-cloud/prowler/pull/9633)

 ---

 ## [1.17.0] (Prowler v5.16.0)

-### 🚀 Added
-
+### Added
 - New endpoint to retrieve and overview of the categories based on finding severities [(#9529)](https://github.com/prowler-cloud/prowler/pull/9529)
 - Endpoints `GET /findings` and `GET /findings/latests` can now use the category filter [(#9529)](https://github.com/prowler-cloud/prowler/pull/9529)
 - Account id, alias and provider name to PDF reporting table [(#9574)](https://github.com/prowler-cloud/prowler/pull/9574)

-### 🔄 Changed
-
+### Changed
 - Endpoint `GET /overviews/attack-surfaces` no longer returns the related check IDs [(#9529)](https://github.com/prowler-cloud/prowler/pull/9529)
 - OpenAI provider to only load chat-compatible models with tool calling support [(#9523)](https://github.com/prowler-cloud/prowler/pull/9523)
 - Increased execution delay for the first scheduled scan tasks to 5 seconds[(#9558)](https://github.com/prowler-cloud/prowler/pull/9558)

-### 🐞 Fixed
-
+### Fixed
 - Made `scan_id` a required filter in the compliance overview endpoint [(#9560)](https://github.com/prowler-cloud/prowler/pull/9560)
 - Reduced unnecessary UPDATE resources operations by only saving when tag mappings change, lowering write load during scans [(#9569)](https://github.com/prowler-cloud/prowler/pull/9569)

@@ -99,22 +46,19 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [1.16.1] (Prowler v5.15.1)

-### 🐞 Fixed
-
+### Fixed
 - Race condition in scheduled scan creation by adding countdown to task [(#9516)](https://github.com/prowler-cloud/prowler/pull/9516)

 ## [1.16.0] (Prowler v5.15.0)

-### 🚀 Added
-
+### Added
 - New endpoint to retrieve an overview of the attack surfaces [(#9309)](https://github.com/prowler-cloud/prowler/pull/9309)
 - New endpoint `GET /api/v1/overviews/findings_severity/timeseries` to retrieve daily aggregated findings by severity level [(#9363)](https://github.com/prowler-cloud/prowler/pull/9363)
 - Lighthouse AI support for Amazon Bedrock API key [(#9343)](https://github.com/prowler-cloud/prowler/pull/9343)
 - Exception handler for provider deletions during scans [(#9414)](https://github.com/prowler-cloud/prowler/pull/9414)
 - Support to use admin credentials through the read replica database [(#9440)](https://github.com/prowler-cloud/prowler/pull/9440)

-### 🔄 Changed
-
+### Changed
 - Error messages from Lighthouse celery tasks [(#9165)](https://github.com/prowler-cloud/prowler/pull/9165)
 - Restore the compliance overview endpoint's mandatory filters [(#9338)](https://github.com/prowler-cloud/prowler/pull/9338)

@@ -122,8 +66,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [1.15.2] (Prowler v5.14.2)

-### 🐞 Fixed
-
+### Fixed
 - Unique constraint violation during compliance overviews task [(#9436)](https://github.com/prowler-cloud/prowler/pull/9436)
 - Division by zero error in ENS PDF report when all requirements are manual [(#9443)](https://github.com/prowler-cloud/prowler/pull/9443)

@@ -131,8 +74,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [1.15.1] (Prowler v5.14.1)

-### 🐞 Fixed
-
+### Fixed
 - Fix typo in PDF reporting [(#9345)](https://github.com/prowler-cloud/prowler/pull/9345)
 - Fix IaC provider initialization failure when mutelist processor is configured [(#9331)](https://github.com/prowler-cloud/prowler/pull/9331)
 - Match logic for ThreatScore when counting findings [(#9348)](https://github.com/prowler-cloud/prowler/pull/9348)
@@ -141,8 +83,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [1.15.0] (Prowler v5.14.0)

-### 🚀 Added
-
+### Added
 - IaC (Infrastructure as Code) provider support for remote repositories [(#8751)](https://github.com/prowler-cloud/prowler/pull/8751)
 - Extend `GET /api/v1/providers` with provider-type filters and optional pagination disable to support the new Overview filters [(#8975)](https://github.com/prowler-cloud/prowler/pull/8975)
 - New endpoint to retrieve the number of providers grouped by provider type [(#8975)](https://github.com/prowler-cloud/prowler/pull/8975)
@@ -161,13 +102,11 @@ All notable changes to the **Prowler API** are documented in this file.
 - Enhanced compliance overview endpoint with provider filtering and latest scan aggregation [(#9244)](https://github.com/prowler-cloud/prowler/pull/9244)
 - New endpoint `GET /api/v1/overview/regions` to retrieve aggregated findings data by region [(#9273)](https://github.com/prowler-cloud/prowler/pull/9273)

-### 🔄 Changed
-
+### Changed
 - Optimized database write queries for scan related tasks [(#9190)](https://github.com/prowler-cloud/prowler/pull/9190)
 - Date filters are now optional for `GET /api/v1/overviews/services` endpoint; returns latest scan data by default [(#9248)](https://github.com/prowler-cloud/prowler/pull/9248)

-### 🐞 Fixed
-
+### Fixed
 - Scans no longer fail when findings have UIDs exceeding 300 characters; such findings are now skipped with detailed logging [(#9246)](https://github.com/prowler-cloud/prowler/pull/9246)
 - Updated unique constraint for `Provider` model to exclude soft-deleted entries, resolving duplicate errors when re-deleting providers [(#9054)](https://github.com/prowler-cloud/prowler/pull/9054)
 - Removed compliance generation for providers without compliance frameworks [(#9208)](https://github.com/prowler-cloud/prowler/pull/9208)
@@ -175,16 +114,14 @@ All notable changes to the **Prowler API** are documented in this file.
 - Severity overview endpoint now ignores muted findings as expected [(#9283)](https://github.com/prowler-cloud/prowler/pull/9283)
 - Fixed discrepancy between ThreatScore PDF report values and database calculations [(#9296)](https://github.com/prowler-cloud/prowler/pull/9296)

-### 🔐 Security
-
+### Security
 - Django updated to the latest 5.1 security release, 5.1.14, due to problems with potential [SQL injection](https://github.com/prowler-cloud/prowler/security/dependabot/113) and [denial-of-service vulnerability](https://github.com/prowler-cloud/prowler/security/dependabot/114) [(#9176)](https://github.com/prowler-cloud/prowler/pull/9176)

 ---

 ## [1.14.1] (Prowler v5.13.1)

-### 🐞 Fixed
-
+### Fixed
 - `/api/v1/overviews/providers` collapses data by provider type so the UI receives a single aggregated record per cloud family even when multiple accounts exist [(#9053)](https://github.com/prowler-cloud/prowler/pull/9053)
 - Added retry logic to database transactions to handle Aurora read replica connection failures during scale-down events [(#9064)](https://github.com/prowler-cloud/prowler/pull/9064)
 - Security Hub integrations stop failing when they read relationships via the replica by allowing replica relations and saving updates through the primary [(#9080)](https://github.com/prowler-cloud/prowler/pull/9080)
@@ -193,8 +130,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [1.14.0] (Prowler v5.13.0)

-### 🚀 Added
-
+### 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)
@@ -207,41 +143,35 @@ All notable changes to the **Prowler API** are documented in this file.
 - 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
-
+### 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)
 - Now at least one user with MANAGE_ACCOUNT permission is required in the tenant [(#8729)](https://github.com/prowler-cloud/prowler/pull/8729)

-### 🔐 Security
-
+### Security
 - Django updated to the latest 5.1 security release, 5.1.13, due to problems with potential [SQL injection](https://github.com/prowler-cloud/prowler/security/dependabot/104) and [directory traversals](https://github.com/prowler-cloud/prowler/security/dependabot/103) [(#8842)](https://github.com/prowler-cloud/prowler/pull/8842)

 ---

 ## [1.13.2] (Prowler v5.12.3)

-### 🐞 Fixed
-
+### Fixed
 - 500 error when deleting user [(#8731)](https://github.com/prowler-cloud/prowler/pull/8731)

 ---

 ## [1.13.1] (Prowler v5.12.2)

-### 🔄 Changed
-
+### Changed
 - Renamed compliance overview task queue to `compliance` [(#8755)](https://github.com/prowler-cloud/prowler/pull/8755)

-### 🔐 Security
-
+### Security
 - Django updated to the latest 5.1 security release, 5.1.12, due to [problems](https://www.djangoproject.com/weblog/2025/sep/03/security-releases/) with potential SQL injection in FilteredRelation column aliases [(#8693)](https://github.com/prowler-cloud/prowler/pull/8693)

 ---

 ## [1.13.0] (Prowler v5.12.0)

-### 🚀 Added
-
+### Added
 - Integration with JIRA, enabling sending findings to a JIRA project [(#8622)](https://github.com/prowler-cloud/prowler/pull/8622), [(#8637)](https://github.com/prowler-cloud/prowler/pull/8637)
 - `GET /overviews/findings_severity` now supports `filter[status]` and `filter[status__in]` to aggregate by specific statuses (`FAIL`, `PASS`)[(#8186)](https://github.com/prowler-cloud/prowler/pull/8186)
 - Throttling options for `/api/v1/tokens` using the `DJANGO_THROTTLE_TOKEN_OBTAIN` environment variable [(#8647)](https://github.com/prowler-cloud/prowler/pull/8647)
@@ -250,120 +180,101 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [1.12.0] (Prowler v5.11.0)

-### 🚀 Added
-
+### Added
 - Lighthouse support for OpenAI GPT-5 [(#8527)](https://github.com/prowler-cloud/prowler/pull/8527)
 - Integration with Amazon Security Hub, enabling sending findings to Security Hub [(#8365)](https://github.com/prowler-cloud/prowler/pull/8365)
 - Generate ASFF output for AWS providers with SecurityHub integration enabled [(#8569)](https://github.com/prowler-cloud/prowler/pull/8569)

-### 🐞 Fixed
-
+### Fixed
 - GitHub provider always scans user instead of organization when using provider UID [(#8587)](https://github.com/prowler-cloud/prowler/pull/8587)

 ---

 ## [1.11.0] (Prowler v5.10.0)

-### 🚀 Added
-
+### Added
 - Github provider support [(#8271)](https://github.com/prowler-cloud/prowler/pull/8271)
 - Integration with Amazon S3, enabling storage and retrieval of scan data via S3 buckets [(#8056)](https://github.com/prowler-cloud/prowler/pull/8056)

-### 🐞 Fixed
-
+### Fixed
 - Avoid sending errors to Sentry in M365 provider when user authentication fails [(#8420)](https://github.com/prowler-cloud/prowler/pull/8420)

 ---

 ## [1.10.2] (Prowler v5.9.2)

-### 🔄 Changed
-
+### Changed
 - Optimized queries for resources views [(#8336)](https://github.com/prowler-cloud/prowler/pull/8336)

 ---

 ## [v1.10.1] (Prowler v5.9.1)

-### 🐞 Fixed
-
+### Fixed
 - Calculate failed findings during scans to prevent heavy database queries [(#8322)](https://github.com/prowler-cloud/prowler/pull/8322)

 ---

 ## [v1.10.0] (Prowler v5.9.0)

-### 🚀 Added
-
+### Added
 - SSO with SAML support [(#8175)](https://github.com/prowler-cloud/prowler/pull/8175)
 - `GET /resources/metadata`, `GET /resources/metadata/latest` and `GET /resources/latest` to expose resource metadata and latest scan results [(#8112)](https://github.com/prowler-cloud/prowler/pull/8112)

-### 🔄 Changed
-
+### Changed
 - `/processors` endpoints to post-process findings. Currently, only the Mutelist processor is supported to allow to mute findings.
 - Optimized the underlying queries for resources endpoints [(#8112)](https://github.com/prowler-cloud/prowler/pull/8112)
 - Optimized include parameters for resources view [(#8229)](https://github.com/prowler-cloud/prowler/pull/8229)
 - Optimized overview background tasks [(#8300)](https://github.com/prowler-cloud/prowler/pull/8300)

-### 🐞 Fixed
-
+### Fixed
 - Search filter for findings and resources [(#8112)](https://github.com/prowler-cloud/prowler/pull/8112)
 - RBAC is now applied to `GET /overviews/providers` [(#8277)](https://github.com/prowler-cloud/prowler/pull/8277)

-### 🔄 Changed
-
+### Changed
 - `POST /schedules/daily` returns a `409 CONFLICT` if already created [(#8258)](https://github.com/prowler-cloud/prowler/pull/8258)

-### 🔐 Security
-
+### Security
 - Enhanced password validation to enforce 12+ character passwords with special characters, uppercase, lowercase, and numbers [(#8225)](https://github.com/prowler-cloud/prowler/pull/8225)

 ---

 ## [v1.9.1] (Prowler v5.8.1)

-### 🚀 Added
-
+### Added
 - Custom exception for provider connection errors during scans [(#8234)](https://github.com/prowler-cloud/prowler/pull/8234)

-### 🔄 Changed
-
+### Changed
 - Summary and overview tasks now use a dedicated queue and no longer propagate errors to compliance tasks [(#8214)](https://github.com/prowler-cloud/prowler/pull/8214)

-### 🐞 Fixed
-
+### Fixed
 - Scan with no resources will not trigger legacy code for findings metadata [(#8183)](https://github.com/prowler-cloud/prowler/pull/8183)
 - Invitation email comparison case-insensitive [(#8206)](https://github.com/prowler-cloud/prowler/pull/8206)

-### ❌ Removed
-
+### Removed
 - Validation of the provider's secret type during updates [(#8197)](https://github.com/prowler-cloud/prowler/pull/8197)

 ---

 ## [v1.9.0] (Prowler v5.8.0)

-### 🚀 Added
-
+### Added
 - Support GCP Service Account key [(#7824)](https://github.com/prowler-cloud/prowler/pull/7824)
 - `GET /compliance-overviews` endpoints to retrieve compliance metadata and specific requirements statuses [(#7877)](https://github.com/prowler-cloud/prowler/pull/7877)
 - Lighthouse configuration support [(#7848)](https://github.com/prowler-cloud/prowler/pull/7848)

-### 🔄 Changed
-
+### Changed
 - Reworked `GET /compliance-overviews` to return proper requirement metrics [(#7877)](https://github.com/prowler-cloud/prowler/pull/7877)
 - Optional `user` and `password` for M365 provider [(#7992)](https://github.com/prowler-cloud/prowler/pull/7992)

-### 🐞 Fixed
-
+### Fixed
 - Scheduled scans are no longer deleted when their daily schedule run is disabled [(#8082)](https://github.com/prowler-cloud/prowler/pull/8082)

 ---

 ## [v1.8.5] (Prowler v5.7.5)

-### 🐞 Fixed
-
+### Fixed
 - Normalize provider UID to ensure safe and unique export directory paths [(#8007)](https://github.com/prowler-cloud/prowler/pull/8007).
 - Blank resource types in `/metadata` endpoints [(#8027)](https://github.com/prowler-cloud/prowler/pull/8027)

@@ -371,24 +282,20 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.8.4] (Prowler v5.7.4)

-### ❌ Removed
-
+### Removed
 - Reverted RLS transaction handling and DB custom backend [(#7994)](https://github.com/prowler-cloud/prowler/pull/7994)

 ---

 ## [v1.8.3] (Prowler v5.7.3)

-### 🚀 Added
-
+### Added
 - Database backend to handle already closed connections [(#7935)](https://github.com/prowler-cloud/prowler/pull/7935)

-### 🔄 Changed
-
+### Changed
 - Renamed field encrypted_password to password for M365 provider [(#7784)](https://github.com/prowler-cloud/prowler/pull/7784)

-### 🐞 Fixed
-
+### Fixed
 - Transaction persistence with RLS operations [(#7916)](https://github.com/prowler-cloud/prowler/pull/7916)
 - Reverted the change `get_with_retry` to use the original `get` method for retrieving tasks [(#7932)](https://github.com/prowler-cloud/prowler/pull/7932)

@@ -396,8 +303,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.8.2] (Prowler v5.7.2)

-### 🐞 Fixed
-
+### Fixed
 - Task lookup to use task_kwargs instead of task_args for scan report resolution [(#7830)](https://github.com/prowler-cloud/prowler/pull/7830)
 - Kubernetes UID validation to allow valid context names [(#7871)](https://github.com/prowler-cloud/prowler/pull/7871)
 - Connection status verification before launching a scan [(#7831)](https://github.com/prowler-cloud/prowler/pull/7831)
@@ -408,16 +314,14 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.8.1] (Prowler v5.7.1)

-### 🐞 Fixed
-
+### Fixed
 - Added database index to improve performance on finding lookup [(#7800)](https://github.com/prowler-cloud/prowler/pull/7800)

 ---

 ## [v1.8.0] (Prowler v5.7.0)

-### 🚀 Added
-
+### Added
 - Huge improvements to `/findings/metadata` and resource related filters for findings [(#7690)](https://github.com/prowler-cloud/prowler/pull/7690)
 - Improvements to `/overviews` endpoints [(#7690)](https://github.com/prowler-cloud/prowler/pull/7690)
 - Queue to perform backfill background tasks [(#7690)](https://github.com/prowler-cloud/prowler/pull/7690)
@@ -428,7 +332,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.7.0] (Prowler v5.6.0)

-### 🚀 Added
+### Added

 - M365 as a new provider [(#7563)](https://github.com/prowler-cloud/prowler/pull/7563)
 - `compliance/` folder and ZIP‐export functionality for all compliance reports [(#7653)](https://github.com/prowler-cloud/prowler/pull/7653)
@@ -438,7 +342,7 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.6.0] (Prowler v5.5.0)

-### 🚀 Added
+### Added

 - Support for developing new integrations [(#7167)](https://github.com/prowler-cloud/prowler/pull/7167)
 - HTTP Security Headers [(#7289)](https://github.com/prowler-cloud/prowler/pull/7289)
@@ -450,16 +354,14 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.5.4] (Prowler v5.4.4)

-### 🐞 Fixed
-
+### Fixed
 - Bug with periodic tasks when trying to delete a provider [(#7466)](https://github.com/prowler-cloud/prowler/pull/7466)

 ---

 ## [v1.5.3] (Prowler v5.4.3)

-### 🐞 Fixed
-
+### Fixed
 - Duplicated scheduled scans handling [(#7401)](https://github.com/prowler-cloud/prowler/pull/7401)
 - Environment variable to configure the deletion task batch size [(#7423)](https://github.com/prowler-cloud/prowler/pull/7423)

@@ -467,16 +369,14 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.5.2] (Prowler v5.4.2)

-### 🔄 Changed
-
+### Changed
 - Refactored deletion logic and implemented retry mechanism for deletion tasks [(#7349)](https://github.com/prowler-cloud/prowler/pull/7349)

 ---

 ## [v1.5.1] (Prowler v5.4.1)

-### 🐞 Fixed
-
+### Fixed
 - Handle response in case local files are missing [(#7183)](https://github.com/prowler-cloud/prowler/pull/7183)
 - Race condition when deleting export files after the S3 upload [(#7172)](https://github.com/prowler-cloud/prowler/pull/7172)
 - Handle exception when a provider has no secret in test connection [(#7283)](https://github.com/prowler-cloud/prowler/pull/7283)
@@ -485,22 +385,19 @@ All notable changes to the **Prowler API** are documented in this file.

 ## [v1.5.0] (Prowler v5.4.0)

-### 🚀 Added
-
+### Added
 - Social login integration with Google and GitHub [(#6906)](https://github.com/prowler-cloud/prowler/pull/6906)
 - API scan report system, now all scans launched from the API will generate a compressed file with the report in OCSF, CSV and HTML formats [(#6878)](https://github.com/prowler-cloud/prowler/pull/6878)
 - Configurable Sentry integration [(#6874)](https://github.com/prowler-cloud/prowler/pull/6874)

-### 🔄 Changed
-
+### Changed
 - Optimized `GET /findings` endpoint to improve response time and size [(#7019)](https://github.com/prowler-cloud/prowler/pull/7019)

 ---

 ## [v1.4.0] (Prowler v5.3.0)

-### 🔄 Changed
-
+### Changed
 - Daily scheduled scan instances are now created beforehand with `SCHEDULED` state [(#6700)](https://github.com/prowler-cloud/prowler/pull/6700)
 - Findings endpoints now require at least one date filter [(#6800)](https://github.com/prowler-cloud/prowler/pull/6800)
 - Findings metadata endpoint received a performance improvement [(#6863)](https://github.com/prowler-cloud/prowler/pull/6863)
@@ -32,7 +32,7 @@ start_prod_server() {

 start_worker() {
  echo "Starting the worker..."
-  poetry run python -m celery -A config.celery worker -l "${DJANGO_LOGGING_LEVEL:-info}" -Q celery,scans,scan-reports,deletion,backfill,overview,integrations,compliance,attack-paths-scans -E --max-tasks-per-child 1
+  poetry run python -m celery -A config.celery worker -l "${DJANGO_LOGGING_LEVEL:-info}" -Q celery,scans,scan-reports,deletion,backfill,overview,integrations,compliance -E --max-tasks-per-child 1
 }

 start_worker_beat() {
@@ -8,7 +8,7 @@ dependencies = [
  "celery[pytest] (>=5.4.0,<6.0.0)",
  "dj-rest-auth[with_social,jwt] (==7.0.1)",
  "django (==5.1.15)",
-  "django-allauth[saml] (>=65.13.0,<66.0.0)",
+  "django-allauth[saml] (>=65.8.0,<66.0.0)",
  "django-celery-beat (>=2.7.0,<3.0.0)",
  "django-celery-results (>=2.5.1,<3.0.0)",
  "django-cors-headers==4.4.0",
@@ -36,8 +36,6 @@ dependencies = [
  "drf-simple-apikey (==2.2.1)",
  "matplotlib (>=3.10.6,<4.0.0)",
  "reportlab (>=4.4.4,<5.0.0)",
-  "neo4j (<6.0.0)",
-  "cartography @ git+https://github.com/prowler-cloud/cartography@master",
  "gevent (>=25.9.1,<26.0.0)",
  "werkzeug (>=3.1.4)",
  "sqlparse (>=0.5.4)",
@@ -49,7 +47,7 @@ name = "prowler-api"
 package-mode = false
 # Needed for the SDK compatibility
 requires-python = ">=3.11,<3.13"
-version = "1.19.0"
+version = "1.18.0"

 [project.scripts]
 celery = "src.backend.config.settings.celery"
@@ -70,7 +68,6 @@ pytest-env = "1.1.3"
 pytest-randomly = "3.15.0"
 pytest-xdist = "3.6.1"
 ruff = "0.5.0"
-safety = "3.7.0"
-filelock = "3.20.3"
-vulture = "2.14"
+safety = "3.2.9"
 tqdm = "4.67.1"
+vulture = "2.14"
@@ -30,48 +30,16 @@ class ApiConfig(AppConfig):
    def ready(self):
        from api import schema_extensions  # noqa: F401
        from api import signals  # noqa: F401
-        from api.attack_paths import database as graph_database
+        from api.compliance import load_prowler_compliance

        # Generate required cryptographic keys if not present, but only if:
-        #   `"manage.py" not in sys.argv[0]`: If an external server (e.g., Gunicorn) is running the app
+        #   `"manage.py" not in sys.argv`: If an external server (e.g., Gunicorn) is running the app
        #   `os.environ.get("RUN_MAIN")`: If it's not a Django command or using `runserver`,
        #                                 only the main process will do it
-        if (len(sys.argv) >= 1 and "manage.py" not in sys.argv[0]) or os.environ.get(
-            "RUN_MAIN"
-        ):
+        if "manage.py" not in sys.argv or os.environ.get("RUN_MAIN"):
            self._ensure_crypto_keys()

-        # Commands that don't need Neo4j
-        SKIP_NEO4J_DJANGO_COMMANDS = [
-            "makemigrations",
-            "migrate",
-            "pgpartition",
-            "check",
-            "help",
-            "showmigrations",
-            "check_and_fix_socialaccount_sites_migration",
-        ]
-
-        # Skip Neo4j initialization during tests, some Django commands, and Celery
-        if getattr(settings, "TESTING", False) or (
-            len(sys.argv) > 1
-            and (
-                (
-                    "manage.py" in sys.argv[0]
-                    and sys.argv[1] in SKIP_NEO4J_DJANGO_COMMANDS
-                )
-                or "celery" in sys.argv[0]
-            )
-        ):
-            logger.info(
-                "Skipping Neo4j initialization because tests, some Django commands or Celery"
-            )
-
-        else:
-            graph_database.init_driver()
-
-        # Neo4j driver is initialized at API startup (see api.attack_paths.database)
-        # It remains lazy for Celery workers and selected Django commands
+        load_prowler_compliance()

    def _ensure_crypto_keys(self):
        """
@@ -86,7 +54,7 @@ class ApiConfig(AppConfig):
        global _keys_initialized

        # Skip key generation if running tests
-        if getattr(settings, "TESTING", False):
+        if hasattr(settings, "TESTING") and settings.TESTING:
            return

        # Skip if already initialized in this process
@@ -1,13 +0,0 @@
-from api.attack_paths.query_definitions import (
-    AttackPathsQueryDefinition,
-    AttackPathsQueryParameterDefinition,
-    get_queries_for_provider,
-    get_query_by_id,
-)
-
-__all__ = [
-    "AttackPathsQueryDefinition",
-    "AttackPathsQueryParameterDefinition",
-    "get_queries_for_provider",
-    "get_query_by_id",
-]
@@ -1,161 +0,0 @@
-import atexit
-import logging
-import threading
-from contextlib import contextmanager
-from typing import Iterator
-from uuid import UUID
-
-import neo4j
-import neo4j.exceptions
-from django.conf import settings
-
-from api.attack_paths.retryable_session import RetryableSession
-
-# Without this Celery goes crazy with Neo4j logging
-logging.getLogger("neo4j").setLevel(logging.ERROR)
-logging.getLogger("neo4j").propagate = False
-
-SERVICE_UNAVAILABLE_MAX_RETRIES = 3
-
-# Module-level process-wide driver singleton
-_driver: neo4j.Driver | None = None
-_lock = threading.Lock()
-
-# Base Neo4j functions
-
-
-def get_uri() -> str:
-    host = settings.DATABASES["neo4j"]["HOST"]
-    port = settings.DATABASES["neo4j"]["PORT"]
-    return f"bolt://{host}:{port}"
-
-
-def init_driver() -> neo4j.Driver:
-    global _driver
-    if _driver is not None:
-        return _driver
-
-    with _lock:
-        if _driver is None:
-            uri = get_uri()
-            config = settings.DATABASES["neo4j"]
-
-            _driver = neo4j.GraphDatabase.driver(
-                uri,
-                auth=(config["USER"], config["PASSWORD"]),
-                keep_alive=True,
-                max_connection_lifetime=7200,
-                connection_acquisition_timeout=120,
-                max_connection_pool_size=50,
-            )
-            _driver.verify_connectivity()
-
-            # Register cleanup handler (only runs once since we're inside the _driver is None block)
-            atexit.register(close_driver)
-
-    return _driver
-
-
-def get_driver() -> neo4j.Driver:
-    return init_driver()
-
-
-def close_driver() -> None:  # TODO: Use it
-    global _driver
-    with _lock:
-        if _driver is not None:
-            try:
-                _driver.close()
-
-            finally:
-                _driver = None
-
-
-@contextmanager
-def get_session(database: str | None = None) -> Iterator[RetryableSession]:
-    session_wrapper: RetryableSession | None = None
-
-    try:
-        session_wrapper = RetryableSession(
-            session_factory=lambda: get_driver().session(database=database),
-            max_retries=SERVICE_UNAVAILABLE_MAX_RETRIES,
-        )
-        yield session_wrapper
-
-    except neo4j.exceptions.Neo4jError as exc:
-        raise GraphDatabaseQueryException(message=exc.message, code=exc.code)
-
-    finally:
-        if session_wrapper is not None:
-            session_wrapper.close()
-
-
-def create_database(database: str) -> None:
-    query = "CREATE DATABASE $database IF NOT EXISTS"
-    parameters = {"database": database}
-
-    with get_session() as session:
-        session.run(query, parameters)
-
-
-def drop_database(database: str) -> None:
-    query = f"DROP DATABASE `{database}` IF EXISTS DESTROY DATA"
-
-    with get_session() as session:
-        session.run(query)
-
-
-def drop_subgraph(database: str, root_node_label: str, root_node_id: str) -> int:
-    query = """
-        MATCH (a:__ROOT_NODE_LABEL__ {id: $root_node_id})
-        CALL apoc.path.subgraphNodes(a, {})
-        YIELD node
-        DETACH DELETE node
-        RETURN COUNT(node) AS deleted_nodes_count
-    """.replace("__ROOT_NODE_LABEL__", root_node_label)
-    parameters = {"root_node_id": root_node_id}
-
-    with get_session(database) as session:
-        result = session.run(query, parameters)
-
-        try:
-            return result.single()["deleted_nodes_count"]
-
-        except neo4j.exceptions.ResultConsumedError:
-            return 0  # As there are no nodes to delete, the result is empty
-
-
-def clear_cache(database: str) -> None:
-    query = "CALL db.clearQueryCaches()"
-
-    try:
-        with get_session(database) as session:
-            session.run(query)
-
-    except GraphDatabaseQueryException as exc:
-        logging.warning(f"Failed to clear query cache for database `{database}`: {exc}")
-
-
-# Neo4j functions related to Prowler + Cartography
-DATABASE_NAME_TEMPLATE = "db-{attack_paths_scan_id}"
-
-
-def get_database_name(attack_paths_scan_id: UUID) -> str:
-    attack_paths_scan_id_str = str(attack_paths_scan_id).lower()
-    return DATABASE_NAME_TEMPLATE.format(attack_paths_scan_id=attack_paths_scan_id_str)
-
-
-# Exceptions
-
-
-class GraphDatabaseQueryException(Exception):
-    def __init__(self, message: str, code: str | None = None) -> None:
-        super().__init__(message)
-        self.message = message
-        self.code = code
-
-    def __str__(self) -> str:
-        if self.code:
-            return f"{self.code}: {self.message}"
-
-        return self.message
@@ -1,690 +0,0 @@
-from dataclasses import dataclass, field
-
-
-# Dataclases for handling API's Attack Path query definitions and their parameters
-@dataclass
-class AttackPathsQueryParameterDefinition:
-    """
-    Metadata describing a parameter that must be provided to an Attack Paths query.
-    """
-
-    name: str
-    label: str
-    data_type: str = "string"
-    cast: type = str
-    description: str | None = None
-    placeholder: str | None = None
-
-
-@dataclass
-class AttackPathsQueryDefinition:
-    """
-    Immutable representation of an Attack Path query.
-    """
-
-    id: str
-    name: str
-    description: str
-    provider: str
-    cypher: str
-    parameters: list[AttackPathsQueryParameterDefinition] = field(default_factory=list)
-
-
-# Accessor functions for API's Attack Paths query definitions
-def get_queries_for_provider(provider: str) -> list[AttackPathsQueryDefinition]:
-    return _QUERY_DEFINITIONS.get(provider, [])
-
-
-def get_query_by_id(query_id: str) -> AttackPathsQueryDefinition | None:
-    return _QUERIES_BY_ID.get(query_id)
-
-
-# API's Attack Paths query definitions
-_QUERY_DEFINITIONS: dict[str, list[AttackPathsQueryDefinition]] = {
-    "aws": [
-        # Custom query for detecting internet-exposed EC2 instances with sensitive S3 access
-        AttackPathsQueryDefinition(
-            id="aws-internet-exposed-ec2-sensitive-s3-access",
-            name="Identify internet-exposed EC2 instances with sensitive S3 access",
-            description="Detect EC2 instances with SSH exposed to the internet that can assume higher-privileged roles to read tagged sensitive S3 buckets despite bucket-level public access blocks.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['Internet'], {id: 'Internet', name: 'Internet'})
-                YIELD node AS internet
-
-                MATCH path_s3 = (aws:AWSAccount {id: $provider_uid})--(s3:S3Bucket)--(t:AWSTag)
-                WHERE toLower(t.key) = toLower($tag_key) AND toLower(t.value) = toLower($tag_value)
-
-                MATCH path_ec2 = (aws)--(ec2:EC2Instance)--(sg:EC2SecurityGroup)--(ipi:IpPermissionInbound)
-                WHERE ec2.exposed_internet = true
-                    AND ipi.toport = 22
-
-                MATCH path_role = (r:AWSRole)--(pol:AWSPolicy)--(stmt:AWSPolicyStatement)
-                WHERE ANY(x IN stmt.resource WHERE x CONTAINS s3.name)
-                    AND ANY(x IN stmt.action WHERE toLower(x) =~ 's3:(listbucket|getobject).*')
-
-                MATCH path_assume_role = (ec2)-[p:STS_ASSUMEROLE_ALLOW*1..9]-(r:AWSRole)
-
-                CALL apoc.create.vRelationship(internet, 'CAN_ACCESS', {}, ec2)
-                YIELD rel AS can_access
-
-                UNWIND nodes(path_s3) + nodes(path_ec2) + nodes(path_role) + nodes(path_assume_role) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path_s3, path_ec2, path_role, path_assume_role, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
-            """,
-            parameters=[
-                AttackPathsQueryParameterDefinition(
-                    name="tag_key",
-                    label="Tag key",
-                    description="Tag key to filter the S3 bucket, e.g. DataClassification.",
-                    placeholder="DataClassification",
-                ),
-                AttackPathsQueryParameterDefinition(
-                    name="tag_value",
-                    label="Tag value",
-                    description="Tag value to filter the S3 bucket, e.g. Sensitive.",
-                    placeholder="Sensitive",
-                ),
-            ],
-        ),
-        # Regular Cartography Attack Paths queries
-        AttackPathsQueryDefinition(
-            id="aws-rds-instances",
-            name="Identify provisioned RDS instances",
-            description="List the selected AWS account alongside the RDS instances it owns.",
-            provider="aws",
-            cypher="""
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(rds:RDSInstance)
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-rds-unencrypted-storage",
-            name="Identify RDS instances without storage encryption",
-            description="Find RDS instances with storage encryption disabled within the selected account.",
-            provider="aws",
-            cypher="""
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(rds:RDSInstance)
-                WHERE rds.storage_encrypted = false
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-s3-anonymous-access-buckets",
-            name="Identify S3 buckets with anonymous access",
-            description="Find S3 buckets that allow anonymous access within the selected account.",
-            provider="aws",
-            cypher="""
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(s3:S3Bucket)
-                WHERE s3.anonymous_access = true
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-iam-statements-allow-all-actions",
-            name="Identify IAM statements that allow all actions",
-            description="Find IAM policy statements that allow all actions via '*' within the selected account.",
-            provider="aws",
-            cypher="""
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)--(pol:AWSPolicy)--(stmt:AWSPolicyStatement)
-                WHERE stmt.effect = 'Allow'
-                    AND any(x IN stmt.action WHERE x = '*')
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-iam-statements-allow-delete-policy",
-            name="Identify IAM statements that allow iam:DeletePolicy",
-            description="Find IAM policy statements that allow the iam:DeletePolicy action within the selected account.",
-            provider="aws",
-            cypher="""
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)--(pol:AWSPolicy)--(stmt:AWSPolicyStatement)
-                WHERE stmt.effect = 'Allow'
-                    AND any(x IN stmt.action WHERE x = "iam:DeletePolicy")
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-iam-statements-allow-create-actions",
-            name="Identify IAM statements that allow create actions",
-            description="Find IAM policy statements that allow actions containing 'create' within the selected account.",
-            provider="aws",
-            cypher="""
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)--(pol:AWSPolicy)--(stmt:AWSPolicyStatement)
-                WHERE stmt.effect = "Allow"
-                    AND any(x IN stmt.action WHERE toLower(x) CONTAINS "create")
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-ec2-instances-internet-exposed",
-            name="Identify internet-exposed EC2 instances",
-            description="Find EC2 instances flagged as exposed to the internet within the selected account.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['Internet'], {id: 'Internet', name: 'Internet'})
-                YIELD node AS internet
-
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(ec2:EC2Instance)
-                WHERE ec2.exposed_internet = true
-
-                CALL apoc.create.vRelationship(internet, 'CAN_ACCESS', {}, ec2)
-                YIELD rel AS can_access
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-security-groups-open-internet-facing",
-            name="Identify internet-facing resources with open security groups",
-            description="Find internet-facing resources associated with security groups that allow inbound access from '0.0.0.0/0'.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['Internet'], {id: 'Internet', name: 'Internet'})
-                YIELD node AS internet
-
-                // Match EC2 instances that are internet-exposed with open security groups (0.0.0.0/0)
-                MATCH path_ec2 = (aws:AWSAccount {id: $provider_uid})--(ec2:EC2Instance)--(sg:EC2SecurityGroup)--(ipi:IpPermissionInbound)--(ir:IpRange)
-                WHERE ec2.exposed_internet = true
-                    AND ir.range = "0.0.0.0/0"
-
-                CALL apoc.create.vRelationship(internet, 'CAN_ACCESS', {}, ec2)
-                YIELD rel AS can_access
-
-                UNWIND nodes(path_ec2) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path_ec2, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-classic-elb-internet-exposed",
-            name="Identify internet-exposed Classic Load Balancers",
-            description="Find Classic Load Balancers exposed to the internet along with their listeners.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['Internet'], {id: 'Internet', name: 'Internet'})
-                YIELD node AS internet
-
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(elb:LoadBalancer)--(listener:ELBListener)
-                WHERE elb.exposed_internet = true
-
-                CALL apoc.create.vRelationship(internet, 'CAN_ACCESS', {}, elb)
-                YIELD rel AS can_access
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-elbv2-internet-exposed",
-            name="Identify internet-exposed ELBv2 load balancers",
-            description="Find ELBv2 load balancers exposed to the internet along with their listeners.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['Internet'], {id: 'Internet', name: 'Internet'})
-                YIELD node AS internet
-
-                MATCH path = (aws:AWSAccount {id: $provider_uid})--(elbv2:LoadBalancerV2)--(listener:ELBV2Listener)
-                WHERE elbv2.exposed_internet = true
-
-                CALL apoc.create.vRelationship(internet, 'CAN_ACCESS', {}, elbv2)
-                YIELD rel AS can_access
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-public-ip-resource-lookup",
-            name="Identify resources by public IP address",
-            description="Given a public IP address, find the related AWS resource and its adjacent node within the selected account.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['Internet'], {id: 'Internet', name: 'Internet'})
-                YIELD node AS internet
-
-                CALL () {
-                    MATCH path = (aws:AWSAccount {id: $provider_uid})-[r]-(x:EC2PrivateIp)-[q]-(y)
-                    WHERE x.public_ip = $ip
-                    RETURN path, x
-
-                    UNION MATCH path = (aws:AWSAccount {id: $provider_uid})-[r]-(x:EC2Instance)-[q]-(y)
-                    WHERE x.publicipaddress = $ip
-                    RETURN path, x
-
-                    UNION MATCH path = (aws:AWSAccount {id: $provider_uid})-[r]-(x:NetworkInterface)-[q]-(y)
-                    WHERE x.public_ip = $ip
-                    RETURN path, x
-
-                    UNION MATCH path = (aws:AWSAccount {id: $provider_uid})-[r]-(x:ElasticIPAddress)-[q]-(y)
-                    WHERE x.public_ip = $ip
-                    RETURN path, x
-                }
-
-                WITH path, x, internet
-
-                CALL apoc.create.vRelationship(internet, 'CAN_ACCESS', {}, x)
-                YIELD rel AS can_access
-
-                UNWIND nodes(path) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
-            """,
-            parameters=[
-                AttackPathsQueryParameterDefinition(
-                    name="ip",
-                    label="IP address",
-                    description="Public IP address, e.g. 192.0.2.0.",
-                    placeholder="192.0.2.0",
-                ),
-            ],
-        ),
-        # Privilege Escalation Queries (based on pathfinding.cloud research): https://github.com/DataDog/pathfinding.cloud
-        AttackPathsQueryDefinition(
-            id="aws-iam-privesc-passrole-ec2",
-            name="Privilege Escalation: iam:PassRole + ec2:RunInstances",
-            description="Detect principals who can launch EC2 instances with privileged IAM roles attached. This allows gaining the permissions of the passed role by accessing the EC2 instance metadata service. This is a new-passrole escalation path (pathfinding.cloud: ec2-001).",
-            provider="aws",
-            cypher="""
-                // Create a single shared virtual EC2 instance node
-                CALL apoc.create.vNode(['EC2Instance'], {
-                    id: 'potential-ec2-passrole',
-                    name: 'New EC2 Instance',
-                    description: 'Attacker-controlled EC2 with privileged role'
-                })
-                YIELD node AS ec2_node
-
-                // Create a single shared virtual escalation outcome node (styled like a finding)
-                CALL apoc.create.vNode(['PrivilegeEscalation'], {
-                    id: 'effective-administrator-passrole-ec2',
-                    check_title: 'Privilege Escalation',
-                    name: 'Effective Administrator',
-                    status: 'FAIL',
-                    severity: 'critical'
-                })
-                YIELD node AS escalation_outcome
-
-                WITH ec2_node, escalation_outcome
-
-                // Find principals in the account
-                MATCH path_principal = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)
-
-                // Find statements granting iam:PassRole
-                MATCH path_passrole = (principal)--(passrole_policy:AWSPolicy)--(stmt_passrole:AWSPolicyStatement)
-                WHERE stmt_passrole.effect = 'Allow'
-                    AND any(action IN stmt_passrole.action WHERE
-                        toLower(action) = 'iam:passrole'
-                        OR toLower(action) = 'iam:*'
-                        OR action = '*'
-                    )
-
-                // Find statements granting ec2:RunInstances
-                MATCH path_ec2 = (principal)--(ec2_policy:AWSPolicy)--(stmt_ec2:AWSPolicyStatement)
-                WHERE stmt_ec2.effect = 'Allow'
-                    AND any(action IN stmt_ec2.action WHERE
-                        toLower(action) = 'ec2:runinstances'
-                        OR toLower(action) = 'ec2:*'
-                        OR action = '*'
-                    )
-
-                // Find roles that trust EC2 service (can be passed to EC2)
-                MATCH path_target = (aws)--(target_role:AWSRole)
-                WHERE target_role.arn CONTAINS $provider_uid
-                    // Check if principal can pass this role
-                    AND any(resource IN stmt_passrole.resource WHERE
-                        resource = '*'
-                        OR target_role.arn CONTAINS resource
-                        OR resource CONTAINS target_role.name
-                    )
-
-                // Check if target role has elevated permissions (optional, for severity assessment)
-                OPTIONAL MATCH (target_role)--(role_policy:AWSPolicy)--(role_stmt:AWSPolicyStatement)
-                WHERE role_stmt.effect = 'Allow'
-                    AND (
-                        any(action IN role_stmt.action WHERE action = '*')
-                        OR any(action IN role_stmt.action WHERE toLower(action) = 'iam:*')
-                    )
-
-                CALL apoc.create.vRelationship(principal, 'CAN_LAUNCH', {
-                    via: 'ec2:RunInstances + iam:PassRole'
-                }, ec2_node)
-                YIELD rel AS launch_rel
-
-                CALL apoc.create.vRelationship(ec2_node, 'ASSUMES_ROLE', {}, target_role)
-                YIELD rel AS assumes_rel
-
-                CALL apoc.create.vRelationship(target_role, 'GRANTS_ACCESS', {
-                    reference: 'https://pathfinding.cloud/paths/ec2-001'
-                }, escalation_outcome)
-                YIELD rel AS grants_rel
-
-                UNWIND nodes(path_principal) + nodes(path_passrole) + nodes(path_ec2) + nodes(path_target) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path_principal, path_passrole, path_ec2, path_target,
-                       ec2_node, escalation_outcome, launch_rel, assumes_rel, grants_rel,
-                       collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-glue-privesc-passrole-dev-endpoint",
-            name="Privilege Escalation: Glue Dev Endpoint with PassRole",
-            description="Detect principals that can escalate privileges by passing a role to a Glue development endpoint. The attacker creates a dev endpoint with an arbitrary role attached, then accesses those credentials through the endpoint.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['PrivilegeEscalation'], {
-                    id: 'effective-administrator-glue',
-                    check_title: 'Privilege Escalation',
-                    name: 'Effective Administrator (Glue)',
-                    status: 'FAIL',
-                    severity: 'critical'
-                })
-                YIELD node AS escalation_outcome
-
-                WITH escalation_outcome
-
-                // Find principals in the account
-                MATCH path_principal = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)
-
-                // Principal can assume roles (up to 2 hops)
-                OPTIONAL MATCH path_assume = (principal)-[:STS_ASSUMEROLE_ALLOW*0..2]->(acting_as:AWSRole)
-                WITH escalation_outcome, principal, path_principal, path_assume,
-                     CASE WHEN path_assume IS NULL THEN principal ELSE acting_as END AS effective_principal
-
-                // Find iam:PassRole permission
-                MATCH path_passrole = (effective_principal)--(passrole_policy:AWSPolicy)--(passrole_stmt:AWSPolicyStatement)
-                WHERE passrole_stmt.effect = 'Allow'
-                    AND any(action IN passrole_stmt.action WHERE toLower(action) = 'iam:passrole' OR action = '*')
-
-                // Find Glue CreateDevEndpoint permission
-                MATCH (effective_principal)--(glue_policy:AWSPolicy)--(glue_stmt:AWSPolicyStatement)
-                WHERE glue_stmt.effect = 'Allow'
-                    AND any(action IN glue_stmt.action WHERE toLower(action) = 'glue:createdevendpoint' OR action = '*' OR toLower(action) = 'glue:*')
-
-                // Find target role with elevated permissions
-                MATCH (aws)--(target_role:AWSRole)--(target_policy:AWSPolicy)--(target_stmt:AWSPolicyStatement)
-                WHERE target_stmt.effect = 'Allow'
-                    AND (
-                        any(action IN target_stmt.action WHERE action = '*')
-                        OR any(action IN target_stmt.action WHERE toLower(action) = 'iam:*')
-                    )
-
-                // Deduplicate before creating virtual nodes
-                WITH DISTINCT escalation_outcome, aws, principal, effective_principal, target_role
-
-                // Create virtual Glue endpoint node (one per unique principal->target pair)
-                CALL apoc.create.vNode(['GlueDevEndpoint'], {
-                    name: 'New Dev Endpoint',
-                    description: 'Glue endpoint with target role attached',
-                    id: effective_principal.arn + '->' + target_role.arn
-                })
-                YIELD node AS glue_endpoint
-
-                CALL apoc.create.vRelationship(effective_principal, 'CREATES_ENDPOINT', {
-                    permissions: ['iam:PassRole', 'glue:CreateDevEndpoint'],
-                    technique: 'new-passrole'
-                }, glue_endpoint)
-                YIELD rel AS create_rel
-
-                CALL apoc.create.vRelationship(glue_endpoint, 'RUNS_AS', {}, target_role)
-                YIELD rel AS runs_rel
-
-                CALL apoc.create.vRelationship(target_role, 'GRANTS_ACCESS', {
-                    reference: 'https://pathfinding.cloud/paths/glue-001'
-                }, escalation_outcome)
-                YIELD rel AS grants_rel
-
-                // Re-match paths for visualization
-                MATCH path_principal = (aws)--(principal)
-                MATCH path_target = (aws)--(target_role)
-
-                RETURN path_principal, path_target,
-                       glue_endpoint, escalation_outcome, create_rel, runs_rel, grants_rel
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-iam-privesc-attach-role-policy-assume-role",
-            name="Privilege Escalation: iam:AttachRolePolicy + sts:AssumeRole",
-            description="Detect principals who can both attach policies to roles AND assume those roles. This two-step attack allows modifying a role's permissions then assuming it to gain elevated access. This is a principal-access escalation path (pathfinding.cloud: iam-014).",
-            provider="aws",
-            cypher="""
-                // Create a virtual escalation outcome node (styled like a finding)
-                CALL apoc.create.vNode(['PrivilegeEscalation'], {
-                    id: 'effective-administrator',
-                    check_title: 'Privilege Escalation',
-                    name: 'Effective Administrator',
-                    status: 'FAIL',
-                    severity: 'critical'
-                })
-                YIELD node AS admin_outcome
-
-                WITH admin_outcome
-
-                // Find principals in the account
-                MATCH path_principal = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)
-
-                // Find statements granting iam:AttachRolePolicy
-                MATCH path_attach = (principal)--(attach_policy:AWSPolicy)--(stmt_attach:AWSPolicyStatement)
-                WHERE stmt_attach.effect = 'Allow'
-                    AND any(action IN stmt_attach.action WHERE
-                        toLower(action) = 'iam:attachrolepolicy'
-                        OR toLower(action) = 'iam:*'
-                        OR action = '*'
-                    )
-
-                // Find statements granting sts:AssumeRole
-                MATCH path_assume = (principal)--(assume_policy:AWSPolicy)--(stmt_assume:AWSPolicyStatement)
-                WHERE stmt_assume.effect = 'Allow'
-                    AND any(action IN stmt_assume.action WHERE
-                        toLower(action) = 'sts:assumerole'
-                        OR toLower(action) = 'sts:*'
-                        OR action = '*'
-                    )
-
-                // Find target roles that the principal can both modify AND assume
-                MATCH path_target = (aws)--(target_role:AWSRole)
-                WHERE target_role.arn CONTAINS $provider_uid
-                    // Can attach policy to this role
-                    AND any(resource IN stmt_attach.resource WHERE
-                        resource = '*'
-                        OR target_role.arn CONTAINS resource
-                        OR resource CONTAINS target_role.name
-                    )
-                    // Can assume this role
-                    AND any(resource IN stmt_assume.resource WHERE
-                        resource = '*'
-                        OR target_role.arn CONTAINS resource
-                        OR resource CONTAINS target_role.name
-                    )
-
-                // Deduplicate before creating virtual relationships
-                WITH DISTINCT admin_outcome, aws, principal, target_role
-
-                // Create virtual relationships showing the attack path
-                CALL apoc.create.vRelationship(principal, 'CAN_MODIFY', {
-                    via: 'iam:AttachRolePolicy'
-                }, target_role)
-                YIELD rel AS modify_rel
-
-                CALL apoc.create.vRelationship(target_role, 'LEADS_TO', {
-                    technique: 'iam:AttachRolePolicy + sts:AssumeRole',
-                    via: 'sts:AssumeRole',
-                    reference: 'https://pathfinding.cloud/paths/iam-014'
-                }, admin_outcome)
-                YIELD rel AS escalation_rel
-
-                // Re-match paths for visualization
-                MATCH path_principal = (aws)--(principal)
-                MATCH path_target = (aws)--(target_role)
-
-                UNWIND nodes(path_principal) + nodes(path_target) as n
-                OPTIONAL MATCH (n)-[pfr]-(pf:ProwlerFinding)
-                WHERE pf.status = 'FAIL'
-
-                RETURN path_principal, path_target,
-                       admin_outcome, modify_rel, escalation_rel,
-                       collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
-            """,
-            parameters=[],
-        ),
-        AttackPathsQueryDefinition(
-            id="aws-bedrock-privesc-passrole-code-interpreter",
-            name="Privilege Escalation: Bedrock Code Interpreter with PassRole",
-            description="Detect principals that can escalate privileges by passing a role to a Bedrock AgentCore Code Interpreter. The attacker creates a code interpreter with an arbitrary role, then invokes it to execute code with those credentials.",
-            provider="aws",
-            cypher="""
-                CALL apoc.create.vNode(['PrivilegeEscalation'], {
-                    id: 'effective-administrator-bedrock',
-                    check_title: 'Privilege Escalation',
-                    name: 'Effective Administrator (Bedrock)',
-                    status: 'FAIL',
-                    severity: 'critical'
-                })
-                YIELD node AS escalation_outcome
-
-                WITH escalation_outcome
-
-                // Find principals in the account
-                MATCH path_principal = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)
-
-                // Principal can assume roles (up to 2 hops)
-                OPTIONAL MATCH path_assume = (principal)-[:STS_ASSUMEROLE_ALLOW*0..2]->(acting_as:AWSRole)
-                WITH escalation_outcome, aws, principal, path_principal, path_assume,
-                     CASE WHEN path_assume IS NULL THEN principal ELSE acting_as END AS effective_principal
-
-                // Find iam:PassRole permission
-                MATCH path_passrole = (effective_principal)--(passrole_policy:AWSPolicy)--(passrole_stmt:AWSPolicyStatement)
-                WHERE passrole_stmt.effect = 'Allow'
-                    AND any(action IN passrole_stmt.action WHERE toLower(action) = 'iam:passrole' OR action = '*')
-
-                // Find Bedrock AgentCore permissions
-                MATCH (effective_principal)--(bedrock_policy:AWSPolicy)--(bedrock_stmt:AWSPolicyStatement)
-                WHERE bedrock_stmt.effect = 'Allow'
-                    AND (
-                        any(action IN bedrock_stmt.action WHERE toLower(action) = 'bedrock-agentcore:createcodeinterpreter' OR action = '*' OR toLower(action) = 'bedrock-agentcore:*')
-                    )
-                    AND (
-                        any(action IN bedrock_stmt.action WHERE toLower(action) = 'bedrock-agentcore:startsession' OR action = '*' OR toLower(action) = 'bedrock-agentcore:*')
-                    )
-                    AND (
-                        any(action IN bedrock_stmt.action WHERE toLower(action) = 'bedrock-agentcore:invoke' OR action = '*' OR toLower(action) = 'bedrock-agentcore:*')
-                    )
-
-                // Find target roles with elevated permissions that could be passed
-                MATCH (aws)--(target_role:AWSRole)--(target_policy:AWSPolicy)--(target_stmt:AWSPolicyStatement)
-                WHERE target_stmt.effect = 'Allow'
-                    AND (
-                        any(action IN target_stmt.action WHERE action = '*')
-                        OR any(action IN target_stmt.action WHERE toLower(action) = 'iam:*')
-                    )
-
-                // Deduplicate per (principal, target_role) pair
-                WITH DISTINCT escalation_outcome, aws, principal, target_role
-
-                // Group by principal, collect target_roles
-                WITH escalation_outcome, aws, principal,
-                     collect(DISTINCT target_role) AS target_roles,
-                     count(DISTINCT target_role) AS target_count
-
-                // Create single virtual Bedrock node per principal
-                CALL apoc.create.vNode(['BedrockCodeInterpreter'], {
-                    name: 'New Code Interpreter',
-                    description: toString(target_count) + ' admin role(s) can be passed',
-                    id: principal.arn,
-                    target_role_count: target_count
-                })
-                YIELD node AS bedrock_agent
-
-                // Connect from principal (not effective_principal) to keep graph connected
-                CALL apoc.create.vRelationship(principal, 'CREATES_INTERPRETER', {
-                    permissions: ['iam:PassRole', 'bedrock-agentcore:CreateCodeInterpreter', 'bedrock-agentcore:StartSession', 'bedrock-agentcore:Invoke'],
-                    technique: 'new-passrole'
-                }, bedrock_agent)
-                YIELD rel AS create_rel
-
-                // UNWIND target_roles to show which roles can be passed
-                UNWIND target_roles AS target_role
-
-                CALL apoc.create.vRelationship(bedrock_agent, 'PASSES_ROLE', {}, target_role)
-                YIELD rel AS pass_rel
-
-                CALL apoc.create.vRelationship(target_role, 'GRANTS_ACCESS', {
-                    reference: 'https://pathfinding.cloud/paths/bedrock-001'
-                }, escalation_outcome)
-                YIELD rel AS grants_rel
-
-                // Re-match path for visualization
-                MATCH path_principal = (aws)--(principal)
-
-                RETURN path_principal,
-                       bedrock_agent, target_role, escalation_outcome, create_rel, pass_rel, grants_rel, target_count
-            """,
-            parameters=[],
-        ),
-    ],
-}
-
-_QUERIES_BY_ID: dict[str, AttackPathsQueryDefinition] = {
-    definition.id: definition
-    for definitions in _QUERY_DEFINITIONS.values()
-    for definition in definitions
-}
@@ -1,92 +0,0 @@
-import logging
-
-from collections.abc import Callable
-from typing import Any
-
-import neo4j
-import neo4j.exceptions
-
-logger = logging.getLogger(__name__)
-
-
-class RetryableSession:
-    """
-    Wrapper around `neo4j.Session` that retries `neo4j.exceptions.ServiceUnavailable` errors.
-    """
-
-    def __init__(
-        self,
-        session_factory: Callable[[], neo4j.Session],
-        max_retries: int,
-    ) -> None:
-        self._session_factory = session_factory
-        self._max_retries = max(0, max_retries)
-        self._session = self._session_factory()
-
-    def close(self) -> None:
-        if self._session is not None:
-            self._session.close()
-            self._session = None
-
-    def __enter__(self) -> "RetryableSession":
-        return self
-
-    def __exit__(
-        self, _: Any, __: Any, ___: Any
-    ) -> None:  # Unused args:  exc_type, exc, exc_tb
-        self.close()
-
-    def run(self, *args: Any, **kwargs: Any) -> Any:
-        return self._call_with_retry("run", *args, **kwargs)
-
-    def write_transaction(self, *args: Any, **kwargs: Any) -> Any:
-        return self._call_with_retry("write_transaction", *args, **kwargs)
-
-    def read_transaction(self, *args: Any, **kwargs: Any) -> Any:
-        return self._call_with_retry("read_transaction", *args, **kwargs)
-
-    def execute_write(self, *args: Any, **kwargs: Any) -> Any:
-        return self._call_with_retry("execute_write", *args, **kwargs)
-
-    def execute_read(self, *args: Any, **kwargs: Any) -> Any:
-        return self._call_with_retry("execute_read", *args, **kwargs)
-
-    def __getattr__(self, item: str) -> Any:
-        return getattr(self._session, item)
-
-    def _call_with_retry(self, method_name: str, *args: Any, **kwargs: Any) -> Any:
-        attempt = 0
-        last_exc: Exception | None = None
-
-        while attempt <= self._max_retries:
-            try:
-                method = getattr(self._session, method_name)
-                return method(*args, **kwargs)
-
-            except (
-                BrokenPipeError,
-                ConnectionResetError,
-                neo4j.exceptions.ServiceUnavailable,
-            ) as exc:  # pragma: no cover - depends on infra
-                last_exc = exc
-                attempt += 1
-
-                if attempt > self._max_retries:
-                    raise
-
-                logger.warning(
-                    f"Neo4j session {method_name} failed with {type(exc).__name__} ({attempt}/{self._max_retries} attempts). Retrying..."
-                )
-                self._refresh_session()
-
-        raise last_exc if last_exc else RuntimeError("Unexpected retry loop exit")
-
-    def _refresh_session(self) -> None:
-        if self._session is not None:
-            try:
-                self._session.close()
-            except Exception:
-                # Best-effort close; failures just mean we open a new session below
-                pass
-
-        self._session = self._session_factory()
@@ -1,143 +0,0 @@
-import logging
-
-from typing import Any
-
-from rest_framework.exceptions import APIException, ValidationError
-
-from api.attack_paths import database as graph_database, AttackPathsQueryDefinition
-from api.models import AttackPathsScan
-from config.custom_logging import BackendLogger
-
-logger = logging.getLogger(BackendLogger.API)
-
-
-def normalize_run_payload(raw_data):
-    if not isinstance(raw_data, dict):  # Let the serializer handle this
-        return raw_data
-
-    if "data" in raw_data and isinstance(raw_data.get("data"), dict):
-        data_section = raw_data.get("data") or {}
-        attributes = data_section.get("attributes") or {}
-        payload = {
-            "id": attributes.get("id", data_section.get("id")),
-            "parameters": attributes.get("parameters"),
-        }
-
-        # Remove `None` parameters to allow defaults downstream
-        if payload.get("parameters") is None:
-            payload.pop("parameters")
-        return payload
-
-    return raw_data
-
-
-def prepare_query_parameters(
-    definition: AttackPathsQueryDefinition,
-    provided_parameters: dict[str, Any],
-    provider_uid: str,
-) -> dict[str, Any]:
-    parameters = dict(provided_parameters or {})
-    expected_names = {parameter.name for parameter in definition.parameters}
-    provided_names = set(parameters.keys())
-
-    unexpected = provided_names - expected_names
-    if unexpected:
-        raise ValidationError(
-            {"parameters": f"Unknown parameter(s): {', '.join(sorted(unexpected))}"}
-        )
-
-    missing = expected_names - provided_names
-    if missing:
-        raise ValidationError(
-            {
-                "parameters": f"Missing required parameter(s): {', '.join(sorted(missing))}"
-            }
-        )
-
-    clean_parameters = {
-        "provider_uid": str(provider_uid),
-    }
-
-    for definition_parameter in definition.parameters:
-        raw_value = provided_parameters[definition_parameter.name]
-
-        try:
-            casted_value = definition_parameter.cast(raw_value)
-
-        except (ValueError, TypeError) as exc:
-            raise ValidationError(
-                {
-                    "parameters": (
-                        f"Invalid value for parameter `{definition_parameter.name}`: {str(exc)}"
-                    )
-                }
-            )
-
-        clean_parameters[definition_parameter.name] = casted_value
-
-    return clean_parameters
-
-
-def execute_attack_paths_query(
-    attack_paths_scan: AttackPathsScan,
-    definition: AttackPathsQueryDefinition,
-    parameters: dict[str, Any],
-) -> dict[str, Any]:
-    try:
-        with graph_database.get_session(attack_paths_scan.graph_database) as session:
-            result = session.run(definition.cypher, parameters)
-            return _serialize_graph(result.graph())
-
-    except graph_database.GraphDatabaseQueryException as exc:
-        logger.error(f"Query failed for Attack Paths query `{definition.id}`: {exc}")
-        raise APIException(
-            "Attack Paths query execution failed due to a database error"
-        )
-
-
-def _serialize_graph(graph):
-    nodes = []
-    for node in graph.nodes:
-        nodes.append(
-            {
-                "id": node.element_id,
-                "labels": list(node.labels),
-                "properties": _serialize_properties(node._properties),
-            },
-        )
-
-    relationships = []
-    for relationship in graph.relationships:
-        relationships.append(
-            {
-                "id": relationship.element_id,
-                "label": relationship.type,
-                "source": relationship.start_node.element_id,
-                "target": relationship.end_node.element_id,
-                "properties": _serialize_properties(relationship._properties),
-            },
-        )
-
-    return {
-        "nodes": nodes,
-        "relationships": relationships,
-    }
-
-
-def _serialize_properties(properties: dict[str, Any]) -> dict[str, Any]:
-    """Convert Neo4j property values into JSON-serializable primitives."""
-
-    def _serialize_value(value: Any) -> Any:
-        # Neo4j temporal and spatial values expose `to_native` returning Python primitives
-        if hasattr(value, "to_native") and callable(value.to_native):
-            return _serialize_value(value.to_native())
-
-        if isinstance(value, (list, tuple)):
-            return [_serialize_value(item) for item in value]
-
-        if isinstance(value, dict):
-            return {key: _serialize_value(val) for key, val in value.items()}
-
-        return value
-
-    return {key: _serialize_value(val) for key, val in properties.items()}
@@ -1,99 +1,15 @@
-from collections.abc import Iterable, Mapping
+from types import MappingProxyType

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

+PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE = {}
+PROWLER_CHECKS = {}
 AVAILABLE_COMPLIANCE_FRAMEWORKS = {}


-class LazyComplianceTemplate(Mapping):
-    """Lazy-load compliance templates per provider on first access."""
-
-    def __init__(self, provider_types: Iterable[str] | None = None) -> None:
-        if provider_types is None:
-            provider_types = Provider.ProviderChoices.values
-        self._provider_types = tuple(provider_types)
-        self._provider_types_set = set(self._provider_types)
-        self._cache: dict[str, dict] = {}
-
-    def _load_provider(self, provider_type: str) -> dict:
-        if provider_type not in self._provider_types_set:
-            raise KeyError(provider_type)
-        cached = self._cache.get(provider_type)
-        if cached is not None:
-            return cached
-        _ensure_provider_loaded(provider_type)
-        return self._cache[provider_type]
-
-    def __getitem__(self, key: str) -> dict:
-        return self._load_provider(key)
-
-    def __iter__(self):
-        return iter(self._provider_types)
-
-    def __len__(self) -> int:
-        return len(self._provider_types)
-
-    def __contains__(self, key: object) -> bool:
-        return key in self._provider_types_set
-
-    def get(self, key: str, default=None):
-        if key not in self._provider_types_set:
-            return default
-        return self._load_provider(key)
-
-    def __repr__(self) -> str:  # pragma: no cover - debugging helper
-        loaded = ", ".join(sorted(self._cache))
-        return f"{self.__class__.__name__}(loaded=[{loaded}])"
-
-
-class LazyChecksMapping(Mapping):
-    """Lazy-load checks mapping per provider on first access."""
-
-    def __init__(self, provider_types: Iterable[str] | None = None) -> None:
-        if provider_types is None:
-            provider_types = Provider.ProviderChoices.values
-        self._provider_types = tuple(provider_types)
-        self._provider_types_set = set(self._provider_types)
-        self._cache: dict[str, dict] = {}
-
-    def _load_provider(self, provider_type: str) -> dict:
-        if provider_type not in self._provider_types_set:
-            raise KeyError(provider_type)
-        cached = self._cache.get(provider_type)
-        if cached is not None:
-            return cached
-        _ensure_provider_loaded(provider_type)
-        return self._cache[provider_type]
-
-    def __getitem__(self, key: str) -> dict:
-        return self._load_provider(key)
-
-    def __iter__(self):
-        return iter(self._provider_types)
-
-    def __len__(self) -> int:
-        return len(self._provider_types)
-
-    def __contains__(self, key: object) -> bool:
-        return key in self._provider_types_set
-
-    def get(self, key: str, default=None):
-        if key not in self._provider_types_set:
-            return default
-        return self._load_provider(key)
-
-    def __repr__(self) -> str:  # pragma: no cover - debugging helper
-        loaded = ", ".join(sorted(self._cache))
-        return f"{self.__class__.__name__}(loaded=[{loaded}])"
-
-
-PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE = LazyComplianceTemplate()
-PROWLER_CHECKS = LazyChecksMapping()
-
-
 def get_compliance_frameworks(provider_type: Provider.ProviderChoices) -> list[str]:
    """
    Retrieve and cache the list of available compliance frameworks for a specific cloud provider.
@@ -154,35 +70,28 @@ def get_prowler_provider_compliance(provider_type: Provider.ProviderChoices) ->
    return Compliance.get_bulk(provider_type)


-def _load_provider_assets(provider_type: Provider.ProviderChoices) -> tuple[dict, dict]:
-    prowler_compliance = {provider_type: get_prowler_provider_compliance(provider_type)}
-    template = generate_compliance_overview_template(
-        prowler_compliance, provider_types=[provider_type]
-    )
-    checks = load_prowler_checks(prowler_compliance, provider_types=[provider_type])
-    return template.get(provider_type, {}), checks.get(provider_type, {})
+def load_prowler_compliance():
+    """
+    Load and initialize the Prowler compliance data and checks for all provider types.
+
+    This function retrieves compliance data for all supported provider types,
+    generates a compliance overview template, and populates the global variables
+    `PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE` and `PROWLER_CHECKS` with read-only mappings
+    of the compliance templates and checks, respectively.
+    """
+    global PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE
+    global PROWLER_CHECKS
+
+    prowler_compliance = {
+        provider_type: get_prowler_provider_compliance(provider_type)
+        for provider_type in Provider.ProviderChoices.values
+    }
+    template = generate_compliance_overview_template(prowler_compliance)
+    PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE = MappingProxyType(template)
+    PROWLER_CHECKS = MappingProxyType(load_prowler_checks(prowler_compliance))


-def _ensure_provider_loaded(provider_type: Provider.ProviderChoices) -> None:
-    if (
-        provider_type in PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE._cache
-        and provider_type in PROWLER_CHECKS._cache
-    ):
-        return
-    template_cached = PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE._cache.get(provider_type)
-    checks_cached = PROWLER_CHECKS._cache.get(provider_type)
-    if template_cached is not None and checks_cached is not None:
-        return
-    template, checks = _load_provider_assets(provider_type)
-    if template_cached is None:
-        PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE._cache[provider_type] = template
-    if checks_cached is None:
-        PROWLER_CHECKS._cache[provider_type] = checks
-
-
-def load_prowler_checks(
-    prowler_compliance, provider_types: Iterable[str] | None = None
-):
+def load_prowler_checks(prowler_compliance):
    """
    Generate a mapping of checks to the compliance frameworks that include them.

@@ -191,25 +100,21 @@ def load_prowler_checks(
    of compliance names that include that check.

    Args:
-        prowler_compliance (dict): The compliance data for provider types,
+        prowler_compliance (dict): The compliance data for all provider types,
            as returned by `get_prowler_provider_compliance`.
-        provider_types (Iterable[str] | None): Optional subset of provider types to
-            process. Defaults to all providers.

    Returns:
        dict: A nested dictionary where the first-level keys are provider types,
            and the values are dictionaries mapping check IDs to sets of compliance names.
    """
    checks = {}
-    if provider_types is None:
-        provider_types = Provider.ProviderChoices.values
-    for provider_type in provider_types:
+    for provider_type in Provider.ProviderChoices.values:
        checks[provider_type] = {
            check_id: set() for check_id in get_prowler_provider_checks(provider_type)
        }
-        for compliance_name, compliance_data in prowler_compliance.get(
-            provider_type, {}
-        ).items():
+        for compliance_name, compliance_data in prowler_compliance[
+            provider_type
+        ].items():
            for requirement in compliance_data.Requirements:
                for check in requirement.Checks:
                    try:
@@ -258,9 +163,7 @@ def generate_scan_compliance(
                    ] += 1


-def generate_compliance_overview_template(
-    prowler_compliance: dict, provider_types: Iterable[str] | None = None
-):
+def generate_compliance_overview_template(prowler_compliance: dict):
    """
    Generate a compliance overview template for all provider types.

@@ -270,21 +173,17 @@ def generate_compliance_overview_template(
    counts for requirements status.

    Args:
-        prowler_compliance (dict): The compliance data for provider types,
+        prowler_compliance (dict): The compliance data for all provider types,
            as returned by `get_prowler_provider_compliance`.
-        provider_types (Iterable[str] | None): Optional subset of provider types to
-            process. Defaults to all providers.

    Returns:
        dict: A nested dictionary representing the compliance overview template,
            structured by provider type and compliance framework.
    """
    template = {}
-    if provider_types is None:
-        provider_types = Provider.ProviderChoices.values
-    for provider_type in provider_types:
+    for provider_type in Provider.ProviderChoices.values:
        provider_compliance = template.setdefault(provider_type, {})
-        compliance_data_dict = prowler_compliance.get(provider_type, {})
+        compliance_data_dict = prowler_compliance[provider_type]

        for compliance_name, compliance_data in compliance_data_dict.items():
            compliance_requirements = {}
@@ -12,6 +12,7 @@ from django.contrib.auth.models import BaseUserManager
 from django.db import (
    DEFAULT_DB_ALIAS,
    OperationalError,
+    connection,
    connections,
    models,
    transaction,
@@ -449,7 +450,7 @@ def create_index_on_partitions(
            all_partitions=True
        )
    """
-    with schema_editor.connection.cursor() as cursor:
+    with connection.cursor() as cursor:
        cursor.execute(
            """
            SELECT inhrelid::regclass::text
@@ -461,7 +462,6 @@ def create_index_on_partitions(
        partitions = [row[0] for row in cursor.fetchall()]

    where_sql = f" WHERE {where}" if where else ""
-    conn = schema_editor.connection
    for partition in partitions:
        if _should_create_index_on_partition(partition, all_partitions):
            idx_name = f"{partition.replace('.', '_')}_{index_name}"
@@ -470,12 +470,7 @@ def create_index_on_partitions(
                f"ON {partition} USING {method} ({columns})"
                f"{where_sql};"
            )
-            old_autocommit = conn.connection.autocommit
-            conn.connection.autocommit = True
-            try:
-                schema_editor.execute(sql)
-            finally:
-                conn.connection.autocommit = old_autocommit
+            schema_editor.execute(sql)


 def drop_index_on_partitions(
@@ -491,8 +486,7 @@ def drop_index_on_partitions(
        parent_table: The name of the root table (e.g. "findings").
        index_name: The same short name used when creating them.
    """
-    conn = schema_editor.connection
-    with conn.cursor() as cursor:
+    with connection.cursor() as cursor:
        cursor.execute(
            """
            SELECT inhrelid::regclass::text
@@ -506,12 +500,7 @@ def drop_index_on_partitions(
    for partition in partitions:
        idx_name = f"{partition.replace('.', '_')}_{index_name}"
        sql = f"DROP INDEX CONCURRENTLY IF EXISTS {idx_name};"
-        old_autocommit = conn.connection.autocommit
-        conn.connection.autocommit = True
-        try:
-            schema_editor.execute(sql)
-        finally:
-            conn.connection.autocommit = old_autocommit
+        schema_editor.execute(sql)


 def generate_api_key_prefix():
@@ -107,105 +107,3 @@ class ConflictException(APIException):
            error_detail["source"] = {"pointer": pointer}

        super().__init__(detail=[error_detail])
-
-
-# Upstream Provider Errors (for external API calls like CloudTrail)
-# These indicate issues with the provider, not with the user's API authentication
-
-
-class UpstreamAuthenticationError(APIException):
-    """Provider credentials are invalid or expired (502 Bad Gateway).
-
-    Used when AWS/Azure/GCP credentials fail to authenticate with the upstream
-    provider. This is NOT the user's API authentication failing.
-    """
-
-    status_code = status.HTTP_502_BAD_GATEWAY
-    default_detail = (
-        "Provider credentials are invalid or expired. Please reconnect the provider."
-    )
-    default_code = "upstream_auth_failed"
-
-    def __init__(self, detail=None):
-        super().__init__(
-            detail=[
-                {
-                    "detail": detail or self.default_detail,
-                    "status": str(self.status_code),
-                    "code": self.default_code,
-                }
-            ]
-        )
-
-
-class UpstreamAccessDeniedError(APIException):
-    """Provider credentials lack required permissions (502 Bad Gateway).
-
-    Used when credentials are valid but don't have the IAM permissions
-    needed for the requested operation (e.g., cloudtrail:LookupEvents).
-    This is 502 (not 403) because it's an upstream/gateway error - the USER
-    authenticated fine, but the PROVIDER's credentials are misconfigured.
-    """
-
-    status_code = status.HTTP_502_BAD_GATEWAY
-    default_detail = (
-        "Access denied. The provider credentials do not have the required permissions."
-    )
-    default_code = "upstream_access_denied"
-
-    def __init__(self, detail=None):
-        super().__init__(
-            detail=[
-                {
-                    "detail": detail or self.default_detail,
-                    "status": str(self.status_code),
-                    "code": self.default_code,
-                }
-            ]
-        )
-
-
-class UpstreamServiceUnavailableError(APIException):
-    """Provider service is unavailable (503 Service Unavailable).
-
-    Used when the upstream provider API returns an error or is unreachable.
-    """
-
-    status_code = status.HTTP_503_SERVICE_UNAVAILABLE
-    default_detail = "Unable to communicate with the provider. Please try again later."
-    default_code = "service_unavailable"
-
-    def __init__(self, detail=None):
-        super().__init__(
-            detail=[
-                {
-                    "detail": detail or self.default_detail,
-                    "status": str(self.status_code),
-                    "code": self.default_code,
-                }
-            ]
-        )
-
-
-class UpstreamInternalError(APIException):
-    """Unexpected error communicating with provider (500 Internal Server Error).
-
-    Used as a catch-all for unexpected errors during provider communication.
-    """
-
-    status_code = status.HTTP_500_INTERNAL_SERVER_ERROR
-    default_detail = (
-        "An unexpected error occurred while communicating with the provider."
-    )
-    default_code = "internal_error"
-
-    def __init__(self, detail=None):
-        super().__init__(
-            detail=[
-                {
-                    "detail": detail or self.default_detail,
-                    "status": str(self.status_code),
-                    "code": self.default_code,
-                }
-            ]
-        )
@@ -29,7 +29,6 @@ from api.models import (
    Finding,
    Integration,
    Invitation,
-    AttackPathsScan,
    LighthouseProviderConfiguration,
    LighthouseProviderModels,
    Membership,
@@ -38,7 +37,6 @@ from api.models import (
    PermissionChoices,
    Processor,
    Provider,
-    ProviderComplianceScore,
    ProviderGroup,
    ProviderSecret,
    Resource,
@@ -46,7 +44,6 @@ from api.models import (
    Role,
    Scan,
    ScanCategorySummary,
-    ScanGroupSummary,
    ScanSummary,
    SeverityChoices,
    StateChoices,
@@ -95,62 +92,10 @@ class ChoiceInFilter(BaseInFilter, ChoiceFilter):
    pass


-class BaseProviderFilter(FilterSet):
-    """
-    Abstract base filter for models with direct FK to Provider.
-
-    Provides standard provider_id and provider_type filters.
-    Subclasses must define Meta.model.
-    """
-
-    provider_id = UUIDFilter(field_name="provider__id", lookup_expr="exact")
-    provider_id__in = UUIDInFilter(field_name="provider__id", lookup_expr="in")
-    provider_type = ChoiceFilter(
-        field_name="provider__provider", choices=Provider.ProviderChoices.choices
-    )
-    provider_type__in = ChoiceInFilter(
-        field_name="provider__provider",
-        choices=Provider.ProviderChoices.choices,
-        lookup_expr="in",
-    )
-
-    class Meta:
-        abstract = True
-        fields = {}
-
-
-class BaseScanProviderFilter(FilterSet):
-    """
-    Abstract base filter for models with FK to Scan (and Scan has FK to Provider).
-
-    Provides standard provider_id and provider_type filters via scan relationship.
-    Subclasses must define Meta.model.
-    """
-
-    provider_id = UUIDFilter(field_name="scan__provider__id", lookup_expr="exact")
-    provider_id__in = UUIDInFilter(field_name="scan__provider__id", lookup_expr="in")
-    provider_type = ChoiceFilter(
-        field_name="scan__provider__provider", choices=Provider.ProviderChoices.choices
-    )
-    provider_type__in = ChoiceInFilter(
-        field_name="scan__provider__provider",
-        choices=Provider.ProviderChoices.choices,
-        lookup_expr="in",
-    )
-
-    class Meta:
-        abstract = True
-        fields = {}
-
-
 class CommonFindingFilters(FilterSet):
    # We filter providers from the scan in findings
-    # Both 'provider' and 'provider_id' parameters are supported for API consistency
-    # Frontend uses 'provider_id' uniformly across all endpoints
    provider = UUIDFilter(field_name="scan__provider__id", lookup_expr="exact")
    provider__in = UUIDInFilter(field_name="scan__provider__id", lookup_expr="in")
-    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(
        choices=Provider.ProviderChoices.choices, field_name="scan__provider__provider"
    )
@@ -216,9 +161,6 @@ class CommonFindingFilters(FilterSet):
    category = CharFilter(method="filter_category")
    category__in = CharInFilter(field_name="categories", lookup_expr="overlap")

-    resource_groups = CharFilter(field_name="resource_groups", lookup_expr="exact")
-    resource_groups__in = CharInFilter(field_name="resource_groups", lookup_expr="in")
-
    # Temporarily disabled until we implement tag filtering in the UI
    # resource_tag_key = CharFilter(field_name="resources__tags__key")
    # resource_tag_key__in = CharInFilter(
@@ -397,23 +339,6 @@ class ScanFilter(ProviderRelationshipFilterSet):
        }


-class AttackPathsScanFilter(ProviderRelationshipFilterSet):
-    inserted_at = DateFilter(field_name="inserted_at", lookup_expr="date")
-    completed_at = DateFilter(field_name="completed_at", lookup_expr="date")
-    started_at = DateFilter(field_name="started_at", lookup_expr="date")
-    state = ChoiceFilter(choices=StateChoices.choices)
-    state__in = ChoiceInFilter(
-        field_name="state", choices=StateChoices.choices, lookup_expr="in"
-    )
-
-    class Meta:
-        model = AttackPathsScan
-        fields = {
-            "provider": ["exact", "in"],
-            "scan": ["exact", "in"],
-        }
-
-
 class TaskFilter(FilterSet):
    name = CharFilter(field_name="task_runner_task__task_name", lookup_expr="exact")
    name__icontains = CharFilter(
@@ -453,8 +378,6 @@ class ResourceTagFilter(FilterSet):


 class ResourceFilter(ProviderRelationshipFilterSet):
-    provider_id = UUIDFilter(field_name="provider__id", lookup_expr="exact")
-    provider_id__in = UUIDInFilter(field_name="provider__id", lookup_expr="in")
    tag_key = CharFilter(method="filter_tag_key")
    tag_value = CharFilter(method="filter_tag_value")
    tag = CharFilter(method="filter_tag")
@@ -463,8 +386,6 @@ class ResourceFilter(ProviderRelationshipFilterSet):
    updated_at = DateFilter(field_name="updated_at", lookup_expr="date")
    scan = UUIDFilter(field_name="provider__scan", lookup_expr="exact")
    scan__in = UUIDInFilter(field_name="provider__scan", lookup_expr="in")
-    groups = CharFilter(method="filter_groups")
-    groups__in = CharInFilter(field_name="groups", lookup_expr="overlap")

    class Meta:
        model = Resource
@@ -479,9 +400,6 @@ class ResourceFilter(ProviderRelationshipFilterSet):
            "updated_at": ["gte", "lte"],
        }

-    def filter_groups(self, queryset, name, value):
-        return queryset.filter(groups__contains=[value])
-
    def filter_queryset(self, queryset):
        if not (self.data.get("scan") or self.data.get("scan__in")) and not (
            self.data.get("updated_at")
@@ -542,14 +460,10 @@ class ResourceFilter(ProviderRelationshipFilterSet):


 class LatestResourceFilter(ProviderRelationshipFilterSet):
-    provider_id = UUIDFilter(field_name="provider__id", lookup_expr="exact")
-    provider_id__in = UUIDInFilter(field_name="provider__id", lookup_expr="in")
    tag_key = CharFilter(method="filter_tag_key")
    tag_value = CharFilter(method="filter_tag_value")
    tag = CharFilter(method="filter_tag")
    tags = CharFilter(method="filter_tag")
-    groups = CharFilter(method="filter_groups")
-    groups__in = CharInFilter(field_name="groups", lookup_expr="overlap")

    class Meta:
        model = Resource
@@ -562,9 +476,6 @@ class LatestResourceFilter(ProviderRelationshipFilterSet):
            "type": ["exact", "icontains", "in"],
        }

-    def filter_groups(self, queryset, name, value):
-        return queryset.filter(groups__contains=[value])
-
    def filter_tag_key(self, queryset, name, value):
        return queryset.filter(Q(tags__key=value) | Q(tags__key__icontains=value))

@@ -1046,6 +957,26 @@ class ProcessorFilter(FilterSet):
    )


+class IntegrationGitHubFindingsFilter(FilterSet):
+    # To be expanded as needed
+    finding_id = UUIDFilter(field_name="id", lookup_expr="exact")
+    finding_id__in = UUIDInFilter(field_name="id", lookup_expr="in")
+
+    class Meta:
+        model = Finding
+        fields = {}
+
+    def filter_queryset(self, queryset):
+        # Validate that there is at least one filter provided
+        if not self.data:
+            raise ValidationError(
+                {
+                    "findings": "No finding filters provided. At least one filter is required."
+                }
+            )
+        return super().filter_queryset(queryset)
+
+
 class IntegrationJiraFindingsFilter(FilterSet):
    # To be expanded as needed
    finding_id = UUIDFilter(field_name="id", lookup_expr="exact")
@@ -1175,25 +1106,9 @@ class ThreatScoreSnapshotFilter(FilterSet):
        }


-class AttackSurfaceOverviewFilter(BaseScanProviderFilter):
+class AttackSurfaceOverviewFilter(FilterSet):
    """Filter for attack surface overview aggregations by provider."""

-    class Meta(BaseScanProviderFilter.Meta):
-        model = AttackSurfaceOverview
-
-
-class CategoryOverviewFilter(BaseScanProviderFilter):
-    """Filter for category overview aggregations by provider."""
-
-    category = CharFilter(field_name="category", lookup_expr="exact")
-    category__in = CharInFilter(field_name="category", lookup_expr="in")
-
-    class Meta(BaseScanProviderFilter.Meta):
-        model = ScanCategorySummary
-        fields = {}
-
-
-class ResourceGroupOverviewFilter(FilterSet):
    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(
@@ -1204,16 +1119,26 @@ class ResourceGroupOverviewFilter(FilterSet):
        choices=Provider.ProviderChoices.choices,
        lookup_expr="in",
    )
-    resource_group = CharFilter(field_name="resource_group", lookup_expr="exact")
-    resource_group__in = CharInFilter(field_name="resource_group", lookup_expr="in")

    class Meta:
-        model = ScanGroupSummary
+        model = AttackSurfaceOverview
        fields = {}


-class ComplianceWatchlistFilter(BaseProviderFilter):
-    """Filter for compliance watchlist overview by provider."""
+class CategoryOverviewFilter(FilterSet):
+    provider_id = UUIDFilter(field_name="scan__provider__id", lookup_expr="exact")
+    provider_id__in = UUIDInFilter(field_name="scan__provider__id", lookup_expr="in")
+    provider_type = ChoiceFilter(
+        field_name="scan__provider__provider", choices=Provider.ProviderChoices.choices
+    )
+    provider_type__in = ChoiceInFilter(
+        field_name="scan__provider__provider",
+        choices=Provider.ProviderChoices.choices,
+        lookup_expr="in",
+    )
+    category = CharFilter(field_name="category", lookup_expr="exact")
+    category__in = CharInFilter(field_name="category", lookup_expr="in")

-    class Meta(BaseProviderFilter.Meta):
-        model = ProviderComplianceScore
+    class Meta:
+        model = ScanCategorySummary
+        fields = {}
@@ -1,41 +0,0 @@
-[
-  {
-    "model": "api.attackpathsscan",
-    "pk": "a7f0f6de-6f8e-4b3a-8cbe-3f6dd9012345",
-    "fields": {
-      "tenant": "12646005-9067-4d2a-a098-8bb378604362",
-      "provider": "b85601a8-4b45-4194-8135-03fb980ef428",
-      "scan": "01920573-aa9c-73c9-bcda-f2e35c9b19d2",
-      "state": "completed",
-      "progress": 100,
-      "update_tag": 1693586667,
-      "graph_database": "db-a7f0f6de-6f8e-4b3a-8cbe-3f6dd9012345",
-      "is_graph_database_deleted": false,
-      "task": null,
-      "inserted_at": "2024-09-01T17:24:37Z",
-      "updated_at": "2024-09-01T17:44:37Z",
-      "started_at": "2024-09-01T17:34:37Z",
-      "completed_at": "2024-09-01T17:44:37Z",
-      "duration": 269,
-      "ingestion_exceptions": {}
-    }
-  },
-  {
-    "model": "api.attackpathsscan",
-    "pk": "4a2fb2af-8a60-4d7d-9cae-4ca65e098765",
-    "fields": {
-      "tenant": "12646005-9067-4d2a-a098-8bb378604362",
-      "provider": "15fce1fa-ecaa-433f-a9dc-62553f3a2555",
-      "scan": "01929f3b-ed2e-7623-ad63-7c37cd37828f",
-      "state": "executing",
-      "progress": 48,
-      "update_tag": 1697625000,
-      "graph_database": "db-4a2fb2af-8a60-4d7d-9cae-4ca65e098765",
-      "is_graph_database_deleted": false,
-      "task": null,
-      "inserted_at": "2024-10-18T10:55:57Z",
-      "updated_at": "2024-10-18T10:56:15Z",
-      "started_at": "2024-10-18T10:56:05Z"
-    }
-  }
-]
@@ -1,94 +0,0 @@
-import uuid
-
-import django.db.models.deletion
-from django.db import migrations, models
-
-import api.db_utils
-import api.rls
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0065_alibabacloud_provider"),
-    ]
-
-    operations = [
-        migrations.CreateModel(
-            name="ProviderComplianceScore",
-            fields=[
-                (
-                    "id",
-                    models.UUIDField(
-                        default=uuid.uuid4,
-                        editable=False,
-                        primary_key=True,
-                        serialize=False,
-                    ),
-                ),
-                ("compliance_id", models.TextField()),
-                ("requirement_id", models.TextField()),
-                (
-                    "requirement_status",
-                    api.db_utils.StatusEnumField(
-                        choices=[
-                            ("FAIL", "Fail"),
-                            ("PASS", "Pass"),
-                            ("MANUAL", "Manual"),
-                        ]
-                    ),
-                ),
-                ("scan_completed_at", models.DateTimeField()),
-                (
-                    "provider",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        related_name="compliance_scores",
-                        related_query_name="compliance_score",
-                        to="api.provider",
-                    ),
-                ),
-                (
-                    "scan",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        related_name="compliance_scores",
-                        related_query_name="compliance_score",
-                        to="api.scan",
-                    ),
-                ),
-                (
-                    "tenant",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        to="api.tenant",
-                    ),
-                ),
-            ],
-            options={
-                "db_table": "provider_compliance_scores",
-                "abstract": False,
-            },
-        ),
-        migrations.AddConstraint(
-            model_name="providercompliancescore",
-            constraint=models.UniqueConstraint(
-                fields=("tenant_id", "provider_id", "compliance_id", "requirement_id"),
-                name="unique_provider_compliance_req",
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="providercompliancescore",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                "tenant_id",
-                name="rls_on_providercompliancescore",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-        migrations.AddIndex(
-            model_name="providercompliancescore",
-            index=models.Index(
-                fields=["tenant_id", "provider_id", "compliance_id"],
-                name="pcs_tenant_prov_comp_idx",
-            ),
-        ),
-    ]
@@ -1,61 +0,0 @@
-import uuid
-
-import django.db.models.deletion
-from django.db import migrations, models
-
-import api.rls
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0066_provider_compliance_score"),
-    ]
-
-    operations = [
-        migrations.CreateModel(
-            name="TenantComplianceSummary",
-            fields=[
-                (
-                    "id",
-                    models.UUIDField(
-                        default=uuid.uuid4,
-                        editable=False,
-                        primary_key=True,
-                        serialize=False,
-                    ),
-                ),
-                ("compliance_id", models.TextField()),
-                ("requirements_passed", models.IntegerField(default=0)),
-                ("requirements_failed", models.IntegerField(default=0)),
-                ("requirements_manual", models.IntegerField(default=0)),
-                ("total_requirements", models.IntegerField(default=0)),
-                ("updated_at", models.DateTimeField(auto_now=True)),
-                (
-                    "tenant",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        to="api.tenant",
-                    ),
-                ),
-            ],
-            options={
-                "db_table": "tenant_compliance_summaries",
-                "abstract": False,
-            },
-        ),
-        migrations.AddConstraint(
-            model_name="tenantcompliancesummary",
-            constraint=models.UniqueConstraint(
-                fields=("tenant_id", "compliance_id"),
-                name="unique_tenant_compliance_summary",
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="tenantcompliancesummary",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                "tenant_id",
-                name="rls_on_tenantcompliancesummary",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-    ]
@@ -1,126 +0,0 @@
-import uuid
-
-import django.db.models.deletion
-from django.db import migrations, models
-
-import api.db_utils
-import api.rls
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0067_tenant_compliance_summary"),
-    ]
-
-    operations = [
-        migrations.AddField(
-            model_name="finding",
-            name="resource_groups",
-            field=models.TextField(
-                blank=True,
-                help_text="Resource group from check metadata for efficient filtering",
-                null=True,
-            ),
-        ),
-        migrations.CreateModel(
-            name="ScanGroupSummary",
-            fields=[
-                (
-                    "id",
-                    models.UUIDField(
-                        default=uuid.uuid4,
-                        editable=False,
-                        primary_key=True,
-                        serialize=False,
-                    ),
-                ),
-                (
-                    "tenant",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        to="api.tenant",
-                    ),
-                ),
-                (
-                    "inserted_at",
-                    models.DateTimeField(auto_now_add=True),
-                ),
-                (
-                    "scan",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        related_name="resource_group_summaries",
-                        related_query_name="resource_group_summary",
-                        to="api.scan",
-                    ),
-                ),
-                (
-                    "resource_group",
-                    models.CharField(max_length=50),
-                ),
-                (
-                    "severity",
-                    api.db_utils.SeverityEnumField(
-                        choices=[
-                            ("critical", "Critical"),
-                            ("high", "High"),
-                            ("medium", "Medium"),
-                            ("low", "Low"),
-                            ("informational", "Informational"),
-                        ],
-                    ),
-                ),
-                (
-                    "total_findings",
-                    models.IntegerField(
-                        default=0, help_text="Non-muted findings (PASS + FAIL)"
-                    ),
-                ),
-                (
-                    "failed_findings",
-                    models.IntegerField(
-                        default=0,
-                        help_text="Non-muted FAIL findings (subset of total_findings)",
-                    ),
-                ),
-                (
-                    "new_failed_findings",
-                    models.IntegerField(
-                        default=0,
-                        help_text="Non-muted FAIL with delta='new' (subset of failed_findings)",
-                    ),
-                ),
-                (
-                    "resources_count",
-                    models.IntegerField(
-                        default=0, help_text="Count of distinct resource_uid values"
-                    ),
-                ),
-            ],
-            options={
-                "db_table": "scan_resource_group_summaries",
-                "abstract": False,
-            },
-        ),
-        migrations.AddIndex(
-            model_name="scangroupsummary",
-            index=models.Index(
-                fields=["tenant_id", "scan"], name="srgs_tenant_scan_idx"
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="scangroupsummary",
-            constraint=models.UniqueConstraint(
-                fields=("tenant_id", "scan_id", "resource_group", "severity"),
-                name="unique_resource_group_severity_per_scan",
-            ),
-        ),
-        migrations.AddConstraint(
-            model_name="scangroupsummary",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_scangroupsummary",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-    ]
@@ -1,21 +0,0 @@
-from django.contrib.postgres.fields import ArrayField
-from django.db import migrations, models
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0068_finding_resource_group_scangroupsummary"),
-    ]
-
-    operations = [
-        migrations.AddField(
-            model_name="resource",
-            name="groups",
-            field=ArrayField(
-                models.CharField(max_length=100),
-                blank=True,
-                help_text="Groups for categorization (e.g., compute, storage, IAM)",
-                null=True,
-            ),
-        ),
-    ]
@@ -1,154 +0,0 @@
-# Generated by Django 5.1.13 on 2025-11-06 16:20
-
-import django.db.models.deletion
-
-from django.db import migrations, models
-from uuid6 import uuid7
-
-import api.rls
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0069_resource_resource_group"),
-    ]
-
-    operations = [
-        migrations.CreateModel(
-            name="AttackPathsScan",
-            fields=[
-                (
-                    "id",
-                    models.UUIDField(
-                        default=uuid7,
-                        editable=False,
-                        primary_key=True,
-                        serialize=False,
-                    ),
-                ),
-                ("inserted_at", models.DateTimeField(auto_now_add=True)),
-                ("updated_at", models.DateTimeField(auto_now=True)),
-                (
-                    "state",
-                    api.db_utils.StateEnumField(
-                        choices=[
-                            ("available", "Available"),
-                            ("scheduled", "Scheduled"),
-                            ("executing", "Executing"),
-                            ("completed", "Completed"),
-                            ("failed", "Failed"),
-                            ("cancelled", "Cancelled"),
-                        ],
-                        default="available",
-                    ),
-                ),
-                ("progress", models.IntegerField(default=0)),
-                ("started_at", models.DateTimeField(blank=True, null=True)),
-                ("completed_at", models.DateTimeField(blank=True, null=True)),
-                (
-                    "duration",
-                    models.IntegerField(
-                        blank=True, help_text="Duration in seconds", null=True
-                    ),
-                ),
-                (
-                    "update_tag",
-                    models.BigIntegerField(
-                        blank=True,
-                        help_text="Cartography update tag (epoch)",
-                        null=True,
-                    ),
-                ),
-                (
-                    "graph_database",
-                    models.CharField(blank=True, max_length=63, null=True),
-                ),
-                (
-                    "is_graph_database_deleted",
-                    models.BooleanField(default=False),
-                ),
-                (
-                    "ingestion_exceptions",
-                    models.JSONField(blank=True, default=dict, null=True),
-                ),
-                (
-                    "provider",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE,
-                        related_name="attack_paths_scans",
-                        related_query_name="attack_paths_scan",
-                        to="api.provider",
-                    ),
-                ),
-                (
-                    "scan",
-                    models.ForeignKey(
-                        blank=True,
-                        null=True,
-                        on_delete=django.db.models.deletion.SET_NULL,
-                        related_name="attack_paths_scans",
-                        related_query_name="attack_paths_scan",
-                        to="api.scan",
-                    ),
-                ),
-                (
-                    "task",
-                    models.ForeignKey(
-                        blank=True,
-                        null=True,
-                        on_delete=django.db.models.deletion.SET_NULL,
-                        related_name="attack_paths_scans",
-                        related_query_name="attack_paths_scan",
-                        to="api.task",
-                    ),
-                ),
-                (
-                    "tenant",
-                    models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, to="api.tenant"
-                    ),
-                ),
-            ],
-            options={
-                "db_table": "attack_paths_scans",
-                "abstract": False,
-                "indexes": [
-                    models.Index(
-                        fields=["tenant_id", "provider_id", "-inserted_at"],
-                        name="aps_prov_ins_desc_idx",
-                    ),
-                    models.Index(
-                        fields=["tenant_id", "state", "-inserted_at"],
-                        name="aps_state_ins_desc_idx",
-                    ),
-                    models.Index(
-                        fields=["tenant_id", "scan_id"],
-                        name="aps_scan_lookup_idx",
-                    ),
-                    models.Index(
-                        fields=["tenant_id", "provider_id"],
-                        name="aps_active_graph_idx",
-                        include=["graph_database", "id"],
-                        condition=models.Q(("is_graph_database_deleted", False)),
-                    ),
-                    models.Index(
-                        fields=["tenant_id", "provider_id", "-completed_at"],
-                        name="aps_completed_graph_idx",
-                        include=["graph_database", "id"],
-                        condition=models.Q(
-                            ("state", "completed"),
-                            ("is_graph_database_deleted", False),
-                        ),
-                    ),
-                ],
-            },
-        ),
-        migrations.AddConstraint(
-            model_name="attackpathsscan",
-            constraint=api.rls.RowLevelSecurityConstraint(
-                "tenant_id",
-                name="rls_on_attackpathsscan",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ),
-    ]
@@ -1,41 +0,0 @@
-from django.db import migrations
-
-
-class Migration(migrations.Migration):
-    """
-    Drop unused indexes on partitioned tables (findings, resource_finding_mappings).
-
-    NOTE: RemoveIndexConcurrently cannot be used on partitioned tables in PostgreSQL.
-    Standard RemoveIndex drops the parent index, which cascades to all partitions.
-    """
-
-    dependencies = [
-        ("api", "0070_attack_paths_scan"),
-    ]
-
-    operations = [
-        migrations.RemoveIndex(
-            model_name="finding",
-            name="gin_findings_search_idx",
-        ),
-        migrations.RemoveIndex(
-            model_name="finding",
-            name="gin_find_service_idx",
-        ),
-        migrations.RemoveIndex(
-            model_name="finding",
-            name="gin_find_region_idx",
-        ),
-        migrations.RemoveIndex(
-            model_name="finding",
-            name="gin_find_rtype_idx",
-        ),
-        migrations.RemoveIndex(
-            model_name="finding",
-            name="find_delta_new_idx",
-        ),
-        migrations.RemoveIndex(
-            model_name="resourcefindingmapping",
-            name="rfm_tenant_finding_idx",
-        ),
-    ]
@@ -1,91 +0,0 @@
-"""
-Drop unused indexes on non-partitioned tables.
-
-These tables are not partitioned, so RemoveIndexConcurrently can be used safely.
-"""
-
-from uuid import uuid4
-
-from django.contrib.postgres.operations import RemoveIndexConcurrently
-from django.db import migrations, models
-
-
-def drop_resource_scan_summary_resource_id_index(apps, schema_editor):
-    with schema_editor.connection.cursor() as cursor:
-        cursor.execute(
-            """
-            SELECT idx_ns.nspname, idx.relname
-            FROM pg_class tbl
-            JOIN pg_namespace tbl_ns ON tbl_ns.oid = tbl.relnamespace
-            JOIN pg_index i ON i.indrelid = tbl.oid
-            JOIN pg_class idx ON idx.oid = i.indexrelid
-            JOIN pg_namespace idx_ns ON idx_ns.oid = idx.relnamespace
-            JOIN pg_attribute a
-                ON a.attrelid = tbl.oid
-                AND a.attnum = (i.indkey::int[])[0]
-            WHERE tbl_ns.nspname = ANY (current_schemas(false))
-              AND tbl.relname = %s
-              AND i.indnatts = 1
-              AND a.attname = %s
-            """,
-            ["resource_scan_summaries", "resource_id"],
-        )
-        row = cursor.fetchone()
-
-    if not row:
-        return
-
-    schema_name, index_name = row
-    quote_name = schema_editor.connection.ops.quote_name
-    qualified_name = f"{quote_name(schema_name)}.{quote_name(index_name)}"
-    schema_editor.execute(f"DROP INDEX CONCURRENTLY IF EXISTS {qualified_name};")
-
-
-class Migration(migrations.Migration):
-    atomic = False
-
-    dependencies = [
-        ("api", "0071_drop_partitioned_indexes"),
-    ]
-
-    operations = [
-        RemoveIndexConcurrently(
-            model_name="resource",
-            name="gin_resources_search_idx",
-        ),
-        RemoveIndexConcurrently(
-            model_name="resourcetag",
-            name="gin_resource_tags_search_idx",
-        ),
-        RemoveIndexConcurrently(
-            model_name="scansummary",
-            name="ss_tenant_scan_service_idx",
-        ),
-        RemoveIndexConcurrently(
-            model_name="complianceoverview",
-            name="comp_ov_cp_id_idx",
-        ),
-        RemoveIndexConcurrently(
-            model_name="complianceoverview",
-            name="comp_ov_req_fail_idx",
-        ),
-        RemoveIndexConcurrently(
-            model_name="complianceoverview",
-            name="comp_ov_cp_id_req_fail_idx",
-        ),
-        migrations.SeparateDatabaseAndState(
-            database_operations=[
-                migrations.RunPython(
-                    drop_resource_scan_summary_resource_id_index,
-                    reverse_code=migrations.RunPython.noop,
-                ),
-            ],
-            state_operations=[
-                migrations.AlterField(
-                    model_name="resourcescansummary",
-                    name="resource_id",
-                    field=models.UUIDField(default=uuid4),
-                ),
-            ],
-        ),
-    ]
@@ -1,31 +0,0 @@
-from functools import partial
-
-from django.db import migrations
-
-from api.db_utils import create_index_on_partitions, drop_index_on_partitions
-
-
-class Migration(migrations.Migration):
-    atomic = False
-
-    dependencies = [
-        ("api", "0072_drop_unused_indexes"),
-    ]
-
-    operations = [
-        migrations.RunPython(
-            partial(
-                create_index_on_partitions,
-                parent_table="findings",
-                index_name="find_tenant_scan_fail_new_idx",
-                columns="tenant_id, scan_id",
-                where="status = 'FAIL' AND delta = 'new'",
-                all_partitions=True,
-            ),
-            reverse_code=partial(
-                drop_index_on_partitions,
-                parent_table="findings",
-                index_name="find_tenant_scan_fail_new_idx",
-            ),
-        )
-    ]
@@ -1,54 +0,0 @@
-from django.db import migrations, models
-
-INDEX_NAME = "find_tenant_scan_fail_new_idx"
-PARENT_TABLE = "findings"
-
-
-def create_parent_and_attach(apps, schema_editor):
-    with schema_editor.connection.cursor() as cursor:
-        cursor.execute(
-            f"CREATE INDEX {INDEX_NAME} ON ONLY {PARENT_TABLE} "
-            f"USING btree (tenant_id, scan_id) "
-            f"WHERE status = 'FAIL' AND delta = 'new'"
-        )
-        cursor.execute(
-            "SELECT inhrelid::regclass::text "
-            "FROM pg_inherits "
-            "WHERE inhparent = %s::regclass",
-            [PARENT_TABLE],
-        )
-        for (partition,) in cursor.fetchall():
-            child_idx = f"{partition.replace('.', '_')}_{INDEX_NAME}"
-            cursor.execute(f"ALTER INDEX {INDEX_NAME} ATTACH PARTITION {child_idx}")
-
-
-def drop_parent_index(apps, schema_editor):
-    with schema_editor.connection.cursor() as cursor:
-        cursor.execute(f"DROP INDEX IF EXISTS {INDEX_NAME}")
-
-
-class Migration(migrations.Migration):
-    dependencies = [
-        ("api", "0073_findings_fail_new_index_partitions"),
-    ]
-
-    operations = [
-        migrations.SeparateDatabaseAndState(
-            state_operations=[
-                migrations.AddIndex(
-                    model_name="finding",
-                    index=models.Index(
-                        condition=models.Q(status="FAIL", delta="new"),
-                        fields=["tenant_id", "scan_id"],
-                        name=INDEX_NAME,
-                    ),
-                ),
-            ],
-            database_operations=[
-                migrations.RunPython(
-                    create_parent_and_attach,
-                    reverse_code=drop_parent_index,
-                ),
-            ],
-        ),
-    ]
@@ -12,6 +12,7 @@ from cryptography.fernet import Fernet, InvalidToken
 from django.conf import settings
 from django.contrib.auth.models import AbstractBaseUser
 from django.contrib.postgres.fields import ArrayField
+from django.contrib.postgres.indexes import GinIndex
 from django.contrib.postgres.search import SearchVector, SearchVectorField
 from django.contrib.sites.models import Site
 from django.core.exceptions import ValidationError
@@ -625,101 +626,6 @@ class Scan(RowLevelSecurityProtectedModel):
        resource_name = "scans"


-class AttackPathsScan(RowLevelSecurityProtectedModel):
-    objects = ActiveProviderManager()
-    all_objects = models.Manager()
-
-    id = models.UUIDField(primary_key=True, default=uuid7, editable=False)
-    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
-    updated_at = models.DateTimeField(auto_now=True, editable=False)
-
-    state = StateEnumField(choices=StateChoices.choices, default=StateChoices.AVAILABLE)
-    progress = models.IntegerField(default=0)
-
-    # Timing
-    started_at = models.DateTimeField(null=True, blank=True)
-    completed_at = models.DateTimeField(null=True, blank=True)
-    duration = models.IntegerField(
-        null=True, blank=True, help_text="Duration in seconds"
-    )
-
-    # Relationship to the provider and optional prowler Scan and celery Task
-    provider = models.ForeignKey(
-        "Provider",
-        on_delete=models.CASCADE,
-        related_name="attack_paths_scans",
-        related_query_name="attack_paths_scan",
-    )
-    scan = models.ForeignKey(
-        "Scan",
-        on_delete=models.SET_NULL,
-        null=True,
-        blank=True,
-        related_name="attack_paths_scans",
-        related_query_name="attack_paths_scan",
-    )
-    task = models.ForeignKey(
-        "Task",
-        on_delete=models.SET_NULL,
-        null=True,
-        blank=True,
-        related_name="attack_paths_scans",
-        related_query_name="attack_paths_scan",
-    )
-
-    # Cartography specific metadata
-    update_tag = models.BigIntegerField(
-        null=True, blank=True, help_text="Cartography update tag (epoch)"
-    )
-    graph_database = models.CharField(max_length=63, null=True, blank=True)
-    is_graph_database_deleted = models.BooleanField(default=False)
-    ingestion_exceptions = models.JSONField(default=dict, null=True, blank=True)
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "attack_paths_scans"
-
-        constraints = [
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ]
-
-        indexes = [
-            models.Index(
-                fields=["tenant_id", "provider_id", "-inserted_at"],
-                name="aps_prov_ins_desc_idx",
-            ),
-            models.Index(
-                fields=["tenant_id", "state", "-inserted_at"],
-                name="aps_state_ins_desc_idx",
-            ),
-            models.Index(
-                fields=["tenant_id", "scan_id"],
-                name="aps_scan_lookup_idx",
-            ),
-            models.Index(
-                fields=["tenant_id", "provider_id"],
-                name="aps_active_graph_idx",
-                include=["graph_database", "id"],
-                condition=Q(is_graph_database_deleted=False),
-            ),
-            models.Index(
-                fields=["tenant_id", "provider_id", "-completed_at"],
-                name="aps_completed_graph_idx",
-                include=["graph_database", "id"],
-                condition=Q(
-                    state=StateChoices.COMPLETED,
-                    is_graph_database_deleted=False,
-                ),
-            ),
-        ]
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-scans"
-
-
 class ResourceTag(RowLevelSecurityProtectedModel):
    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
@@ -740,6 +646,10 @@ class ResourceTag(RowLevelSecurityProtectedModel):
    class Meta(RowLevelSecurityProtectedModel.Meta):
        db_table = "resource_tags"

+        indexes = [
+            GinIndex(fields=["text_search"], name="gin_resource_tags_search_idx"),
+        ]
+
        constraints = [
            models.UniqueConstraint(
                fields=("tenant_id", "key", "value"),
@@ -794,12 +704,6 @@ class Resource(RowLevelSecurityProtectedModel):
    metadata = models.TextField(blank=True, null=True)
    details = models.TextField(blank=True, null=True)
    partition = models.TextField(blank=True, null=True)
-    groups = ArrayField(
-        models.CharField(max_length=100),
-        blank=True,
-        null=True,
-        help_text="Groups for categorization (e.g., compute, storage, IAM)",
-    )

    failed_findings_count = models.IntegerField(default=0)

@@ -848,6 +752,7 @@ class Resource(RowLevelSecurityProtectedModel):
                fields=["tenant_id", "service", "region", "type"],
                name="resource_tenant_metadata_idx",
            ),
+            GinIndex(fields=["text_search"], name="gin_resources_search_idx"),
            models.Index(fields=["tenant_id", "id"], name="resources_tenant_id_idx"),
            models.Index(
                fields=["tenant_id", "provider_id"],
@@ -985,11 +890,6 @@ class Finding(PostgresPartitionedModel, RowLevelSecurityProtectedModel):
        null=True,
        help_text="Categories from check metadata for efficient filtering",
    )
-    resource_groups = models.TextField(
-        blank=True,
-        null=True,
-        help_text="Resource group from check metadata for efficient filtering",
-    )

    # Relationships
    scan = models.ForeignKey(to=Scan, related_name="findings", on_delete=models.CASCADE)
@@ -1032,19 +932,23 @@ class Finding(PostgresPartitionedModel, RowLevelSecurityProtectedModel):

        indexes = [
            models.Index(fields=["tenant_id", "id"], name="findings_tenant_and_id_idx"),
+            GinIndex(fields=["text_search"], name="gin_findings_search_idx"),
            models.Index(fields=["tenant_id", "scan_id"], name="find_tenant_scan_idx"),
            models.Index(
                fields=["tenant_id", "scan_id", "id"], name="find_tenant_scan_id_idx"
            ),
            models.Index(
-                condition=models.Q(status=StatusChoices.FAIL, delta="new"),
-                fields=["tenant_id", "scan_id"],
-                name="find_tenant_scan_fail_new_idx",
+                fields=["tenant_id", "id"],
+                condition=Q(delta="new"),
+                name="find_delta_new_idx",
            ),
            models.Index(
                fields=["tenant_id", "uid", "-inserted_at"],
                name="find_tenant_uid_inserted_idx",
            ),
+            GinIndex(fields=["resource_services"], name="gin_find_service_idx"),
+            GinIndex(fields=["resource_regions"], name="gin_find_region_idx"),
+            GinIndex(fields=["resource_types"], name="gin_find_rtype_idx"),
            models.Index(
                fields=["tenant_id", "scan_id", "check_id"],
                name="find_tenant_scan_check_idx",
@@ -1112,6 +1016,10 @@ class ResourceFindingMapping(PostgresPartitionedModel, RowLevelSecurityProtected
        #   - id

        indexes = [
+            models.Index(
+                fields=["tenant_id", "finding_id"],
+                name="rfm_tenant_finding_idx",
+            ),
            models.Index(
                fields=["tenant_id", "resource_id"],
                name="rfm_tenant_resource_idx",
@@ -1428,6 +1336,14 @@ class ComplianceOverview(RowLevelSecurityProtectedModel):
                statements=["SELECT", "INSERT", "DELETE"],
            ),
        ]
+        indexes = [
+            models.Index(fields=["compliance_id"], name="comp_ov_cp_id_idx"),
+            models.Index(fields=["requirements_failed"], name="comp_ov_req_fail_idx"),
+            models.Index(
+                fields=["compliance_id", "requirements_failed"],
+                name="comp_ov_cp_id_req_fail_idx",
+            ),
+        ]

    class JSONAPIMeta:
        resource_name = "compliance-overviews"
@@ -1593,6 +1509,10 @@ class ScanSummary(RowLevelSecurityProtectedModel):
                fields=["tenant_id", "scan_id"],
                name="scan_summaries_tenant_scan_idx",
            ),
+            models.Index(
+                fields=["tenant_id", "scan_id", "service"],
+                name="ss_tenant_scan_service_idx",
+            ),
            models.Index(
                fields=["tenant_id", "scan_id", "severity"],
                name="ss_tenant_scan_severity_idx",
@@ -1666,6 +1586,7 @@ class Integration(RowLevelSecurityProtectedModel):
    class IntegrationChoices(models.TextChoices):
        AMAZON_S3 = "amazon_s3", _("Amazon S3")
        AWS_SECURITY_HUB = "aws_security_hub", _("AWS Security Hub")
+        GITHUB = "github", _("GitHub")
        JIRA = "jira", _("JIRA")
        SLACK = "slack", _("Slack")

@@ -2007,7 +1928,7 @@ class SAMLConfiguration(RowLevelSecurityProtectedModel):

 class ResourceScanSummary(RowLevelSecurityProtectedModel):
    scan_id = models.UUIDField(default=uuid7, db_index=True)
-    resource_id = models.UUIDField(default=uuid4)
+    resource_id = models.UUIDField(default=uuid4, db_index=True)
    service = models.CharField(max_length=100)
    region = models.CharField(max_length=100)
    resource_type = models.CharField(max_length=100)
@@ -2112,67 +2033,6 @@ class ScanCategorySummary(RowLevelSecurityProtectedModel):
        resource_name = "scan-category-summaries"


-class ScanGroupSummary(RowLevelSecurityProtectedModel):
-    """
-    Pre-aggregated resource group metrics per scan by severity.
-
-    Stores one row per (resource_group, severity) combination per scan for efficient
-    overview queries. Resource groups come from check_metadata.Group.
-
-    Count relationships (each is a subset of the previous):
-        - total_findings >= failed_findings >= new_failed_findings
-    """
-
-    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
-    inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
-
-    scan = models.ForeignKey(
-        Scan,
-        on_delete=models.CASCADE,
-        related_name="resource_group_summaries",
-        related_query_name="resource_group_summary",
-    )
-
-    resource_group = models.CharField(max_length=50)
-    severity = SeverityEnumField(choices=SeverityChoices)
-
-    total_findings = models.IntegerField(
-        default=0, help_text="Non-muted findings (PASS + FAIL)"
-    )
-    failed_findings = models.IntegerField(
-        default=0, help_text="Non-muted FAIL findings (subset of total_findings)"
-    )
-    new_failed_findings = models.IntegerField(
-        default=0,
-        help_text="Non-muted FAIL with delta='new' (subset of failed_findings)",
-    )
-    resources_count = models.IntegerField(
-        default=0, help_text="Count of distinct resource_uid values"
-    )
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "scan_resource_group_summaries"
-
-        indexes = [
-            models.Index(fields=["tenant_id", "scan"], name="srgs_tenant_scan_idx"),
-        ]
-
-        constraints = [
-            models.UniqueConstraint(
-                fields=("tenant_id", "scan_id", "resource_group", "severity"),
-                name="unique_resource_group_severity_per_scan",
-            ),
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ]
-
-    class JSONAPIMeta:
-        resource_name = "scan-resource-group-summaries"
-
-
 class LighthouseConfiguration(RowLevelSecurityProtectedModel):
    """
    Stores configuration and API keys for LLM services.
@@ -2746,92 +2606,3 @@ class AttackSurfaceOverview(RowLevelSecurityProtectedModel):

    class JSONAPIMeta:
        resource_name = "attack-surface-overviews"
-
-
-class ProviderComplianceScore(RowLevelSecurityProtectedModel):
-    """
-    Compliance requirement status from latest completed scan per provider.
-
-    Used for efficient compliance watchlist queries with FAIL-dominant aggregation
-    across multiple providers. Updated via atomic upsert after each scan completion.
-    """
-
-    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
-
-    scan = models.ForeignKey(
-        Scan,
-        on_delete=models.CASCADE,
-        related_name="compliance_scores",
-        related_query_name="compliance_score",
-    )
-
-    provider = models.ForeignKey(
-        Provider,
-        on_delete=models.CASCADE,
-        related_name="compliance_scores",
-        related_query_name="compliance_score",
-    )
-
-    compliance_id = models.TextField()
-    requirement_id = models.TextField()
-    requirement_status = StatusEnumField(choices=StatusChoices)
-
-    scan_completed_at = models.DateTimeField()
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "provider_compliance_scores"
-
-        constraints = [
-            models.UniqueConstraint(
-                fields=("tenant_id", "provider_id", "compliance_id", "requirement_id"),
-                name="unique_provider_compliance_req",
-            ),
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ]
-
-        indexes = [
-            models.Index(
-                fields=["tenant_id", "provider_id", "compliance_id"],
-                name="pcs_tenant_prov_comp_idx",
-            ),
-        ]
-
-
-class TenantComplianceSummary(RowLevelSecurityProtectedModel):
-    """
-    Pre-aggregated compliance counts per tenant with FAIL-dominant logic applied.
-
-    One row per (tenant, compliance_id). Used for fast watchlist queries when
-    no provider filter is applied. Recalculated after each scan by aggregating
-    across all providers with FAIL-dominant logic at requirement level.
-    """
-
-    id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
-
-    compliance_id = models.TextField()
-
-    requirements_passed = models.IntegerField(default=0)
-    requirements_failed = models.IntegerField(default=0)
-    requirements_manual = models.IntegerField(default=0)
-    total_requirements = models.IntegerField(default=0)
-
-    updated_at = models.DateTimeField(auto_now=True)
-
-    class Meta(RowLevelSecurityProtectedModel.Meta):
-        db_table = "tenant_compliance_summaries"
-
-        constraints = [
-            models.UniqueConstraint(
-                fields=("tenant_id", "compliance_id"),
-                name="unique_tenant_compliance_summary",
-            ),
-            RowLevelSecurityConstraint(
-                field="tenant_id",
-                name="rls_on_%(class)s",
-                statements=["SELECT", "INSERT", "UPDATE", "DELETE"],
-            ),
-        ]
@@ -1,13 +1,10 @@
 import os
-import sys
-import types
 from pathlib import Path
-from unittest.mock import MagicMock, patch
+from unittest.mock import MagicMock

 import pytest
 from django.conf import settings

-import api
 import api.apps as api_apps_module
 from api.apps import (
    ApiConfig,
@@ -153,82 +150,3 @@ def test_ensure_crypto_keys_skips_when_env_vars(monkeypatch, tmp_path):

    # Assert: orchestrator did not trigger generation when env present
    assert called["ensure"] is False
-
-
-@pytest.fixture(autouse=True)
-def stub_api_modules():
-    """Provide dummy modules imported during ApiConfig.ready()."""
-    created = []
-    for name in ("api.schema_extensions", "api.signals"):
-        if name not in sys.modules:
-            sys.modules[name] = types.ModuleType(name)
-            created.append(name)
-
-    yield
-
-    for name in created:
-        sys.modules.pop(name, None)
-
-
-def _set_argv(monkeypatch, argv):
-    monkeypatch.setattr(sys, "argv", argv, raising=False)
-
-
-def _set_testing(monkeypatch, value):
-    monkeypatch.setattr(settings, "TESTING", value, raising=False)
-
-
-def _make_app():
-    return ApiConfig("api", api)
-
-
-def test_ready_initializes_driver_for_api_process(monkeypatch):
-    config = _make_app()
-    _set_argv(monkeypatch, ["gunicorn"])
-    _set_testing(monkeypatch, False)
-
-    with patch.object(ApiConfig, "_ensure_crypto_keys", return_value=None), patch(
-        "api.attack_paths.database.init_driver"
-    ) as init_driver:
-        config.ready()
-
-    init_driver.assert_called_once()
-
-
-def test_ready_skips_driver_for_celery(monkeypatch):
-    config = _make_app()
-    _set_argv(monkeypatch, ["celery", "-A", "api"])
-    _set_testing(monkeypatch, False)
-
-    with patch.object(ApiConfig, "_ensure_crypto_keys", return_value=None), patch(
-        "api.attack_paths.database.init_driver"
-    ) as init_driver:
-        config.ready()
-
-    init_driver.assert_not_called()
-
-
-def test_ready_skips_driver_for_manage_py_skip_command(monkeypatch):
-    config = _make_app()
-    _set_argv(monkeypatch, ["manage.py", "migrate"])
-    _set_testing(monkeypatch, False)
-
-    with patch.object(ApiConfig, "_ensure_crypto_keys", return_value=None), patch(
-        "api.attack_paths.database.init_driver"
-    ) as init_driver:
-        config.ready()
-
-    init_driver.assert_not_called()
-
-
-def test_ready_skips_driver_when_testing(monkeypatch):
-    config = _make_app()
-    _set_argv(monkeypatch, ["gunicorn"])
-    _set_testing(monkeypatch, True)
-
-    with patch.object(ApiConfig, "_ensure_crypto_keys", return_value=None), patch(
-        "api.attack_paths.database.init_driver"
-    ) as init_driver:
-        config.ready()
-
-    init_driver.assert_not_called()
@@ -1,172 +0,0 @@
-from types import SimpleNamespace
-from unittest.mock import MagicMock, patch
-
-import pytest
-
-from rest_framework.exceptions import APIException, ValidationError
-
-from api.attack_paths import database as graph_database
-from api.attack_paths import views_helpers
-
-
-def test_normalize_run_payload_extracts_attributes_section():
-    payload = {
-        "data": {
-            "id": "ignored",
-            "attributes": {
-                "id": "aws-rds",
-                "parameters": {"ip": "192.0.2.0"},
-            },
-        }
-    }
-
-    result = views_helpers.normalize_run_payload(payload)
-
-    assert result == {"id": "aws-rds", "parameters": {"ip": "192.0.2.0"}}
-
-
-def test_normalize_run_payload_passthrough_for_non_dict():
-    sentinel = "not-a-dict"
-    assert views_helpers.normalize_run_payload(sentinel) is sentinel
-
-
-def test_prepare_query_parameters_includes_provider_and_casts(
-    attack_paths_query_definition_factory,
-):
-    definition = attack_paths_query_definition_factory(cast_type=int)
-    result = views_helpers.prepare_query_parameters(
-        definition,
-        {"limit": "5"},
-        provider_uid="123456789012",
-    )
-
-    assert result["provider_uid"] == "123456789012"
-    assert result["limit"] == 5
-
-
-@pytest.mark.parametrize(
-    "provided,expected_message",
-    [
-        ({}, "Missing required parameter"),
-        ({"limit": 10, "extra": True}, "Unknown parameter"),
-    ],
-)
-def test_prepare_query_parameters_validates_names(
-    attack_paths_query_definition_factory, provided, expected_message
-):
-    definition = attack_paths_query_definition_factory()
-
-    with pytest.raises(ValidationError) as exc:
-        views_helpers.prepare_query_parameters(definition, provided, provider_uid="1")
-
-    assert expected_message in str(exc.value)
-
-
-def test_prepare_query_parameters_validates_cast(
-    attack_paths_query_definition_factory,
-):
-    definition = attack_paths_query_definition_factory(cast_type=int)
-
-    with pytest.raises(ValidationError) as exc:
-        views_helpers.prepare_query_parameters(
-            definition,
-            {"limit": "not-an-int"},
-            provider_uid="1",
-        )
-
-    assert "Invalid value" in str(exc.value)
-
-
-def test_execute_attack_paths_query_serializes_graph(
-    attack_paths_query_definition_factory, attack_paths_graph_stub_classes
-):
-    definition = attack_paths_query_definition_factory(
-        id="aws-rds",
-        name="RDS",
-        description="",
-        cypher="MATCH (n) RETURN n",
-        parameters=[],
-    )
-    parameters = {"provider_uid": "123"}
-    attack_paths_scan = SimpleNamespace(graph_database="tenant-db")
-
-    node = attack_paths_graph_stub_classes.Node(
-        element_id="node-1",
-        labels=["AWSAccount"],
-        properties={
-            "name": "account",
-            "complex": {
-                "items": [
-                    attack_paths_graph_stub_classes.NativeValue("value"),
-                    {"nested": 1},
-                ]
-            },
-        },
-    )
-    relationship = attack_paths_graph_stub_classes.Relationship(
-        element_id="rel-1",
-        rel_type="OWNS",
-        start_node=node,
-        end_node=attack_paths_graph_stub_classes.Node("node-2", ["RDSInstance"], {}),
-        properties={"weight": 1},
-    )
-    graph = SimpleNamespace(nodes=[node], relationships=[relationship])
-
-    run_result = MagicMock()
-    run_result.graph.return_value = graph
-
-    session = MagicMock()
-    session.run.return_value = run_result
-
-    session_ctx = MagicMock()
-    session_ctx.__enter__.return_value = session
-    session_ctx.__exit__.return_value = False
-
-    with patch(
-        "api.attack_paths.views_helpers.graph_database.get_session",
-        return_value=session_ctx,
-    ) as mock_get_session:
-        result = views_helpers.execute_attack_paths_query(
-            attack_paths_scan, definition, parameters
-        )
-
-    mock_get_session.assert_called_once_with("tenant-db")
-    session.run.assert_called_once_with(definition.cypher, parameters)
-    assert result["nodes"][0]["id"] == "node-1"
-    assert result["nodes"][0]["properties"]["complex"]["items"][0] == "value"
-    assert result["relationships"][0]["label"] == "OWNS"
-
-
-def test_execute_attack_paths_query_wraps_graph_errors(
-    attack_paths_query_definition_factory,
-):
-    definition = attack_paths_query_definition_factory(
-        id="aws-rds",
-        name="RDS",
-        description="",
-        cypher="MATCH (n) RETURN n",
-        parameters=[],
-    )
-    attack_paths_scan = SimpleNamespace(graph_database="tenant-db")
-    parameters = {"provider_uid": "123"}
-
-    class ExplodingContext:
-        def __enter__(self):
-            raise graph_database.GraphDatabaseQueryException("boom")
-
-        def __exit__(self, exc_type, exc, tb):
-            return False
-
-    with (
-        patch(
-            "api.attack_paths.views_helpers.graph_database.get_session",
-            return_value=ExplodingContext(),
-        ),
-        patch("api.attack_paths.views_helpers.logger") as mock_logger,
-    ):
-        with pytest.raises(APIException):
-            views_helpers.execute_attack_paths_query(
-                attack_paths_scan, definition, parameters
-            )
-
-    mock_logger.error.assert_called_once()
@@ -1,303 +0,0 @@
-"""
-Tests for Neo4j database lazy initialization.
-
-The Neo4j driver connects on first use by default. API processes may
-eagerly initialize the driver during app startup, while Celery workers
-remain lazy. These tests validate the database module behavior itself.
-"""
-
-import threading
-from unittest.mock import MagicMock, patch
-
-import pytest
-
-
-class TestLazyInitialization:
-    """Test that Neo4j driver is initialized lazily on first use."""
-
-    @pytest.fixture(autouse=True)
-    def reset_module_state(self):
-        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
-        original_driver = db_module._driver
-
-        db_module._driver = None
-
-        yield
-
-        db_module._driver = original_driver
-
-    def test_driver_not_initialized_at_import(self):
-        """Driver should be None after module import (no eager connection)."""
-        import api.attack_paths.database as db_module
-
-        assert db_module._driver is None
-
-    @patch("api.attack_paths.database.settings")
-    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
-    def test_init_driver_creates_connection_on_first_call(
-        self, mock_driver_factory, mock_settings
-    ):
-        """init_driver() should create connection only when called."""
-        import api.attack_paths.database as db_module
-
-        mock_driver = MagicMock()
-        mock_driver_factory.return_value = mock_driver
-        mock_settings.DATABASES = {
-            "neo4j": {
-                "HOST": "localhost",
-                "PORT": 7687,
-                "USER": "neo4j",
-                "PASSWORD": "password",
-            }
-        }
-
-        assert db_module._driver is None
-
-        result = db_module.init_driver()
-
-        mock_driver_factory.assert_called_once()
-        mock_driver.verify_connectivity.assert_called_once()
-        assert result is mock_driver
-        assert db_module._driver is mock_driver
-
-    @patch("api.attack_paths.database.settings")
-    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
-    def test_init_driver_returns_cached_driver_on_subsequent_calls(
-        self, mock_driver_factory, mock_settings
-    ):
-        """Subsequent calls should return cached driver without reconnecting."""
-        import api.attack_paths.database as db_module
-
-        mock_driver = MagicMock()
-        mock_driver_factory.return_value = mock_driver
-        mock_settings.DATABASES = {
-            "neo4j": {
-                "HOST": "localhost",
-                "PORT": 7687,
-                "USER": "neo4j",
-                "PASSWORD": "password",
-            }
-        }
-
-        first_result = db_module.init_driver()
-        second_result = db_module.init_driver()
-        third_result = db_module.init_driver()
-
-        # Only one connection attempt
-        assert mock_driver_factory.call_count == 1
-        assert mock_driver.verify_connectivity.call_count == 1
-
-        # All calls return same instance
-        assert first_result is second_result is third_result
-
-    @patch("api.attack_paths.database.settings")
-    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
-    def test_get_driver_delegates_to_init_driver(
-        self, mock_driver_factory, mock_settings
-    ):
-        """get_driver() should use init_driver() for lazy initialization."""
-        import api.attack_paths.database as db_module
-
-        mock_driver = MagicMock()
-        mock_driver_factory.return_value = mock_driver
-        mock_settings.DATABASES = {
-            "neo4j": {
-                "HOST": "localhost",
-                "PORT": 7687,
-                "USER": "neo4j",
-                "PASSWORD": "password",
-            }
-        }
-
-        result = db_module.get_driver()
-
-        assert result is mock_driver
-        mock_driver_factory.assert_called_once()
-
-
-class TestAtexitRegistration:
-    """Test that atexit cleanup handler is registered correctly."""
-
-    @pytest.fixture(autouse=True)
-    def reset_module_state(self):
-        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
-        original_driver = db_module._driver
-
-        db_module._driver = None
-
-        yield
-
-        db_module._driver = original_driver
-
-    @patch("api.attack_paths.database.settings")
-    @patch("api.attack_paths.database.atexit.register")
-    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
-    def test_atexit_registered_on_first_init(
-        self, mock_driver_factory, mock_atexit_register, mock_settings
-    ):
-        """atexit.register should be called on first initialization."""
-        import api.attack_paths.database as db_module
-
-        mock_driver_factory.return_value = MagicMock()
-        mock_settings.DATABASES = {
-            "neo4j": {
-                "HOST": "localhost",
-                "PORT": 7687,
-                "USER": "neo4j",
-                "PASSWORD": "password",
-            }
-        }
-
-        db_module.init_driver()
-
-        mock_atexit_register.assert_called_once_with(db_module.close_driver)
-
-    @patch("api.attack_paths.database.settings")
-    @patch("api.attack_paths.database.atexit.register")
-    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
-    def test_atexit_registered_only_once(
-        self, mock_driver_factory, mock_atexit_register, mock_settings
-    ):
-        """atexit.register should only be called once across multiple inits.
-
-        The double-checked locking on _driver ensures the atexit registration
-        block only executes once (when _driver is first created).
-        """
-        import api.attack_paths.database as db_module
-
-        mock_driver_factory.return_value = MagicMock()
-        mock_settings.DATABASES = {
-            "neo4j": {
-                "HOST": "localhost",
-                "PORT": 7687,
-                "USER": "neo4j",
-                "PASSWORD": "password",
-            }
-        }
-
-        db_module.init_driver()
-        db_module.init_driver()
-        db_module.init_driver()
-
-        # Only registered once because subsequent calls hit the fast path
-        assert mock_atexit_register.call_count == 1
-
-
-class TestCloseDriver:
-    """Test driver cleanup functionality."""
-
-    @pytest.fixture(autouse=True)
-    def reset_module_state(self):
-        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
-        original_driver = db_module._driver
-
-        db_module._driver = None
-
-        yield
-
-        db_module._driver = original_driver
-
-    def test_close_driver_closes_and_clears_driver(self):
-        """close_driver() should close the driver and set it to None."""
-        import api.attack_paths.database as db_module
-
-        mock_driver = MagicMock()
-        db_module._driver = mock_driver
-
-        db_module.close_driver()
-
-        mock_driver.close.assert_called_once()
-        assert db_module._driver is None
-
-    def test_close_driver_handles_none_driver(self):
-        """close_driver() should handle case where driver is None."""
-        import api.attack_paths.database as db_module
-
-        db_module._driver = None
-
-        # Should not raise
-        db_module.close_driver()
-
-        assert db_module._driver is None
-
-    def test_close_driver_clears_driver_even_on_close_error(self):
-        """Driver should be cleared even if close() raises an exception."""
-        import api.attack_paths.database as db_module
-
-        mock_driver = MagicMock()
-        mock_driver.close.side_effect = Exception("Connection error")
-        db_module._driver = mock_driver
-
-        with pytest.raises(Exception, match="Connection error"):
-            db_module.close_driver()
-
-        # Driver should still be cleared
-        assert db_module._driver is None
-
-
-class TestThreadSafety:
-    """Test thread-safe initialization."""
-
-    @pytest.fixture(autouse=True)
-    def reset_module_state(self):
-        """Reset module-level singleton state before each test."""
-        import api.attack_paths.database as db_module
-
-        original_driver = db_module._driver
-
-        db_module._driver = None
-
-        yield
-
-        db_module._driver = original_driver
-
-    @patch("api.attack_paths.database.settings")
-    @patch("api.attack_paths.database.neo4j.GraphDatabase.driver")
-    def test_concurrent_init_creates_single_driver(
-        self, mock_driver_factory, mock_settings
-    ):
-        """Multiple threads calling init_driver() should create only one driver."""
-        import api.attack_paths.database as db_module
-
-        mock_driver = MagicMock()
-        mock_driver_factory.return_value = mock_driver
-        mock_settings.DATABASES = {
-            "neo4j": {
-                "HOST": "localhost",
-                "PORT": 7687,
-                "USER": "neo4j",
-                "PASSWORD": "password",
-            }
-        }
-
-        results = []
-        errors = []
-
-        def call_init():
-            try:
-                result = db_module.init_driver()
-                results.append(result)
-            except Exception as e:
-                errors.append(e)
-
-        threads = [threading.Thread(target=call_init) for _ in range(10)]
-
-        for t in threads:
-            t.start()
-        for t in threads:
-            t.join()
-
-        assert not errors, f"Threads raised errors: {errors}"
-
-        # Only one driver created
-        assert mock_driver_factory.call_count == 1
-
-        # All threads got the same driver instance
-        assert all(r is mock_driver for r in results)
-        assert len(results) == 10
@@ -6,6 +6,7 @@ from api.compliance import (
    get_prowler_provider_checks,
    get_prowler_provider_compliance,
    load_prowler_checks,
+    load_prowler_compliance,
 )
 from api.models import Provider

@@ -34,6 +35,55 @@ class TestCompliance:
        assert compliance_data == mock_compliance.get_bulk.return_value
        mock_compliance.get_bulk.assert_called_once_with(provider_type)

+    @patch("api.models.Provider.ProviderChoices")
+    @patch("api.compliance.get_prowler_provider_compliance")
+    @patch("api.compliance.generate_compliance_overview_template")
+    @patch("api.compliance.load_prowler_checks")
+    def test_load_prowler_compliance(
+        self,
+        mock_load_prowler_checks,
+        mock_generate_compliance_overview_template,
+        mock_get_prowler_provider_compliance,
+        mock_provider_choices,
+    ):
+        mock_provider_choices.values = ["aws", "azure"]
+
+        compliance_data_aws = {"compliance_aws": MagicMock()}
+        compliance_data_azure = {"compliance_azure": MagicMock()}
+
+        compliance_data_dict = {
+            "aws": compliance_data_aws,
+            "azure": compliance_data_azure,
+        }
+
+        def mock_get_compliance(provider_type):
+            return compliance_data_dict[provider_type]
+
+        mock_get_prowler_provider_compliance.side_effect = mock_get_compliance
+
+        mock_generate_compliance_overview_template.return_value = {
+            "template_key": "template_value"
+        }
+
+        mock_load_prowler_checks.return_value = {"checks_key": "checks_value"}
+
+        load_prowler_compliance()
+
+        from api.compliance import PROWLER_CHECKS, PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE
+
+        assert PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE == {
+            "template_key": "template_value"
+        }
+        assert PROWLER_CHECKS == {"checks_key": "checks_value"}
+
+        expected_prowler_compliance = compliance_data_dict
+        mock_get_prowler_provider_compliance.assert_any_call("aws")
+        mock_get_prowler_provider_compliance.assert_any_call("azure")
+        mock_generate_compliance_overview_template.assert_called_once_with(
+            expected_prowler_compliance
+        )
+        mock_load_prowler_checks.assert_called_once_with(expected_prowler_compliance)
+
    @patch("api.compliance.get_prowler_provider_checks")
    @patch("api.models.Provider.ProviderChoices")
    def test_load_prowler_checks(
@@ -1,21 +1,9 @@
-from datetime import datetime, timezone
-
 import pytest
 from allauth.socialaccount.models import SocialApp
 from django.core.exceptions import ValidationError
-from django.db import IntegrityError

 from api.db_router import MainRouter
-from api.models import (
-    ProviderComplianceScore,
-    Resource,
-    ResourceTag,
-    SAMLConfiguration,
-    SAMLDomainIndex,
-    StateChoices,
-    StatusChoices,
-    TenantComplianceSummary,
-)
+from api.models import Resource, ResourceTag, SAMLConfiguration, SAMLDomainIndex


@pytest.mark.django_db
@@ -336,159 +324,3 @@ class TestSAMLConfigurationModel:
        errors = exc_info.value.message_dict
        assert "metadata_xml" in errors
        assert "There is a problem with your metadata." in errors["metadata_xml"][0]
-
-
-@pytest.mark.django_db
-class TestProviderComplianceScoreModel:
-    def test_create_provider_compliance_score(self, providers_fixture, scans_fixture):
-        provider = providers_fixture[0]
-        scan = scans_fixture[0]
-        scan.completed_at = datetime.now(timezone.utc)
-        scan.save()
-
-        score = ProviderComplianceScore.objects.create(
-            tenant_id=provider.tenant_id,
-            provider=provider,
-            scan=scan,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_1",
-            requirement_status=StatusChoices.PASS,
-            scan_completed_at=scan.completed_at,
-        )
-
-        assert score.compliance_id == "aws_cis_2.0"
-        assert score.requirement_id == "req_1"
-        assert score.requirement_status == StatusChoices.PASS
-
-    def test_unique_constraint_per_provider_compliance_requirement(
-        self, providers_fixture, scans_fixture
-    ):
-        provider = providers_fixture[0]
-        scan = scans_fixture[0]
-        scan.completed_at = datetime.now(timezone.utc)
-        scan.save()
-
-        ProviderComplianceScore.objects.create(
-            tenant_id=provider.tenant_id,
-            provider=provider,
-            scan=scan,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_1",
-            requirement_status=StatusChoices.PASS,
-            scan_completed_at=scan.completed_at,
-        )
-
-        with pytest.raises(IntegrityError):
-            ProviderComplianceScore.objects.create(
-                tenant_id=provider.tenant_id,
-                provider=provider,
-                scan=scan,
-                compliance_id="aws_cis_2.0",
-                requirement_id="req_1",
-                requirement_status=StatusChoices.FAIL,
-                scan_completed_at=scan.completed_at,
-            )
-
-    def test_different_providers_same_requirement_allowed(
-        self, providers_fixture, scans_fixture
-    ):
-        provider1, provider2, *_ = providers_fixture
-        scan1 = scans_fixture[0]
-        scan1.completed_at = datetime.now(timezone.utc)
-        scan1.save()
-
-        scan2 = scans_fixture[2]
-        scan2.state = StateChoices.COMPLETED
-        scan2.completed_at = datetime.now(timezone.utc)
-        scan2.save()
-
-        score1 = ProviderComplianceScore.objects.create(
-            tenant_id=provider1.tenant_id,
-            provider=provider1,
-            scan=scan1,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_1",
-            requirement_status=StatusChoices.PASS,
-            scan_completed_at=scan1.completed_at,
-        )
-
-        score2 = ProviderComplianceScore.objects.create(
-            tenant_id=provider2.tenant_id,
-            provider=provider2,
-            scan=scan2,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_1",
-            requirement_status=StatusChoices.FAIL,
-            scan_completed_at=scan2.completed_at,
-        )
-
-        assert score1.id != score2.id
-        assert score1.requirement_status != score2.requirement_status
-
-
-@pytest.mark.django_db
-class TestTenantComplianceSummaryModel:
-    def test_create_tenant_compliance_summary(self, tenants_fixture):
-        tenant = tenants_fixture[0]
-
-        summary = TenantComplianceSummary.objects.create(
-            tenant_id=tenant.id,
-            compliance_id="aws_cis_2.0",
-            requirements_passed=5,
-            requirements_failed=2,
-            requirements_manual=1,
-            total_requirements=8,
-        )
-
-        assert summary.compliance_id == "aws_cis_2.0"
-        assert summary.requirements_passed == 5
-        assert summary.requirements_failed == 2
-        assert summary.requirements_manual == 1
-        assert summary.total_requirements == 8
-        assert summary.updated_at is not None
-
-    def test_unique_constraint_per_tenant_compliance(self, tenants_fixture):
-        tenant = tenants_fixture[0]
-
-        TenantComplianceSummary.objects.create(
-            tenant_id=tenant.id,
-            compliance_id="aws_cis_2.0",
-            requirements_passed=5,
-            requirements_failed=2,
-            requirements_manual=1,
-            total_requirements=8,
-        )
-
-        with pytest.raises(IntegrityError):
-            TenantComplianceSummary.objects.create(
-                tenant_id=tenant.id,
-                compliance_id="aws_cis_2.0",
-                requirements_passed=3,
-                requirements_failed=4,
-                requirements_manual=1,
-                total_requirements=8,
-            )
-
-    def test_different_tenants_same_compliance_allowed(self, tenants_fixture):
-        tenant1, tenant2, *_ = tenants_fixture
-
-        summary1 = TenantComplianceSummary.objects.create(
-            tenant_id=tenant1.id,
-            compliance_id="aws_cis_2.0",
-            requirements_passed=5,
-            requirements_failed=2,
-            requirements_manual=1,
-            total_requirements=8,
-        )
-
-        summary2 = TenantComplianceSummary.objects.create(
-            tenant_id=tenant2.id,
-            compliance_id="aws_cis_2.0",
-            requirements_passed=3,
-            requirements_failed=4,
-            requirements_manual=1,
-            total_requirements=8,
-        )
-
-        assert summary1.id != summary2.id
-        assert summary1.requirements_passed != summary2.requirements_passed
@@ -1,7 +1,4 @@
-from __future__ import annotations
-
 from datetime import datetime, timezone
-from typing import TYPE_CHECKING

 from allauth.socialaccount.providers.oauth2.client import OAuth2Client
 from django.contrib.postgres.aggregates import ArrayAgg
@@ -14,25 +11,19 @@ from api.exceptions import InvitationTokenExpiredException
 from api.models import Integration, Invitation, Processor, Provider, Resource
 from api.v1.serializers import FindingMetadataSerializer
 from prowler.lib.outputs.jira.jira import Jira, JiraBasicAuthError
+from prowler.providers.alibabacloud.alibabacloud_provider import AlibabacloudProvider
+from prowler.providers.aws.aws_provider import AwsProvider
 from prowler.providers.aws.lib.s3.s3 import S3
 from prowler.providers.aws.lib.security_hub.security_hub import SecurityHub
+from prowler.providers.azure.azure_provider import AzureProvider
 from prowler.providers.common.models import Connection
-
-if TYPE_CHECKING:
-    from prowler.providers.alibabacloud.alibabacloud_provider import (
-        AlibabacloudProvider,
-    )
-    from prowler.providers.aws.aws_provider import AwsProvider
-    from prowler.providers.azure.azure_provider import AzureProvider
-    from prowler.providers.gcp.gcp_provider import GcpProvider
-    from prowler.providers.github.github_provider import GithubProvider
-    from prowler.providers.iac.iac_provider import IacProvider
-    from prowler.providers.kubernetes.kubernetes_provider import KubernetesProvider
-    from prowler.providers.m365.m365_provider import M365Provider
-    from prowler.providers.mongodbatlas.mongodbatlas_provider import (
-        MongodbatlasProvider,
-    )
-    from prowler.providers.oraclecloud.oraclecloud_provider import OraclecloudProvider
+from prowler.providers.gcp.gcp_provider import GcpProvider
+from prowler.providers.github.github_provider import GithubProvider
+from prowler.providers.iac.iac_provider import IacProvider
+from prowler.providers.kubernetes.kubernetes_provider import KubernetesProvider
+from prowler.providers.m365.m365_provider import M365Provider
+from prowler.providers.mongodbatlas.mongodbatlas_provider import MongodbatlasProvider
+from prowler.providers.oraclecloud.oraclecloud_provider import OraclecloudProvider


 class CustomOAuth2Client(OAuth2Client):
@@ -98,52 +89,24 @@ def return_prowler_provider(
    """
    match provider.provider:
        case Provider.ProviderChoices.AWS.value:
-            from prowler.providers.aws.aws_provider import AwsProvider
-
            prowler_provider = AwsProvider
        case Provider.ProviderChoices.GCP.value:
-            from prowler.providers.gcp.gcp_provider import GcpProvider
-
            prowler_provider = GcpProvider
        case Provider.ProviderChoices.AZURE.value:
-            from prowler.providers.azure.azure_provider import AzureProvider
-
            prowler_provider = AzureProvider
        case Provider.ProviderChoices.KUBERNETES.value:
-            from prowler.providers.kubernetes.kubernetes_provider import (
-                KubernetesProvider,
-            )
-
            prowler_provider = KubernetesProvider
        case Provider.ProviderChoices.M365.value:
-            from prowler.providers.m365.m365_provider import M365Provider
-
            prowler_provider = M365Provider
        case Provider.ProviderChoices.GITHUB.value:
-            from prowler.providers.github.github_provider import GithubProvider
-
            prowler_provider = GithubProvider
        case Provider.ProviderChoices.MONGODBATLAS.value:
-            from prowler.providers.mongodbatlas.mongodbatlas_provider import (
-                MongodbatlasProvider,
-            )
-
            prowler_provider = MongodbatlasProvider
        case Provider.ProviderChoices.IAC.value:
-            from prowler.providers.iac.iac_provider import IacProvider
-
            prowler_provider = IacProvider
        case Provider.ProviderChoices.ORACLECLOUD.value:
-            from prowler.providers.oraclecloud.oraclecloud_provider import (
-                OraclecloudProvider,
-            )
-
            prowler_provider = OraclecloudProvider
        case Provider.ProviderChoices.ALIBABACLOUD.value:
-            from prowler.providers.alibabacloud.alibabacloud_provider import (
-                AlibabacloudProvider,
-            )
-
            prowler_provider = AlibabacloudProvider
        case _:
            raise ValueError(f"Provider type {provider.provider} not supported")
@@ -324,6 +287,20 @@ def prowler_integration_connection_test(integration: Integration) -> Connection:
            integration.save()

        return connection
+    elif integration.integration_type == Integration.IntegrationChoices.GITHUB:
+        from prowler.lib.outputs.github.github import GitHub
+
+        github_connection = GitHub.test_connection(
+            **integration.credentials,
+            raise_on_exception=False,
+        )
+        repositories = (
+            github_connection.repositories if github_connection.is_connected else {}
+        )
+        with rls_transaction(str(integration.tenant_id)):
+            integration.configuration["repositories"] = repositories
+            integration.save()
+        return github_connection
    elif integration.integration_type == Integration.IntegrationChoices.JIRA:
        jira_connection = Jira.test_connection(
            **integration.credentials,
@@ -430,21 +407,11 @@ def get_findings_metadata_no_aggregations(tenant_id: str, filtered_queryset):
            categories_set.update(categories_list)
    categories = sorted(categories_set)

-    # Aggregate groups from findings
-    groups = list(
-        filtered_queryset.exclude(resource_groups__isnull=True)
-        .exclude(resource_groups__exact="")
-        .values_list("resource_groups", flat=True)
-        .distinct()
-        .order_by("resource_groups")
-    )
-
    result = {
        "services": services,
        "regions": regions,
        "resource_types": resource_types,
        "categories": categories,
-        "groups": groups,
    }

    serializer = FindingMetadataSerializer(data=result)
@@ -453,9 +420,22 @@ def get_findings_metadata_no_aggregations(tenant_id: str, filtered_queryset):
    return serializer.data


-def initialize_prowler_integration(integration: Integration) -> Jira:
+def initialize_prowler_integration(integration: Integration):
    # TODO Refactor other integrations to use this function
-    if integration.integration_type == Integration.IntegrationChoices.JIRA:
+    if integration.integration_type == Integration.IntegrationChoices.GITHUB:
+        from prowler.lib.outputs.github.exceptions import GitHubAuthenticationError
+        from prowler.lib.outputs.github.github import GitHub
+
+        try:
+            return GitHub(**integration.credentials)
+        except GitHubAuthenticationError as github_auth_error:
+            with rls_transaction(str(integration.tenant_id)):
+                integration.configuration["repositories"] = {}
+                integration.connected = False
+                integration.connection_last_checked_at = datetime.now(tz=timezone.utc)
+                integration.save()
+            raise github_auth_error
+    elif integration.integration_type == Integration.IntegrationChoices.JIRA:
        try:
            return Jira(**integration.credentials)
        except JiraBasicAuthError as jira_auth_error:
@@ -67,6 +67,14 @@ class SecurityHubConfigSerializer(BaseValidateSerializer):
        resource_name = "integrations"


+class GitHubConfigSerializer(BaseValidateSerializer):
+    owner = serializers.CharField(read_only=True)
+    repositories = serializers.DictField(read_only=True)
+
+    class Meta:
+        resource_name = "integrations"
+
+
 class JiraConfigSerializer(BaseValidateSerializer):
    domain = serializers.CharField(read_only=True)
    issue_types = serializers.ListField(
@@ -93,6 +101,14 @@ class AWSCredentialSerializer(BaseValidateSerializer):
        resource_name = "integrations"


+class GitHubCredentialSerializer(BaseValidateSerializer):
+    token = serializers.CharField(required=True)
+    owner = serializers.CharField(required=False)
+
+    class Meta:
+        resource_name = "integrations"
+
+
 class JiraCredentialSerializer(BaseValidateSerializer):
    user_mail = serializers.EmailField(required=True)
    api_token = serializers.CharField(required=True)
@@ -153,6 +169,23 @@ class JiraCredentialSerializer(BaseValidateSerializer):
                    },
                },
            },
+            {
+                "type": "object",
+                "title": "GitHub Credentials",
+                "properties": {
+                    "token": {
+                        "type": "string",
+                        "description": "GitHub Personal Access Token (PAT) with repo scope. Can be generated from "
+                        "GitHub Settings > Developer settings > Personal access tokens.",
+                    },
+                    "owner": {
+                        "type": "string",
+                        "description": "Repository owner (username or organization name). Optional - if not provided, "
+                        "all accessible repositories will be available.",
+                    },
+                },
+                "required": ["token"],
+            },
            {
                "type": "object",
                "title": "JIRA Credentials",
@@ -221,6 +254,14 @@ class IntegrationCredentialField(serializers.JSONField):
                    },
                },
            },
+            {
+                "type": "object",
+                "title": "GitHub",
+                "description": "GitHub integration does not accept any configuration in the payload. Leave it as an "
+                "empty JSON object (`{}`).",
+                "properties": {},
+                "additionalProperties": False,
+            },
            {
                "type": "object",
                "title": "JIRA",
@@ -21,7 +21,6 @@ from rest_framework_simplejwt.tokens import RefreshToken
 from api.db_router import MainRouter
 from api.exceptions import ConflictException
 from api.models import (
-    AttackPathsScan,
    Finding,
    Integration,
    IntegrationProviderRelationship,
@@ -55,6 +54,8 @@ from api.models import (
 from api.rls import Tenant
 from api.v1.serializer_utils.integrations import (
    AWSCredentialSerializer,
+    GitHubConfigSerializer,
+    GitHubCredentialSerializer,
    IntegrationConfigField,
    IntegrationCredentialField,
    JiraConfigSerializer,
@@ -1133,109 +1134,6 @@ class ScanComplianceReportSerializer(BaseSerializerV1):
        fields = ["id", "name"]


-class AttackPathsScanSerializer(RLSSerializer):
-    state = StateEnumSerializerField(read_only=True)
-    provider_alias = serializers.SerializerMethodField(read_only=True)
-    provider_type = serializers.SerializerMethodField(read_only=True)
-    provider_uid = serializers.SerializerMethodField(read_only=True)
-
-    class Meta:
-        model = AttackPathsScan
-        fields = [
-            "id",
-            "state",
-            "progress",
-            "provider",
-            "provider_alias",
-            "provider_type",
-            "provider_uid",
-            "scan",
-            "task",
-            "inserted_at",
-            "started_at",
-            "completed_at",
-            "duration",
-        ]
-
-    included_serializers = {
-        "provider": "api.v1.serializers.ProviderIncludeSerializer",
-        "scan": "api.v1.serializers.ScanIncludeSerializer",
-        "task": "api.v1.serializers.TaskSerializer",
-    }
-
-    def get_provider_alias(self, obj):
-        provider = getattr(obj, "provider", None)
-        return provider.alias if provider else None
-
-    def get_provider_type(self, obj):
-        provider = getattr(obj, "provider", None)
-        return provider.provider if provider else None
-
-    def get_provider_uid(self, obj):
-        provider = getattr(obj, "provider", None)
-        return provider.uid if provider else None
-
-
-class AttackPathsQueryParameterSerializer(BaseSerializerV1):
-    name = serializers.CharField()
-    label = serializers.CharField()
-    data_type = serializers.CharField(default="string")
-    description = serializers.CharField(allow_null=True, required=False)
-    placeholder = serializers.CharField(allow_null=True, required=False)
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-query-parameters"
-
-
-class AttackPathsQuerySerializer(BaseSerializerV1):
-    id = serializers.CharField()
-    name = serializers.CharField()
-    description = serializers.CharField()
-    provider = serializers.CharField()
-    parameters = AttackPathsQueryParameterSerializer(many=True)
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-queries"
-
-
-class AttackPathsQueryRunRequestSerializer(BaseSerializerV1):
-    id = serializers.CharField()
-    parameters = serializers.DictField(
-        child=serializers.JSONField(), allow_empty=True, required=False
-    )
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-query-run-requests"
-
-
-class AttackPathsNodeSerializer(BaseSerializerV1):
-    id = serializers.CharField()
-    labels = serializers.ListField(child=serializers.CharField())
-    properties = serializers.DictField(child=serializers.JSONField())
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-query-result-nodes"
-
-
-class AttackPathsRelationshipSerializer(BaseSerializerV1):
-    id = serializers.CharField()
-    label = serializers.CharField()
-    source = serializers.CharField()
-    target = serializers.CharField()
-    properties = serializers.DictField(child=serializers.JSONField())
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-query-result-relationships"
-
-
-class AttackPathsQueryResultSerializer(BaseSerializerV1):
-    nodes = AttackPathsNodeSerializer(many=True)
-    relationships = AttackPathsRelationshipSerializer(many=True)
-
-    class JSONAPIMeta:
-        resource_name = "attack-paths-query-results"
-
-
 class ResourceTagSerializer(RLSSerializer):
    """
    Serializer for the ResourceTag model
@@ -1279,7 +1177,6 @@ class ResourceSerializer(RLSSerializer):
            "metadata",
            "details",
            "partition",
-            "groups",
        ]
        extra_kwargs = {
            "id": {"read_only": True},
@@ -1288,7 +1185,6 @@ class ResourceSerializer(RLSSerializer):
            "metadata": {"read_only": True},
            "details": {"read_only": True},
            "partition": {"read_only": True},
-            "groups": {"read_only": True},
        }

    included_serializers = {
@@ -1382,7 +1278,6 @@ class ResourceMetadataSerializer(BaseSerializerV1):
    services = serializers.ListField(child=serializers.CharField(), allow_empty=True)
    regions = serializers.ListField(child=serializers.CharField(), allow_empty=True)
    types = serializers.ListField(child=serializers.CharField(), allow_empty=True)
-    groups = serializers.ListField(child=serializers.CharField(), allow_empty=True)
    # Temporarily disabled until we implement tag filtering in the UI
    # tags = serializers.JSONField(help_text="Tags are described as key-value pairs.")

@@ -1409,7 +1304,6 @@ class FindingSerializer(RLSSerializer):
            "check_id",
            "check_metadata",
            "categories",
-            "resource_groups",
            "raw_result",
            "inserted_at",
            "updated_at",
@@ -1466,9 +1360,6 @@ class FindingMetadataSerializer(BaseSerializerV1):
        child=serializers.CharField(), allow_empty=True
    )
    categories = serializers.ListField(child=serializers.CharField(), allow_empty=True)
-    groups = serializers.ListField(
-        child=serializers.CharField(), allow_empty=True, required=False, default=list
-    )
    # Temporarily disabled until we implement tag filtering in the UI
    # tags = serializers.JSONField(help_text="Tags are described as key-value pairs.")

@@ -2414,36 +2305,6 @@ class CategoryOverviewSerializer(BaseSerializerV1):
        resource_name = "category-overviews"


-class ResourceGroupOverviewSerializer(BaseSerializerV1):
-    """Serializer for resource group overview aggregations."""
-
-    id = serializers.CharField(source="resource_group")
-    total_findings = serializers.IntegerField()
-    failed_findings = serializers.IntegerField()
-    new_failed_findings = serializers.IntegerField()
-    resources_count = serializers.IntegerField()
-    severity = serializers.JSONField(
-        help_text="Severity breakdown: {informational, low, medium, high, critical}"
-    )
-
-    class JSONAPIMeta:
-        resource_name = "resource-group-overviews"
-
-
-class ComplianceWatchlistOverviewSerializer(BaseSerializerV1):
-    """Serializer for compliance watchlist overview with FAIL-dominant aggregation."""
-
-    id = serializers.CharField(source="compliance_id")
-    compliance_id = serializers.CharField()
-    requirements_passed = serializers.IntegerField()
-    requirements_failed = serializers.IntegerField()
-    requirements_manual = serializers.IntegerField()
-    total_requirements = serializers.IntegerField()
-
-    class JSONAPIMeta:
-        resource_name = "compliance-watchlist-overviews"
-
-
 class OverviewRegionSerializer(serializers.Serializer):
    id = serializers.SerializerMethodField()
    provider_type = serializers.CharField()
@@ -2573,6 +2434,28 @@ class BaseWriteIntegrationSerializer(BaseWriteSerializer):
                    )
            config_serializer = SecurityHubConfigSerializer
            credentials_serializers = [AWSCredentialSerializer]
+        elif integration_type == Integration.IntegrationChoices.GITHUB:
+            if providers:
+                raise serializers.ValidationError(
+                    {
+                        "providers": "Relationship field is not accepted. This integration applies to all providers."
+                    }
+                )
+            if configuration:
+                raise serializers.ValidationError(
+                    {
+                        "configuration": "This integration does not support custom configuration."
+                    }
+                )
+            config_serializer = GitHubConfigSerializer
+            # Create non-editable configuration for GitHub integration
+            configuration.update(
+                {
+                    "repositories": {},
+                    "owner": credentials.get("owner", ""),
+                }
+            )
+            credentials_serializers = [GitHubCredentialSerializer]
        elif integration_type == Integration.IntegrationChoices.JIRA:
            if providers:
                raise serializers.ValidationError(
@@ -2660,7 +2543,11 @@ class IntegrationSerializer(RLSSerializer):
                for provider in representation["providers"]
                if provider["id"] in allowed_provider_ids
            ]
-        if instance.integration_type == Integration.IntegrationChoices.JIRA:
+        if instance.integration_type == Integration.IntegrationChoices.GITHUB:
+            representation["configuration"].update(
+                {"owner": instance.credentials.get("owner", "")}
+            )
+        elif instance.integration_type == Integration.IntegrationChoices.JIRA:
            representation["configuration"].update(
                {"domain": instance.credentials.get("domain")}
            )
@@ -2807,6 +2694,51 @@ class IntegrationUpdateSerializer(BaseWriteIntegrationSerializer):
        return representation


+class IntegrationGitHubDispatchSerializer(BaseSerializerV1):
+    """
+    Serializer for dispatching findings to GitHub integration.
+    """
+
+    repository = serializers.CharField(required=True)
+    labels = serializers.ListField(
+        child=serializers.CharField(), required=False, default=list
+    )
+
+    class JSONAPIMeta:
+        resource_name = "integrations-github-dispatches"
+
+    def validate(self, attrs):
+        validated_attrs = super().validate(attrs)
+        integration_instance = Integration.objects.get(
+            id=self.context.get("integration_id")
+        )
+        if (
+            integration_instance.integration_type
+            != Integration.IntegrationChoices.GITHUB
+        ):
+            raise ValidationError(
+                {
+                    "integration_type": "The given integration is not a GitHub integration"
+                }
+            )
+
+        if not integration_instance.enabled:
+            raise ValidationError(
+                {"integration": "The given integration is not enabled"}
+            )
+
+        repository = attrs.get("repository")
+        if repository not in integration_instance.configuration.get("repositories", {}):
+            raise ValidationError(
+                {
+                    "repository": "The given repository is not available for this GitHub integration. Refresh the "
+                    "connection if this is an error."
+                }
+            )
+
+        return validated_attrs
+
+
 class IntegrationJiraDispatchSerializer(BaseSerializerV1):
    """
    Serializer for dispatching findings to JIRA integration.
@@ -3975,31 +3907,3 @@ class ThreatScoreSnapshotSerializer(RLSSerializer):
        if getattr(obj, "_aggregated", False):
            return "n/a"
        return str(obj.id)
-
-
-# Resource Events Serializers
-
-
-class ResourceEventSerializer(BaseSerializerV1):
-    """Serializer for resource events (CloudTrail modification history).
-
-    NOTE: drf-spectacular auto-generates fields[resource-events] sparse fieldsets
-    parameter in the OpenAPI schema. This endpoint does not support sparse fieldsets.
-    """
-
-    id = serializers.CharField(source="event_id")
-    event_time = serializers.DateTimeField()
-    event_name = serializers.CharField()
-    event_source = serializers.CharField()
-    actor = serializers.CharField()
-    actor_uid = serializers.CharField(allow_null=True, required=False)
-    actor_type = serializers.CharField(allow_null=True, required=False)
-    source_ip_address = serializers.CharField(allow_null=True, required=False)
-    user_agent = serializers.CharField(allow_null=True, required=False)
-    request_data = serializers.JSONField(allow_null=True, required=False)
-    response_data = serializers.JSONField(allow_null=True, required=False)
-    error_code = serializers.CharField(allow_null=True, required=False)
-    error_message = serializers.CharField(allow_null=True, required=False)
-
-    class Meta:
-        resource_name = "resource-events"
@@ -4,7 +4,6 @@ from drf_spectacular.views import SpectacularRedocView
 from rest_framework_nested import routers

 from api.v1.views import (
-    AttackPathsScanViewSet,
    ComplianceOverviewViewSet,
    CustomSAMLLoginView,
    CustomTokenObtainView,
@@ -13,6 +12,7 @@ from api.v1.views import (
    FindingViewSet,
    GithubSocialLoginView,
    GoogleSocialLoginView,
+    IntegrationGitHubViewSet,
    IntegrationJiraViewSet,
    IntegrationViewSet,
    InvitationAcceptViewSet,
@@ -54,9 +54,6 @@ router.register(r"tenants", TenantViewSet, basename="tenant")
 router.register(r"providers", ProviderViewSet, basename="provider")
 router.register(r"provider-groups", ProviderGroupViewSet, basename="providergroup")
 router.register(r"scans", ScanViewSet, basename="scan")
-router.register(
-    r"attack-paths-scans", AttackPathsScanViewSet, basename="attack-paths-scans"
-)
 router.register(r"tasks", TaskViewSet, basename="task")
 router.register(r"resources", ResourceViewSet, basename="resource")
 router.register(r"findings", FindingViewSet, basename="finding")
@@ -98,6 +95,9 @@ users_router.register(r"memberships", MembershipViewSet, basename="user-membersh
 integrations_router = routers.NestedSimpleRouter(
    router, r"integrations", lookup="integration"
 )
+integrations_router.register(
+    r"github", IntegrationGitHubViewSet, basename="integration-github"
+)
 integrations_router.register(
    r"jira", IntegrationJiraViewSet, basename="integration-jira"
 )
@@ -1,7 +1,6 @@
 import warnings

 from celery import Celery, Task
-
 from config.env import env

 # Suppress specific warnings from django-rest-auth: https://github.com/iMerica/dj-rest-auth/issues/684
@@ -276,7 +276,7 @@ FINDINGS_MAX_DAYS_IN_RANGE = env.int("DJANGO_FINDINGS_MAX_DAYS_IN_RANGE", 7)
 DJANGO_TMP_OUTPUT_DIRECTORY = env.str(
    "DJANGO_TMP_OUTPUT_DIRECTORY", "/tmp/prowler_api_output"
 )
-DJANGO_FINDINGS_BATCH_SIZE = env.int("DJANGO_FINDINGS_BATCH_SIZE", 1000)
+DJANGO_FINDINGS_BATCH_SIZE = env.str("DJANGO_FINDINGS_BATCH_SIZE", 1000)

 DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET = env.str("DJANGO_OUTPUT_S3_AWS_OUTPUT_BUCKET", "")
 DJANGO_OUTPUT_S3_AWS_ACCESS_KEY_ID = env.str("DJANGO_OUTPUT_S3_AWS_ACCESS_KEY_ID", "")
@@ -44,12 +44,6 @@ DATABASES = {
        "HOST": env("POSTGRES_REPLICA_HOST", default=default_db_host),
        "PORT": env("POSTGRES_REPLICA_PORT", default=default_db_port),
    },
-    "neo4j": {
-        "HOST": env.str("NEO4J_HOST", "neo4j"),
-        "PORT": env.str("NEO4J_PORT", "7687"),
-        "USER": env.str("NEO4J_USER", "neo4j"),
-        "PASSWORD": env.str("NEO4J_PASSWORD", "neo4j_password"),
-    },
 }

 DATABASES["default"] = DATABASES["prowler_user"]
@@ -45,12 +45,6 @@ DATABASES = {
        "HOST": env("POSTGRES_REPLICA_HOST", default=default_db_host),
        "PORT": env("POSTGRES_REPLICA_PORT", default=default_db_port),
    },
-    "neo4j": {
-        "HOST": env.str("NEO4J_HOST"),
-        "PORT": env.str("NEO4J_PORT"),
-        "USER": env.str("NEO4J_USER"),
-        "PASSWORD": env.str("NEO4J_PASSWORD"),
-    },
 }

 DATABASES["default"] = DATABASES["prowler_user"]
@@ -1,11 +1,8 @@
 import logging
-from types import SimpleNamespace
-
 from datetime import datetime, timedelta, timezone
 from unittest.mock import MagicMock, patch

 import pytest
-
 from allauth.socialaccount.models import SocialLogin
 from django.conf import settings
 from django.db import connection as django_connection
@@ -14,14 +11,13 @@ from django.urls import reverse
 from django_celery_results.models import TaskResult
 from rest_framework import status
 from rest_framework.test import APIClient
-
-from api.attack_paths import (
-    AttackPathsQueryDefinition,
-    AttackPathsQueryParameterDefinition,
+from tasks.jobs.backfill import (
+    backfill_resource_scan_summaries,
+    backfill_scan_category_summaries,
 )
+
 from api.db_utils import rls_transaction
 from api.models import (
-    AttackPathsScan,
    AttackSurfaceOverview,
    ComplianceOverview,
    ComplianceRequirementOverview,
@@ -34,7 +30,6 @@ from api.models import (
    MuteRule,
    Processor,
    Provider,
-    ProviderComplianceScore,
    ProviderGroup,
    ProviderSecret,
    Resource,
@@ -45,13 +40,11 @@ from api.models import (
    SAMLDomainIndex,
    Scan,
    ScanCategorySummary,
-    ScanGroupSummary,
    ScanSummary,
    StateChoices,
    StatusChoices,
    Task,
    TenantAPIKey,
-    TenantComplianceSummary,
    User,
    UserRoleRelationship,
 )
@@ -59,11 +52,6 @@ from api.rls import Tenant
 from api.v1.serializers import TokenSerializer
 from prowler.lib.check.models import Severity
 from prowler.lib.outputs.finding import Status
-from tasks.jobs.backfill import (
-    backfill_resource_scan_summaries,
-    backfill_scan_category_summaries,
-    backfill_scan_resource_group_summaries,
-)

 TODAY = str(datetime.today().date())
 API_JSON_CONTENT_TYPE = "application/vnd.api+json"
@@ -176,20 +164,22 @@ def create_test_user_rbac_no_roles(django_db_setup, django_db_blocker, tenants_f


@pytest.fixture(scope="function")
-def create_test_user_rbac_limited(django_db_setup, django_db_blocker, tenants_fixture):
+def create_test_user_rbac_limited(django_db_setup, django_db_blocker):
    with django_db_blocker.unblock():
        user = User.objects.create_user(
            name="testing_limited",
            email="rbac_limited@rbac.com",
            password=TEST_PASSWORD,
        )
-        tenant = tenants_fixture[0]
+        tenant = Tenant.objects.create(
+            name="Tenant Test",
+        )
        Membership.objects.create(
            user=user,
            tenant=tenant,
            role=Membership.RoleChoices.OWNER,
        )
-        role = Role.objects.create(
+        Role.objects.create(
            name="limited",
            tenant_id=tenant.id,
            manage_users=False,
@@ -202,7 +192,7 @@ def create_test_user_rbac_limited(django_db_setup, django_db_blocker, tenants_fi
        )
        UserRoleRelationship.objects.create(
            user=user,
-            role=role,
+            role=Role.objects.get(name="limited"),
            tenant_id=tenant.id,
        )
    return user
@@ -747,7 +737,6 @@ def resources_fixture(providers_fixture):
        region="us-east-1",
        service="ec2",
        type="prowler-test",
-        groups=["compute"],
    )

    resource1.upsert_or_delete_tags(tags)
@@ -760,7 +749,6 @@ def resources_fixture(providers_fixture):
        region="eu-west-1",
        service="s3",
        type="prowler-test",
-        groups=["storage"],
    )
    resource2.upsert_or_delete_tags(tags)

@@ -772,7 +760,6 @@ def resources_fixture(providers_fixture):
        region="us-east-1",
        service="ec2",
        type="test",
-        groups=["compute"],
    )

    tags = [
@@ -1245,7 +1232,7 @@ def lighthouse_config_fixture(authenticated_client, tenants_fixture):
    return LighthouseConfiguration.objects.create(
        tenant_id=tenants_fixture[0].id,
        name="OpenAI",
-        api_key_decoded="sk-fake-test-key-for-unit-testing-only",
+        api_key_decoded="sk-test1234567890T3BlbkFJtest1234567890",
        model="gpt-4o",
        temperature=0,
        max_tokens=4000,
@@ -1394,13 +1381,11 @@ def latest_scan_finding_with_categories(
        check_id="genai_iam_check",
        check_metadata={"CheckId": "genai_iam_check"},
        categories=["gen-ai", "iam"],
-        resource_groups="ai_ml",
        first_seen_at="2024-01-02T00:00:00Z",
    )
    finding.add_resources([resource])
    backfill_resource_scan_summaries(tenant_id, str(scan.id))
    backfill_scan_category_summaries(tenant_id, str(scan.id))
-    backfill_scan_resource_group_summaries(tenant_id, str(scan.id))
    return finding


@@ -1603,104 +1588,6 @@ def mute_rules_fixture(tenants_fixture, create_test_user, findings_fixture):
    return mute_rule1, mute_rule2


-@pytest.fixture
-def create_attack_paths_scan():
-    """Factory fixture to create Attack Paths scans for tests."""
-
-    def _create(
-        provider,
-        *,
-        scan=None,
-        state=StateChoices.COMPLETED,
-        progress=0,
-        graph_database="tenant-db",
-        **extra_fields,
-    ):
-        scan_instance = scan or Scan.objects.create(
-            name=extra_fields.pop("scan_name", "Attack Paths Supporting Scan"),
-            provider=provider,
-            trigger=Scan.TriggerChoices.MANUAL,
-            state=extra_fields.pop("scan_state", StateChoices.COMPLETED),
-            tenant_id=provider.tenant_id,
-        )
-
-        payload = {
-            "tenant_id": provider.tenant_id,
-            "provider": provider,
-            "scan": scan_instance,
-            "state": state,
-            "progress": progress,
-            "graph_database": graph_database,
-        }
-        payload.update(extra_fields)
-
-        return AttackPathsScan.objects.create(**payload)
-
-    return _create
-
-
-@pytest.fixture
-def attack_paths_query_definition_factory():
-    """Factory fixture for building Attack Paths query definitions."""
-
-    def _create(**overrides):
-        cast_type = overrides.pop("cast_type", str)
-        parameters = overrides.pop(
-            "parameters",
-            [
-                AttackPathsQueryParameterDefinition(
-                    name="limit",
-                    label="Limit",
-                    cast=cast_type,
-                )
-            ],
-        )
-        definition_payload = {
-            "id": "aws-test",
-            "name": "Attack Paths Test Query",
-            "description": "Synthetic Attack Paths definition for tests.",
-            "provider": "aws",
-            "cypher": "RETURN 1",
-            "parameters": parameters,
-        }
-        definition_payload.update(overrides)
-        return AttackPathsQueryDefinition(**definition_payload)
-
-    return _create
-
-
-@pytest.fixture
-def attack_paths_graph_stub_classes():
-    """Provide lightweight graph element stubs for Attack Paths serialization tests."""
-
-    class AttackPathsNativeValue:
-        def __init__(self, value):
-            self._value = value
-
-        def to_native(self):
-            return self._value
-
-    class AttackPathsNode:
-        def __init__(self, element_id, labels, properties):
-            self.element_id = element_id
-            self.labels = labels
-            self._properties = properties
-
-    class AttackPathsRelationship:
-        def __init__(self, element_id, rel_type, start_node, end_node, properties):
-            self.element_id = element_id
-            self.type = rel_type
-            self.start_node = start_node
-            self.end_node = end_node
-            self._properties = properties
-
-    return SimpleNamespace(
-        NativeValue=AttackPathsNativeValue,
-        Node=AttackPathsNode,
-        Relationship=AttackPathsRelationship,
-    )
-
-
@pytest.fixture
 def create_attack_surface_overview():
    def _create(tenant, scan, attack_surface_type, total=10, failed=5, muted_failed=2):
@@ -1740,209 +1627,10 @@ def create_scan_category_summary():
    return _create


-@pytest.fixture(scope="function")
-def findings_with_group(scans_fixture, resources_fixture):
-    scan = scans_fixture[0]
-    resource = resources_fixture[0]
-
-    finding = Finding.objects.create(
-        tenant_id=scan.tenant_id,
-        uid="finding_with_group_1",
-        scan=scan,
-        delta=None,
-        status=Status.FAIL,
-        status_extended="test status",
-        impact=Severity.critical,
-        impact_extended="test impact",
-        severity=Severity.critical,
-        raw_result={"status": Status.FAIL},
-        check_id="storage_check",
-        check_metadata={"CheckId": "storage_check"},
-        resource_groups="storage",
-        first_seen_at="2024-01-02T00:00:00Z",
-    )
-    finding.add_resources([resource])
-    backfill_resource_scan_summaries(str(scan.tenant_id), str(scan.id))
-    return finding
-
-
-@pytest.fixture(scope="function")
-def findings_with_multiple_groups(scans_fixture, resources_fixture):
-    scan = scans_fixture[0]
-    resource1, resource2 = resources_fixture[:2]
-
-    finding1 = Finding.objects.create(
-        tenant_id=scan.tenant_id,
-        uid="finding_multi_grp_1",
-        scan=scan,
-        delta=None,
-        status=Status.FAIL,
-        status_extended="test status",
-        impact=Severity.critical,
-        impact_extended="test impact",
-        severity=Severity.critical,
-        raw_result={"status": Status.FAIL},
-        check_id="storage_check",
-        check_metadata={"CheckId": "storage_check"},
-        resource_groups="storage",
-        first_seen_at="2024-01-02T00:00:00Z",
-    )
-    finding1.add_resources([resource1])
-
-    finding2 = Finding.objects.create(
-        tenant_id=scan.tenant_id,
-        uid="finding_multi_grp_2",
-        scan=scan,
-        delta=None,
-        status=Status.FAIL,
-        status_extended="test status 2",
-        impact=Severity.high,
-        impact_extended="test impact 2",
-        severity=Severity.high,
-        raw_result={"status": Status.FAIL},
-        check_id="security_check",
-        check_metadata={"CheckId": "security_check"},
-        resource_groups="security",
-        first_seen_at="2024-01-02T00:00:00Z",
-    )
-    finding2.add_resources([resource2])
-
-    backfill_resource_scan_summaries(str(scan.tenant_id), str(scan.id))
-    return finding1, finding2
-
-
-@pytest.fixture
-def create_scan_resource_group_summary():
-    def _create(
-        tenant,
-        scan,
-        resource_group,
-        severity,
-        total_findings=10,
-        failed_findings=5,
-        new_failed_findings=2,
-        resources_count=3,
-    ):
-        return ScanGroupSummary.objects.create(
-            tenant=tenant,
-            scan=scan,
-            resource_group=resource_group,
-            severity=severity,
-            total_findings=total_findings,
-            failed_findings=failed_findings,
-            new_failed_findings=new_failed_findings,
-            resources_count=resources_count,
-        )
-
-    return _create
-
-
 def get_authorization_header(access_token: str) -> dict:
    return {"Authorization": f"Bearer {access_token}"}


-@pytest.fixture
-def provider_compliance_scores_fixture(
-    tenants_fixture, providers_fixture, scans_fixture
-):
-    """Create ProviderComplianceScore entries for compliance watchlist tests."""
-    tenant = tenants_fixture[0]
-    provider1, provider2, *_ = providers_fixture
-    scan1, _, scan3 = scans_fixture
-
-    scan1.completed_at = datetime.now(timezone.utc) - timedelta(hours=1)
-    scan1.save()
-    scan3.state = StateChoices.COMPLETED
-    scan3.completed_at = datetime.now(timezone.utc)
-    scan3.save()
-
-    scores = [
-        ProviderComplianceScore.objects.create(
-            tenant_id=tenant.id,
-            provider=provider1,
-            scan=scan1,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_1",
-            requirement_status=StatusChoices.PASS,
-            scan_completed_at=scan1.completed_at,
-        ),
-        ProviderComplianceScore.objects.create(
-            tenant_id=tenant.id,
-            provider=provider1,
-            scan=scan1,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_2",
-            requirement_status=StatusChoices.FAIL,
-            scan_completed_at=scan1.completed_at,
-        ),
-        ProviderComplianceScore.objects.create(
-            tenant_id=tenant.id,
-            provider=provider1,
-            scan=scan1,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_3",
-            requirement_status=StatusChoices.MANUAL,
-            scan_completed_at=scan1.completed_at,
-        ),
-        ProviderComplianceScore.objects.create(
-            tenant_id=tenant.id,
-            provider=provider2,
-            scan=scan3,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_1",
-            requirement_status=StatusChoices.FAIL,
-            scan_completed_at=scan3.completed_at,
-        ),
-        ProviderComplianceScore.objects.create(
-            tenant_id=tenant.id,
-            provider=provider2,
-            scan=scan3,
-            compliance_id="aws_cis_2.0",
-            requirement_id="req_2",
-            requirement_status=StatusChoices.PASS,
-            scan_completed_at=scan3.completed_at,
-        ),
-        ProviderComplianceScore.objects.create(
-            tenant_id=tenant.id,
-            provider=provider1,
-            scan=scan1,
-            compliance_id="gdpr_aws",
-            requirement_id="gdpr_req_1",
-            requirement_status=StatusChoices.PASS,
-            scan_completed_at=scan1.completed_at,
-        ),
-    ]
-
-    return scores
-
-
-@pytest.fixture
-def tenant_compliance_summary_fixture(tenants_fixture):
-    """Create TenantComplianceSummary entries for compliance watchlist tests."""
-    tenant = tenants_fixture[0]
-
-    summaries = [
-        TenantComplianceSummary.objects.create(
-            tenant_id=tenant.id,
-            compliance_id="aws_cis_2.0",
-            requirements_passed=1,
-            requirements_failed=2,
-            requirements_manual=1,
-            total_requirements=4,
-        ),
-        TenantComplianceSummary.objects.create(
-            tenant_id=tenant.id,
-            compliance_id="gdpr_aws",
-            requirements_passed=5,
-            requirements_failed=0,
-            requirements_manual=2,
-            total_requirements=7,
-        ),
-    ]
-
-    return summaries
-
-
 def pytest_collection_modifyitems(items):
    """Ensure test_rbac.py is executed first."""
    items.sort(key=lambda item: 0 if "test_rbac.py" in item.nodeid else 1)
@@ -7,7 +7,6 @@ from tasks.tasks import perform_scheduled_scan_task
 from api.db_utils import rls_transaction
 from api.exceptions import ConflictException
 from api.models import Provider, Scan, StateChoices
-from tasks.jobs.attack_paths import db_utils as attack_paths_db_utils


 def schedule_provider_scan(provider_instance: Provider):
@@ -40,12 +39,6 @@ def schedule_provider_scan(provider_instance: Provider):
            scheduled_at=datetime.now(timezone.utc),
        )

-    attack_paths_db_utils.create_attack_paths_scan(
-        tenant_id=tenant_id,
-        scan_id=str(scheduled_scan.id),
-        provider_id=provider_id,
-    )
-
    # Schedule the task
    periodic_task_instance = PeriodicTask.objects.create(
        interval=schedule,
@@ -1,7 +0,0 @@
-from tasks.jobs.attack_paths.db_utils import can_provider_run_attack_paths_scan
-from tasks.jobs.attack_paths.scan import run as attack_paths_scan
-
-__all__ = [
-    "attack_paths_scan",
-    "can_provider_run_attack_paths_scan",
-]
@@ -1,253 +0,0 @@
-# Portions of this file are based on code from the Cartography project
-# (https://github.com/cartography-cncf/cartography), which is licensed under the Apache 2.0 License.
-
-from typing import Any
-
-import aioboto3
-import boto3
-import neo4j
-
-from cartography.config import Config as CartographyConfig
-from cartography.intel import aws as cartography_aws
-from celery.utils.log import get_task_logger
-
-from api.models import (
-    AttackPathsScan as ProwlerAPIAttackPathsScan,
-    Provider as ProwlerAPIProvider,
-)
-from prowler.providers.common.provider import Provider as ProwlerSDKProvider
-from tasks.jobs.attack_paths import db_utils, utils
-
-logger = get_task_logger(__name__)
-
-
-def start_aws_ingestion(
-    neo4j_session: neo4j.Session,
-    cartography_config: CartographyConfig,
-    prowler_api_provider: ProwlerAPIProvider,
-    prowler_sdk_provider: ProwlerSDKProvider,
-    attack_paths_scan: ProwlerAPIAttackPathsScan,
-) -> dict[str, dict[str, str]]:
-    """
-    Code based on Cartography version 0.122.0, specifically on `cartography.intel.aws.__init__.py`.
-
-    For the scan progress updates:
-        - The caller of this function (`tasks.jobs.attack_paths.scan.run`) has set it to 2.
-        - When the control returns to the caller, it will be set to 95.
-    """
-
-    # Initialize variables common to all jobs
-    common_job_parameters = {
-        "UPDATE_TAG": cartography_config.update_tag,
-        "permission_relationships_file": cartography_config.permission_relationships_file,
-        "aws_guardduty_severity_threshold": cartography_config.aws_guardduty_severity_threshold,
-        "aws_cloudtrail_management_events_lookback_hours": cartography_config.aws_cloudtrail_management_events_lookback_hours,
-        "experimental_aws_inspector_batch": cartography_config.experimental_aws_inspector_batch,
-    }
-
-    boto3_session = get_boto3_session(prowler_api_provider, prowler_sdk_provider)
-    regions: list[str] = list(prowler_sdk_provider._enabled_regions)
-    requested_syncs = list(cartography_aws.RESOURCE_FUNCTIONS.keys())
-
-    sync_args = cartography_aws._build_aws_sync_kwargs(
-        neo4j_session,
-        boto3_session,
-        regions,
-        prowler_api_provider.uid,
-        cartography_config.update_tag,
-        common_job_parameters,
-    )
-
-    # Starting with sync functions
-    logger.info(f"Syncing organizations for AWS account {prowler_api_provider.uid}")
-    cartography_aws.organizations.sync(
-        neo4j_session,
-        {prowler_api_provider.alias: prowler_api_provider.uid},
-        cartography_config.update_tag,
-        common_job_parameters,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 3)
-
-    # Adding an extra field
-    common_job_parameters["AWS_ID"] = prowler_api_provider.uid
-
-    cartography_aws._autodiscover_accounts(
-        neo4j_session,
-        boto3_session,
-        prowler_api_provider.uid,
-        cartography_config.update_tag,
-        common_job_parameters,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 4)
-
-    failed_syncs = sync_aws_account(
-        prowler_api_provider, requested_syncs, sync_args, attack_paths_scan
-    )
-
-    if "permission_relationships" in requested_syncs:
-        logger.info(
-            f"Syncing function permission_relationships for AWS account {prowler_api_provider.uid}"
-        )
-        cartography_aws.RESOURCE_FUNCTIONS["permission_relationships"](**sync_args)
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 88)
-
-    if "resourcegroupstaggingapi" in requested_syncs:
-        logger.info(
-            f"Syncing function resourcegroupstaggingapi for AWS account {prowler_api_provider.uid}"
-        )
-        cartography_aws.RESOURCE_FUNCTIONS["resourcegroupstaggingapi"](**sync_args)
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 89)
-
-    logger.info(
-        f"Syncing ec2_iaminstanceprofile scoped analysis for AWS account {prowler_api_provider.uid}"
-    )
-    cartography_aws.run_scoped_analysis_job(
-        "aws_ec2_iaminstanceprofile.json",
-        neo4j_session,
-        common_job_parameters,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 90)
-
-    logger.info(
-        f"Syncing lambda_ecr analysis for AWS account {prowler_api_provider.uid}"
-    )
-    cartography_aws.run_analysis_job(
-        "aws_lambda_ecr.json",
-        neo4j_session,
-        common_job_parameters,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 91)
-
-    logger.info(f"Syncing metadata for AWS account {prowler_api_provider.uid}")
-    cartography_aws.merge_module_sync_metadata(
-        neo4j_session,
-        group_type="AWSAccount",
-        group_id=prowler_api_provider.uid,
-        synced_type="AWSAccount",
-        update_tag=cartography_config.update_tag,
-        stat_handler=cartography_aws.stat_handler,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 92)
-
-    # Removing the added extra field
-    del common_job_parameters["AWS_ID"]
-
-    logger.info(f"Syncing cleanup_job for AWS account {prowler_api_provider.uid}")
-    cartography_aws.run_cleanup_job(
-        "aws_post_ingestion_principals_cleanup.json",
-        neo4j_session,
-        common_job_parameters,
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 93)
-
-    logger.info(f"Syncing analysis for AWS account {prowler_api_provider.uid}")
-    cartography_aws._perform_aws_analysis(
-        requested_syncs, neo4j_session, common_job_parameters
-    )
-    db_utils.update_attack_paths_scan_progress(attack_paths_scan, 94)
-
-    return failed_syncs
-
-
-def get_boto3_session(
-    prowler_api_provider: ProwlerAPIProvider, prowler_sdk_provider: ProwlerSDKProvider
-) -> boto3.Session:
-    boto3_session = prowler_sdk_provider.session.current_session
-
-    aws_accounts_from_session = cartography_aws.organizations.get_aws_account_default(
-        boto3_session
-    )
-    if not aws_accounts_from_session:
-        raise Exception(
-            "No valid AWS credentials could be found. No AWS accounts can be synced."
-        )
-
-    aws_account_id_from_session = list(aws_accounts_from_session.values())[0]
-    if prowler_api_provider.uid != aws_account_id_from_session:
-        raise Exception(
-            f"Provider {prowler_api_provider.uid} doesn't match AWS account {aws_account_id_from_session}."
-        )
-
-    if boto3_session.region_name is None:
-        global_region = prowler_sdk_provider.get_global_region()
-        boto3_session._session.set_config_variable("region", global_region)
-
-    return boto3_session
-
-
-def get_aioboto3_session(boto3_session: boto3.Session) -> aioboto3.Session:
-    return aioboto3.Session(botocore_session=boto3_session._session)
-
-
-def sync_aws_account(
-    prowler_api_provider: ProwlerAPIProvider,
-    requested_syncs: list[str],
-    sync_args: dict[str, Any],
-    attack_paths_scan: ProwlerAPIAttackPathsScan,
-) -> dict[str, str]:
-    current_progress = 4  # `cartography_aws._autodiscover_accounts`
-    max_progress = (
-        87  # `cartography_aws.RESOURCE_FUNCTIONS["permission_relationships"]` - 1
-    )
-    n_steps = (
-        len(requested_syncs) - 2
-    )  # Excluding `permission_relationships` and `resourcegroupstaggingapi`
-    progress_step = (max_progress - current_progress) / n_steps
-
-    failed_syncs = {}
-
-    for func_name in requested_syncs:
-        if func_name in cartography_aws.RESOURCE_FUNCTIONS:
-            logger.info(
-                f"Syncing function {func_name} for AWS account {prowler_api_provider.uid}"
-            )
-
-            # Updating progress, not really the right place but good enough
-            current_progress += progress_step
-            db_utils.update_attack_paths_scan_progress(
-                attack_paths_scan, int(current_progress)
-            )
-
-            try:
-                # `ecr:image_layers` uses `aioboto3_session` instead of `boto3_session`
-                if func_name == "ecr:image_layers":
-                    cartography_aws.RESOURCE_FUNCTIONS[func_name](
-                        neo4j_session=sync_args.get("neo4j_session"),
-                        aioboto3_session=get_aioboto3_session(
-                            sync_args.get("boto3_session")
-                        ),
-                        regions=sync_args.get("regions"),
-                        current_aws_account_id=sync_args.get("current_aws_account_id"),
-                        update_tag=sync_args.get("update_tag"),
-                        common_job_parameters=sync_args.get("common_job_parameters"),
-                    )
-
-                # Skip permission relationships and tags for now because they rely on data already being in the graph
-                elif func_name in [
-                    "permission_relationships",
-                    "resourcegroupstaggingapi",
-                ]:
-                    continue
-
-                else:
-                    cartography_aws.RESOURCE_FUNCTIONS[func_name](**sync_args)
-
-            except Exception as e:
-                exception_message = utils.stringify_exception(
-                    e, f"Exception for AWS sync function: {func_name}"
-                )
-                failed_syncs[func_name] = exception_message
-
-                logger.warning(
-                    f"Caught exception syncing function {func_name} from AWS account {prowler_api_provider.uid}. We "
-                    "are continuing on to the next AWS sync function.",
-                )
-
-                continue
-
-        else:
-            raise ValueError(
-                f'AWS sync function "{func_name}" was specified but does not exist. Did you misspell it?'
-            )
-
-    return failed_syncs
@@ -1,168 +0,0 @@
-from datetime import datetime, timezone
-from typing import Any
-
-from django.db.models import Q
-from cartography.config import Config as CartographyConfig
-
-from api.db_utils import rls_transaction
-from api.models import (
-    AttackPathsScan as ProwlerAPIAttackPathsScan,
-    Provider as ProwlerAPIProvider,
-    StateChoices,
-)
-from tasks.jobs.attack_paths.providers import is_provider_available
-
-
-def can_provider_run_attack_paths_scan(tenant_id: str, provider_id: int) -> bool:
-    with rls_transaction(tenant_id):
-        prowler_api_provider = ProwlerAPIProvider.objects.get(id=provider_id)
-
-    return is_provider_available(prowler_api_provider.provider)
-
-
-def create_attack_paths_scan(
-    tenant_id: str,
-    scan_id: str,
-    provider_id: int,
-) -> ProwlerAPIAttackPathsScan | None:
-    if not can_provider_run_attack_paths_scan(tenant_id, provider_id):
-        return None
-
-    with rls_transaction(tenant_id):
-        attack_paths_scan = ProwlerAPIAttackPathsScan.objects.create(
-            tenant_id=tenant_id,
-            provider_id=provider_id,
-            scan_id=scan_id,
-            state=StateChoices.SCHEDULED,
-            started_at=datetime.now(tz=timezone.utc),
-        )
-        attack_paths_scan.save()
-
-    return attack_paths_scan
-
-
-def retrieve_attack_paths_scan(
-    tenant_id: str,
-    scan_id: str,
-) -> ProwlerAPIAttackPathsScan | None:
-    try:
-        with rls_transaction(tenant_id):
-            attack_paths_scan = ProwlerAPIAttackPathsScan.objects.get(
-                scan_id=scan_id,
-            )
-
-        return attack_paths_scan
-
-    except ProwlerAPIAttackPathsScan.DoesNotExist:
-        return None
-
-
-def starting_attack_paths_scan(
-    attack_paths_scan: ProwlerAPIAttackPathsScan,
-    task_id: str,
-    cartography_config: CartographyConfig,
-) -> None:
-    with rls_transaction(attack_paths_scan.tenant_id):
-        attack_paths_scan.task_id = task_id
-        attack_paths_scan.state = StateChoices.EXECUTING
-        attack_paths_scan.started_at = datetime.now(tz=timezone.utc)
-        attack_paths_scan.update_tag = cartography_config.update_tag
-        attack_paths_scan.graph_database = cartography_config.neo4j_database
-
-        attack_paths_scan.save(
-            update_fields=[
-                "task_id",
-                "state",
-                "started_at",
-                "update_tag",
-                "graph_database",
-            ]
-        )
-
-
-def finish_attack_paths_scan(
-    attack_paths_scan: ProwlerAPIAttackPathsScan,
-    state: StateChoices,
-    ingestion_exceptions: dict[str, Any],
-) -> None:
-    with rls_transaction(attack_paths_scan.tenant_id):
-        now = datetime.now(tz=timezone.utc)
-        duration = int((now - attack_paths_scan.started_at).total_seconds())
-
-        attack_paths_scan.state = state
-        attack_paths_scan.progress = 100
-        attack_paths_scan.completed_at = now
-        attack_paths_scan.duration = duration
-        attack_paths_scan.ingestion_exceptions = ingestion_exceptions
-
-        attack_paths_scan.save(
-            update_fields=[
-                "state",
-                "progress",
-                "completed_at",
-                "duration",
-                "ingestion_exceptions",
-            ]
-        )
-
-
-def update_attack_paths_scan_progress(
-    attack_paths_scan: ProwlerAPIAttackPathsScan,
-    progress: int,
-) -> None:
-    with rls_transaction(attack_paths_scan.tenant_id):
-        attack_paths_scan.progress = progress
-        attack_paths_scan.save(update_fields=["progress"])
-
-
-def get_old_attack_paths_scans(
-    tenant_id: str,
-    provider_id: str,
-    attack_paths_scan_id: str,
-) -> list[ProwlerAPIAttackPathsScan]:
-    """
-    An `old_attack_paths_scan` is any `completed` Attack Paths scan for the same provider,
-    with its graph database not deleted, excluding the current Attack Paths scan.
-    """
-
-    with rls_transaction(tenant_id):
-        completed_scans_qs = (
-            ProwlerAPIAttackPathsScan.objects.filter(
-                provider_id=provider_id,
-                state=StateChoices.COMPLETED,
-                is_graph_database_deleted=False,
-            )
-            .exclude(id=attack_paths_scan_id)
-            .all()
-        )
-
-        return list(completed_scans_qs)
-
-
-def update_old_attack_paths_scan(
-    old_attack_paths_scan: ProwlerAPIAttackPathsScan,
-) -> None:
-    with rls_transaction(old_attack_paths_scan.tenant_id):
-        old_attack_paths_scan.is_graph_database_deleted = True
-        old_attack_paths_scan.save(update_fields=["is_graph_database_deleted"])
-
-
-def get_provider_graph_database_names(tenant_id: str, provider_id: str) -> list[str]:
-    """
-    Return existing graph database names for a tenant/provider.
-
-    Note: For accesing the `AttackPathsScan` we need to use `all_objects` manager because the provider is soft-deleted.
-    """
-    with rls_transaction(tenant_id):
-        graph_databases_names_qs = (
-            ProwlerAPIAttackPathsScan.all_objects.filter(
-                ~Q(graph_database=""),
-                graph_database__isnull=False,
-                provider_id=provider_id,
-                is_graph_database_deleted=False,
-            )
-            .values_list("graph_database", flat=True)
-            .distinct()
-        )
-
-        return list(graph_databases_names_qs)
@@ -1,23 +0,0 @@
-AVAILABLE_PROVIDERS: list[str] = [
-    "aws",
-]
-
-ROOT_NODE_LABELS: dict[str, str] = {
-    "aws": "AWSAccount",
-}
-
-NODE_UID_FIELDS: dict[str, str] = {
-    "aws": "arn",
-}
-
-
-def is_provider_available(provider_type: str) -> bool:
-    return provider_type in AVAILABLE_PROVIDERS
-
-
-def get_root_node_label(provider_type: str) -> str:
-    return ROOT_NODE_LABELS.get(provider_type, "UnknownProviderAccount")
-
-
-def get_node_uid_field(provider_type: str) -> str:
-    return NODE_UID_FIELDS.get(provider_type, "UnknownProviderUID")
@@ -1,290 +0,0 @@
-from collections import defaultdict
-from typing import Generator
-
-import neo4j
-from cartography.client.core.tx import run_write_query
-from cartography.config import Config as CartographyConfig
-from celery.utils.log import get_task_logger
-from config.env import env
-from tasks.jobs.attack_paths.providers import get_node_uid_field, get_root_node_label
-
-from api.db_router import READ_REPLICA_ALIAS
-from api.db_utils import rls_transaction
-from api.models import Finding, Provider, ResourceFindingMapping
-from prowler.config import config as ProwlerConfig
-
-logger = get_task_logger(__name__)
-
-BATCH_SIZE = env.int("ATTACK_PATHS_FINDINGS_BATCH_SIZE", 1000)
-
-INDEX_STATEMENTS = [
-    "CREATE INDEX prowler_finding_id IF NOT EXISTS FOR (n:ProwlerFinding) ON (n.id);",
-    "CREATE INDEX prowler_finding_provider_uid IF NOT EXISTS FOR (n:ProwlerFinding) ON (n.provider_uid);",
-    "CREATE INDEX prowler_finding_lastupdated IF NOT EXISTS FOR (n:ProwlerFinding) ON (n.lastupdated);",
-    "CREATE INDEX prowler_finding_check_id IF NOT EXISTS FOR (n:ProwlerFinding) ON (n.status);",
-]
-
-INSERT_STATEMENT_TEMPLATE = """
-    MATCH (account:__ROOT_NODE_LABEL__ {id: $provider_uid})
-    UNWIND $findings_data AS finding_data
-
-    OPTIONAL MATCH (account)-->(resource_by_uid)
-        WHERE resource_by_uid.__NODE_UID_FIELD__ = finding_data.resource_uid
-    WITH account, finding_data, resource_by_uid
-
-    OPTIONAL MATCH (account)-->(resource_by_id)
-        WHERE resource_by_uid IS NULL
-            AND resource_by_id.id = finding_data.resource_uid
-    WITH account, finding_data, COALESCE(resource_by_uid, resource_by_id) AS resource
-        WHERE resource IS NOT NULL
-
-    MERGE (finding:ProwlerFinding {id: finding_data.id})
-        ON CREATE SET
-            finding.id = finding_data.id,
-            finding.uid = finding_data.uid,
-            finding.inserted_at = finding_data.inserted_at,
-            finding.updated_at = finding_data.updated_at,
-            finding.first_seen_at = finding_data.first_seen_at,
-            finding.scan_id = finding_data.scan_id,
-            finding.delta = finding_data.delta,
-            finding.status = finding_data.status,
-            finding.status_extended = finding_data.status_extended,
-            finding.severity = finding_data.severity,
-            finding.check_id = finding_data.check_id,
-            finding.check_title = finding_data.check_title,
-            finding.muted = finding_data.muted,
-            finding.muted_reason = finding_data.muted_reason,
-            finding.provider_uid = $provider_uid,
-            finding.firstseen = timestamp(),
-            finding.lastupdated = $last_updated,
-            finding._module_name = 'cartography:prowler',
-            finding._module_version = $prowler_version
-        ON MATCH SET
-            finding.status = finding_data.status,
-            finding.status_extended = finding_data.status_extended,
-            finding.lastupdated = $last_updated
-
-    MERGE (resource)-[rel:HAS_FINDING]->(finding)
-        ON CREATE SET
-            rel.provider_uid = $provider_uid,
-            rel.firstseen = timestamp(),
-            rel.lastupdated = $last_updated,
-            rel._module_name = 'cartography:prowler',
-            rel._module_version = $prowler_version
-        ON MATCH SET
-            rel.lastupdated = $last_updated
-"""
-
-CLEANUP_STATEMENT = """
-    MATCH (finding:ProwlerFinding {provider_uid: $provider_uid})
-        WHERE finding.lastupdated < $last_updated
-
-    WITH finding LIMIT $batch_size
-
-    DETACH DELETE finding
-
-    RETURN COUNT(finding) AS deleted_findings_count
-"""
-
-
-def create_indexes(neo4j_session: neo4j.Session) -> None:
-    """
-    Code based on Cartography version 0.122.0, specifically on `cartography.intel.create_indexes.run`.
-    """
-
-    logger.info("Creating indexes for Prowler Findings node types")
-    for statement in INDEX_STATEMENTS:
-        run_write_query(neo4j_session, statement)
-
-
-def analysis(
-    neo4j_session: neo4j.Session,
-    prowler_api_provider: Provider,
-    scan_id: str,
-    config: CartographyConfig,
-) -> None:
-    findings_data = get_provider_last_scan_findings(prowler_api_provider, scan_id)
-    load_findings(neo4j_session, findings_data, prowler_api_provider, config)
-    cleanup_findings(neo4j_session, prowler_api_provider, config)
-
-
-def get_provider_last_scan_findings(
-    prowler_api_provider: Provider,
-    scan_id: str,
-) -> Generator[list[dict[str, str]], None, None]:
-    """
-    Generator that yields batches of finding-resource pairs.
-
-    Two-step query approach per batch:
-    1. Paginate findings for scan (single table, indexed by scan_id)
-    2. Batch-fetch resource UIDs via mapping table (single join)
-    3. Merge and yield flat structure for Neo4j
-
-    Memory efficient: never holds more than BATCH_SIZE findings in memory.
-    """
-
-    logger.info(
-        f"Starting findings fetch for scan {scan_id} (tenant {prowler_api_provider.tenant_id}) with batch size {BATCH_SIZE}"
-    )
-
-    iteration = 0
-    last_id = None
-
-    while True:
-        iteration += 1
-
-        with rls_transaction(prowler_api_provider.tenant_id, using=READ_REPLICA_ALIAS):
-            # Use all_objects to avoid the ActiveProviderManager's implicit JOIN
-            # through Scan -> Provider (to check is_deleted=False).
-            # The provider is already validated as active in this context.
-            qs = Finding.all_objects.filter(scan_id=scan_id).order_by("id")
-            if last_id is not None:
-                qs = qs.filter(id__gt=last_id)
-
-            findings_batch = list(
-                qs.values(
-                    "id",
-                    "uid",
-                    "inserted_at",
-                    "updated_at",
-                    "first_seen_at",
-                    "scan_id",
-                    "delta",
-                    "status",
-                    "status_extended",
-                    "severity",
-                    "check_id",
-                    "check_metadata__checktitle",
-                    "muted",
-                    "muted_reason",
-                )[:BATCH_SIZE]
-            )
-
-            logger.info(
-                f"Iteration #{iteration} fetched {len(findings_batch)} findings"
-            )
-
-            if not findings_batch:
-                logger.info(
-                    f"No findings returned for iteration #{iteration}; stopping pagination"
-                )
-                break
-
-            last_id = findings_batch[-1]["id"]
-            enriched_batch = _enrich_and_flatten_batch(findings_batch)
-
-        # Yield outside the transaction
-        if enriched_batch:
-            yield enriched_batch
-
-    logger.info(f"Finished fetching findings for scan {scan_id}")
-
-
-def _enrich_and_flatten_batch(
-    findings_batch: list[dict],
-) -> list[dict[str, str]]:
-    """
-    Fetch resource UIDs for a batch of findings and return flat structure.
-
-    One finding with 3 resources becomes 3 dicts (same output format as before).
-    Must be called within an RLS transaction context.
-    """
-    finding_ids = [f["id"] for f in findings_batch]
-
-    # Single join: mapping -> resource
-    resource_mappings = ResourceFindingMapping.objects.filter(
-        finding_id__in=finding_ids
-    ).values_list("finding_id", "resource__uid")
-
-    # Build finding_id -> [resource_uids] mapping
-    finding_resources = defaultdict(list)
-    for finding_id, resource_uid in resource_mappings:
-        finding_resources[finding_id].append(resource_uid)
-
-    # Flatten: one dict per (finding, resource) pair
-    results = []
-    for f in findings_batch:
-        resource_uids = finding_resources.get(f["id"], [])
-
-        if not resource_uids:
-            continue
-
-        for resource_uid in resource_uids:
-            results.append(
-                {
-                    "resource_uid": str(resource_uid),
-                    "id": str(f["id"]),
-                    "uid": f["uid"],
-                    "inserted_at": f["inserted_at"],
-                    "updated_at": f["updated_at"],
-                    "first_seen_at": f["first_seen_at"],
-                    "scan_id": str(f["scan_id"]),
-                    "delta": f["delta"],
-                    "status": f["status"],
-                    "status_extended": f["status_extended"],
-                    "severity": f["severity"],
-                    "check_id": str(f["check_id"]),
-                    "check_title": f["check_metadata__checktitle"],
-                    "muted": f["muted"],
-                    "muted_reason": f["muted_reason"],
-                }
-            )
-
-    return results
-
-
-def load_findings(
-    neo4j_session: neo4j.Session,
-    findings_batches: Generator[list[dict[str, str]], None, None],
-    prowler_api_provider: Provider,
-    config: CartographyConfig,
-) -> None:
-    replacements = {
-        "__ROOT_NODE_LABEL__": get_root_node_label(prowler_api_provider.provider),
-        "__NODE_UID_FIELD__": get_node_uid_field(prowler_api_provider.provider),
-    }
-    query = INSERT_STATEMENT_TEMPLATE
-    for replace_key, replace_value in replacements.items():
-        query = query.replace(replace_key, replace_value)
-
-    parameters = {
-        "provider_uid": str(prowler_api_provider.uid),
-        "last_updated": config.update_tag,
-        "prowler_version": ProwlerConfig.prowler_version,
-    }
-
-    batch_num = 0
-    total_records = 0
-    for batch in findings_batches:
-        batch_num += 1
-        batch_size = len(batch)
-        total_records += batch_size
-
-        parameters["findings_data"] = batch
-
-        logger.info(f"Loading findings batch {batch_num} ({batch_size} records)")
-        neo4j_session.run(query, parameters)
-
-    logger.info(f"Finished loading {total_records} records in {batch_num} batches")
-
-
-def cleanup_findings(
-    neo4j_session: neo4j.Session,
-    prowler_api_provider: Provider,
-    config: CartographyConfig,
-) -> None:
-    parameters = {
-        "provider_uid": str(prowler_api_provider.uid),
-        "last_updated": config.update_tag,
-        "batch_size": BATCH_SIZE,
-    }
-
-    batch = 1
-    deleted_count = 1
-    while deleted_count > 0:
-        logger.info(f"Cleaning findings batch {batch}")
-
-        result = neo4j_session.run(CLEANUP_STATEMENT, parameters)
-
-        deleted_count = result.single().get("deleted_findings_count", 0)
-        batch += 1
@@ -1,197 +0,0 @@
-import logging
-import time
-import asyncio
-
-from typing import Any, Callable
-
-from cartography.config import Config as CartographyConfig
-from cartography.intel import analysis as cartography_analysis
-from cartography.intel import create_indexes as cartography_create_indexes
-from cartography.intel import ontology as cartography_ontology
-from celery.utils.log import get_task_logger
-
-from api.attack_paths import database as graph_database
-from api.db_utils import rls_transaction
-from api.models import (
-    Provider as ProwlerAPIProvider,
-    StateChoices,
-)
-from api.utils import initialize_prowler_provider
-from tasks.jobs.attack_paths import aws, db_utils, prowler, utils
-
-# Without this Celery goes crazy with Cartography logging
-logging.getLogger("cartography").setLevel(logging.ERROR)
-logging.getLogger("neo4j").propagate = False
-
-logger = get_task_logger(__name__)
-
-CARTOGRAPHY_INGESTION_FUNCTIONS: dict[str, Callable] = {
-    "aws": aws.start_aws_ingestion,
-}
-
-
-def get_cartography_ingestion_function(provider_type: str) -> Callable | None:
-    return CARTOGRAPHY_INGESTION_FUNCTIONS.get(provider_type)
-
-
-def run(tenant_id: str, scan_id: str, task_id: str) -> dict[str, Any]:
-    """
-    Code based on Cartography version 0.122.0, specifically on `cartography.cli.main`, `cartography.cli.CLI.main`,
-    `cartography.sync.run_with_config` and `cartography.sync.Sync.run`.
-    """
-    ingestion_exceptions = {}  # This will hold any exceptions raised during ingestion
-
-    # Prowler necessary objects
-    with rls_transaction(tenant_id):
-        prowler_api_provider = ProwlerAPIProvider.objects.get(scan__pk=scan_id)
-        prowler_sdk_provider = initialize_prowler_provider(prowler_api_provider)
-
-    # Attack Paths Scan necessary objects
-    cartography_ingestion_function = get_cartography_ingestion_function(
-        prowler_api_provider.provider
-    )
-    attack_paths_scan = db_utils.retrieve_attack_paths_scan(tenant_id, scan_id)
-
-    # Checks before starting the scan
-    if not cartography_ingestion_function:
-        ingestion_exceptions = {
-            "global_error": f"Provider {prowler_api_provider.provider} is not supported for Attack Paths scans"
-        }
-        if attack_paths_scan:
-            db_utils.finish_attack_paths_scan(
-                attack_paths_scan, StateChoices.COMPLETED, ingestion_exceptions
-            )
-
-        logger.warning(
-            f"Provider {prowler_api_provider.provider} is not supported for Attack Paths scans"
-        )
-        return ingestion_exceptions
-
-    else:
-        if not attack_paths_scan:
-            logger.warning(
-                f"No Attack Paths Scan found for scan {scan_id} and tenant {tenant_id}, let's create it then"
-            )
-            attack_paths_scan = db_utils.create_attack_paths_scan(
-                tenant_id, scan_id, prowler_api_provider.id
-            )
-
-    # While creating the Cartography configuration, attributes `neo4j_user` and `neo4j_password` are not really needed in this config object
-    cartography_config = CartographyConfig(
-        neo4j_uri=graph_database.get_uri(),
-        neo4j_database=graph_database.get_database_name(attack_paths_scan.id),
-        update_tag=int(time.time()),
-    )
-
-    # Starting the Attack Paths scan
-    db_utils.starting_attack_paths_scan(attack_paths_scan, task_id, cartography_config)
-
-    try:
-        logger.info(
-            f"Creating Neo4j database {cartography_config.neo4j_database} for tenant {prowler_api_provider.tenant_id}"
-        )
-
-        graph_database.create_database(cartography_config.neo4j_database)
-        db_utils.update_attack_paths_scan_progress(attack_paths_scan, 1)
-
-        logger.info(
-            f"Starting Cartography ({attack_paths_scan.id}) for "
-            f"{prowler_api_provider.provider.upper()} provider {prowler_api_provider.id}"
-        )
-        with graph_database.get_session(
-            cartography_config.neo4j_database
-        ) as neo4j_session:
-            # Indexes creation
-            cartography_create_indexes.run(neo4j_session, cartography_config)
-            prowler.create_indexes(neo4j_session)
-            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 2)
-
-            # The real scan, where iterates over cloud services
-            ingestion_exceptions = _call_within_event_loop(
-                cartography_ingestion_function,
-                neo4j_session,
-                cartography_config,
-                prowler_api_provider,
-                prowler_sdk_provider,
-                attack_paths_scan,
-            )
-
-            # Post-processing: Just keeping it to be more Cartography compliant
-            logger.info(
-                f"Syncing Cartography ontology for AWS account {prowler_api_provider.uid}"
-            )
-            cartography_ontology.run(neo4j_session, cartography_config)
-            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 95)
-
-            logger.info(
-                f"Syncing Cartography analysis for AWS account {prowler_api_provider.uid}"
-            )
-            cartography_analysis.run(neo4j_session, cartography_config)
-            db_utils.update_attack_paths_scan_progress(attack_paths_scan, 96)
-
-            # Adding Prowler nodes and relationships
-            logger.info(
-                f"Syncing Prowler analysis for AWS account {prowler_api_provider.uid}"
-            )
-            prowler.analysis(
-                neo4j_session, prowler_api_provider, scan_id, cartography_config
-            )
-
-        logger.info(
-            f"Clearing Neo4j cache for database {cartography_config.neo4j_database}"
-        )
-        graph_database.clear_cache(cartography_config.neo4j_database)
-
-        logger.info(
-            f"Completed Cartography ({attack_paths_scan.id}) for "
-            f"{prowler_api_provider.provider.upper()} provider {prowler_api_provider.id}"
-        )
-
-        # Handling databases changes
-        old_attack_paths_scans = db_utils.get_old_attack_paths_scans(
-            prowler_api_provider.tenant_id,
-            prowler_api_provider.id,
-            attack_paths_scan.id,
-        )
-        for old_attack_paths_scan in old_attack_paths_scans:
-            graph_database.drop_database(old_attack_paths_scan.graph_database)
-            db_utils.update_old_attack_paths_scan(old_attack_paths_scan)
-
-        db_utils.finish_attack_paths_scan(
-            attack_paths_scan, StateChoices.COMPLETED, ingestion_exceptions
-        )
-        return ingestion_exceptions
-
-    except Exception as e:
-        exception_message = utils.stringify_exception(e, "Cartography failed")
-        logger.error(exception_message)
-        ingestion_exceptions["global_cartography_error"] = exception_message
-
-        # Handling databases changes
-        graph_database.drop_database(cartography_config.neo4j_database)
-        db_utils.finish_attack_paths_scan(
-            attack_paths_scan, StateChoices.FAILED, ingestion_exceptions
-        )
-        raise
-
-
-def _call_within_event_loop(fn, *args, **kwargs):
-    """
-    Cartography needs a running event loop, so assuming there is none (Celery task or even regular DRF endpoint),
-    let's create a new one and set it as the current event loop for this thread.
-    """
-
-    loop = asyncio.new_event_loop()
-    try:
-        asyncio.set_event_loop(loop)
-        return fn(*args, **kwargs)
-
-    finally:
-        try:
-            loop.run_until_complete(loop.shutdown_asyncgens())
-
-        except Exception as e:
-            logger.warning(f"Failed to shutdown async generators cleanly: {e}")
-
-        loop.close()
-        asyncio.set_event_loop(None)
@@ -1,10 +0,0 @@
-import traceback
-
-from datetime import datetime, timezone
-
-
-def stringify_exception(exception: Exception, context: str) -> str:
-    timestamp = datetime.now(tz=timezone.utc)
-    exception_traceback = traceback.TracebackException.from_exception(exception)
-    traceback_string = "".join(exception_traceback.format())
-    return f"{timestamp} - {context}\n{traceback_string}"
@@ -1,40 +1,26 @@
 from collections import defaultdict
 from datetime import timedelta

-from celery.utils.log import get_task_logger
-from django.db.models import OuterRef, Subquery, Sum
+from django.db.models import Sum
 from django.utils import timezone
-from tasks.jobs.queries import (
-    COMPLIANCE_UPSERT_PROVIDER_SCORE_SQL,
-    COMPLIANCE_UPSERT_TENANT_SUMMARY_ALL_SQL,
-)
-from tasks.jobs.scan import aggregate_category_counts, aggregate_resource_group_counts
+from tasks.jobs.scan import aggregate_category_counts

-from api.db_router import READ_REPLICA_ALIAS, MainRouter
-from api.db_utils import (
-    POSTGRES_TENANT_VAR,
-    SET_CONFIG_QUERY,
-    psycopg_connection,
-    rls_transaction,
-)
+from api.db_router import READ_REPLICA_ALIAS
+from api.db_utils import rls_transaction
 from api.models import (
    ComplianceOverviewSummary,
    ComplianceRequirementOverview,
    DailySeveritySummary,
    Finding,
-    ProviderComplianceScore,
    Resource,
    ResourceFindingMapping,
    ResourceScanSummary,
    Scan,
    ScanCategorySummary,
-    ScanGroupSummary,
    ScanSummary,
    StateChoices,
 )

-logger = get_task_logger(__name__)
-

 def backfill_resource_scan_summaries(tenant_id: str, scan_id: str):
    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
@@ -355,200 +341,3 @@ def backfill_scan_category_summaries(tenant_id: str, scan_id: str):
        )

    return {"status": "backfilled", "categories_count": len(category_counts)}
-
-
-def backfill_scan_resource_group_summaries(tenant_id: str, scan_id: str):
-    """
-    Backfill ScanGroupSummary for a completed scan.
-
-    Aggregates resource group counts from all findings in the scan and creates
-    one ScanGroupSummary row per (resource_group, severity) combination.
-
-    Args:
-        tenant_id: Target tenant UUID
-        scan_id: Scan UUID to backfill
-
-    Returns:
-        dict: Status indicating whether backfill was performed
-    """
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-        if ScanGroupSummary.objects.filter(
-            tenant_id=tenant_id, scan_id=scan_id
-        ).exists():
-            return {"status": "already backfilled"}
-
-        if not Scan.objects.filter(
-            tenant_id=tenant_id,
-            id=scan_id,
-            state__in=(StateChoices.COMPLETED, StateChoices.FAILED),
-        ).exists():
-            return {"status": "scan is not completed"}
-
-        resource_group_counts: dict[tuple[str, str], dict[str, int]] = {}
-        group_resources_cache: dict[str, set] = {}
-        # Get findings with their first resource UID via annotation
-        resource_uid_subquery = ResourceFindingMapping.objects.filter(
-            finding_id=OuterRef("id"), tenant_id=tenant_id
-        ).values("resource__uid")[:1]
-
-        for finding in (
-            Finding.all_objects.filter(tenant_id=tenant_id, scan_id=scan_id)
-            .annotate(resource_uid=Subquery(resource_uid_subquery))
-            .values(
-                "resource_groups",
-                "severity",
-                "status",
-                "delta",
-                "muted",
-                "resource_uid",
-            )
-        ):
-            aggregate_resource_group_counts(
-                resource_group=finding.get("resource_groups"),
-                severity=finding.get("severity"),
-                status=finding.get("status"),
-                delta=finding.get("delta"),
-                muted=finding.get("muted", False),
-                resource_uid=finding.get("resource_uid") or "",
-                cache=resource_group_counts,
-                group_resources_cache=group_resources_cache,
-            )
-
-        if not resource_group_counts:
-            return {"status": "no resource groups to backfill"}
-
-    # Compute group-level resource counts (same value for all severity rows in a group)
-    group_resource_counts = {
-        grp: len(uids) for grp, uids in group_resources_cache.items()
-    }
-    resource_group_summaries = [
-        ScanGroupSummary(
-            tenant_id=tenant_id,
-            scan_id=scan_id,
-            resource_group=grp,
-            severity=severity,
-            total_findings=counts["total"],
-            failed_findings=counts["failed"],
-            new_failed_findings=counts["new_failed"],
-            resources_count=group_resource_counts.get(grp, 0),
-        )
-        for (grp, severity), counts in resource_group_counts.items()
-    ]
-
-    with rls_transaction(tenant_id):
-        ScanGroupSummary.objects.bulk_create(
-            resource_group_summaries, batch_size=500, ignore_conflicts=True
-        )
-
-    return {"status": "backfilled", "resource_groups_count": len(resource_group_counts)}
-
-
-def backfill_provider_compliance_scores(tenant_id: str) -> dict:
-    """
-    Backfill ProviderComplianceScore from latest completed scan per provider.
-
-    For each provider with completed scans, finds the most recent scan and
-    upserts compliance requirement statuses with FAIL-dominant aggregation.
-
-    Args:
-        tenant_id: Target tenant UUID
-
-    Returns:
-        dict: Statistics about the backfill operation
-    """
-    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-        completed_scans = Scan.all_objects.filter(
-            tenant_id=tenant_id,
-            state=StateChoices.COMPLETED,
-            completed_at__isnull=False,
-        )
-        if not completed_scans.exists():
-            return {"status": "no completed scans"}
-
-        existing_providers = set(
-            ProviderComplianceScore.objects.filter(tenant_id=tenant_id)
-            .values_list("provider_id", flat=True)
-            .distinct()
-        )
-
-        if existing_providers:
-            completed_scans = completed_scans.exclude(
-                provider_id__in=existing_providers
-            )
-
-        scan_info = list(
-            completed_scans.order_by("provider_id", "-completed_at")
-            .distinct("provider_id")
-            .values("id", "provider_id", "completed_at")
-        )
-
-        if not scan_info:
-            return {"status": "no scans to process"}
-
-    total_upserted = 0
-    providers_processed = 0
-    providers_skipped = 0
-
-    for scan in scan_info:
-        provider_id = scan["provider_id"]
-
-        scan_id = scan["id"]
-
-        try:
-            with psycopg_connection(MainRouter.default_db) as connection:
-                connection.autocommit = False
-                try:
-                    with connection.cursor() as cursor:
-                        cursor.execute(
-                            SET_CONFIG_QUERY, [POSTGRES_TENANT_VAR, tenant_id]
-                        )
-                        cursor.execute(
-                            COMPLIANCE_UPSERT_PROVIDER_SCORE_SQL,
-                            [tenant_id, str(scan_id)],
-                        )
-                        upserted = cursor.rowcount
-                    connection.commit()
-                    total_upserted += upserted
-                    providers_processed += 1
-                except Exception:
-                    connection.rollback()
-                    raise
-        except Exception as e:
-            providers_skipped += 1
-            logger.exception(
-                "Error backfilling provider %s for tenant %s: %s",
-                provider_id,
-                tenant_id,
-                e,
-            )
-
-    # Recalculate tenant summary after all providers are backfilled
-    if providers_processed > 0:
-        with psycopg_connection(MainRouter.default_db) as connection:
-            connection.autocommit = False
-            try:
-                with connection.cursor() as cursor:
-                    cursor.execute(SET_CONFIG_QUERY, [POSTGRES_TENANT_VAR, tenant_id])
-                    # Advisory lock to prevent race conditions
-                    cursor.execute(
-                        "SELECT pg_advisory_xact_lock(hashtext(%s))", [tenant_id]
-                    )
-                    cursor.execute(
-                        COMPLIANCE_UPSERT_TENANT_SUMMARY_ALL_SQL,
-                        [tenant_id, tenant_id],
-                    )
-                    tenant_summary_count = cursor.rowcount
-                connection.commit()
-            except Exception:
-                connection.rollback()
-                raise
-    else:
-        tenant_summary_count = 0
-
-    return {
-        "status": "backfilled",
-        "providers_processed": providers_processed,
-        "providers_skipped": providers_skipped,
-        "total_upserted": total_upserted,
-        "tenant_summary_count": tenant_summary_count,
-    }
@@ -1,19 +1,9 @@
 from celery.utils.log import get_task_logger
 from django.db import DatabaseError

-from api.attack_paths import database as graph_database
 from api.db_router import MainRouter
 from api.db_utils import batch_delete, rls_transaction
-from api.models import (
-    AttackPathsScan,
-    Finding,
-    Provider,
-    Resource,
-    Scan,
-    ScanSummary,
-    Tenant,
-)
-from tasks.jobs.attack_paths.db_utils import get_provider_graph_database_names
+from api.models import Finding, Provider, Resource, Scan, ScanSummary, Tenant

 logger = get_task_logger(__name__)

@@ -33,27 +23,16 @@ def delete_provider(tenant_id: str, pk: str):
    Raises:
        Provider.DoesNotExist: If no instance with the provided primary key exists.
    """
-    # Delete the Attack Paths' graph databases related to the provider
-    graph_database_names = get_provider_graph_database_names(tenant_id, pk)
-    try:
-        for graph_database_name in graph_database_names:
-            graph_database.drop_database(graph_database_name)
-    except graph_database.GraphDatabaseQueryException as gdb_error:
-        logger.error(f"Error deleting Provider databases: {gdb_error}")
-        raise
-
-    # Get all provider related data and delete them in batches
    with rls_transaction(tenant_id):
        instance = Provider.all_objects.get(pk=pk)
+        deletion_summary = {}
        deletion_steps = [
            ("Scan Summaries", ScanSummary.all_objects.filter(scan__provider=instance)),
            ("Findings", Finding.all_objects.filter(scan__provider=instance)),
            ("Resources", Resource.all_objects.filter(provider=instance)),
            ("Scans", Scan.all_objects.filter(provider=instance)),
-            ("AttackPathsScans", AttackPathsScan.all_objects.filter(provider=instance)),
        ]

-    deletion_summary = {}
    for step_name, queryset in deletion_steps:
        try:
            _, step_summary = batch_delete(tenant_id, queryset)
@@ -69,7 +48,6 @@ def delete_provider(tenant_id: str, pk: str):
    except DatabaseError as db_error:
        logger.error(f"Error deleting Provider: {db_error}")
        raise
-
    return deletion_summary


@@ -17,11 +17,11 @@ from prowler.lib.outputs.html.html import HTML
 from prowler.lib.outputs.ocsf.ocsf import OCSF
 from prowler.providers.aws.aws_provider import AwsProvider
 from prowler.providers.aws.lib.s3.s3 import S3
-from prowler.providers.aws.lib.security_hub.security_hub import SecurityHub
-from prowler.providers.common.models import Connection
 from prowler.providers.aws.lib.security_hub.exceptions.exceptions import (
    SecurityHubNoEnabledRegionsError,
 )
+from prowler.providers.aws.lib.security_hub.security_hub import SecurityHub
+from prowler.providers.common.models import Connection

 logger = get_task_logger(__name__)

@@ -436,6 +436,81 @@ def upload_security_hub_integration(
        return False


+def send_findings_to_github(
+    tenant_id: str,
+    integration_id: str,
+    repository: str,
+    labels: list[str],
+    finding_ids: list[str],
+):
+    with rls_transaction(tenant_id):
+        integration = Integration.objects.get(id=integration_id)
+        github_integration = initialize_prowler_integration(integration)
+
+    num_issues_created = 0
+    for finding_id in finding_ids:
+        with rls_transaction(tenant_id):
+            finding_instance = (
+                Finding.all_objects.select_related("scan__provider")
+                .prefetch_related("resources")
+                .get(id=finding_id)
+            )
+
+            # Extract resource information
+            resource = (
+                finding_instance.resources.first()
+                if finding_instance.resources.exists()
+                else None
+            )
+            resource_uid = resource.uid if resource else ""
+            resource_name = resource.name if resource else ""
+            resource_tags = {}
+            if resource and hasattr(resource, "tags"):
+                resource_tags = resource.get_tags(tenant_id)
+
+            # Get region
+            region = resource.region if resource and resource.region else ""
+
+            # Extract remediation information from check_metadata
+            check_metadata = finding_instance.check_metadata
+            remediation = check_metadata.get("remediation", {})
+            recommendation = remediation.get("recommendation", {})
+            remediation_code = remediation.get("code", {})
+
+            # Send the individual finding to GitHub
+            result = github_integration.send_finding(
+                check_id=finding_instance.check_id,
+                check_title=check_metadata.get("checktitle", ""),
+                severity=finding_instance.severity,
+                status=finding_instance.status,
+                status_extended=finding_instance.status_extended or "",
+                provider=finding_instance.scan.provider.provider,
+                region=region,
+                resource_uid=resource_uid,
+                resource_name=resource_name,
+                risk=check_metadata.get("risk", ""),
+                recommendation_text=recommendation.get("text", ""),
+                recommendation_url=recommendation.get("url", ""),
+                remediation_code_native_iac=remediation_code.get("nativeiac", ""),
+                remediation_code_terraform=remediation_code.get("terraform", ""),
+                remediation_code_cli=remediation_code.get("cli", ""),
+                remediation_code_other=remediation_code.get("other", ""),
+                resource_tags=resource_tags,
+                compliance=finding_instance.compliance or {},
+                repository=repository,
+                issue_labels=labels,
+            )
+            if result:
+                num_issues_created += 1
+            else:
+                logger.error(f"Failed to send finding {finding_id} to GitHub")
+
+    return {
+        "created_count": num_issues_created,
+        "failed_count": len(finding_ids) - num_issues_created,
+    }
+
+
 def send_findings_to_jira(
    tenant_id: str,
    integration_id: str,
@@ -1,134 +0,0 @@
-"""
-Shared SQL queries for tasks.
-
-This module centralizes raw SQL queries used across multiple task modules
-to ensure consistency and maintainability.
-"""
-
-# =============================================================================
-# COMPLIANCE SCORE QUERIES
-# =============================================================================
-
-# Upsert provider compliance scores from a scan's compliance requirements.
-# Uses FAIL-dominant aggregation: FAIL > MANUAL > PASS
-# Parameters: [tenant_id, scan_id]
-COMPLIANCE_UPSERT_PROVIDER_SCORE_SQL = """
-    INSERT INTO provider_compliance_scores
-        (id, tenant_id, provider_id, scan_id, compliance_id, requirement_id,
-         requirement_status, scan_completed_at)
-    SELECT
-        gen_random_uuid(),
-        agg.tenant_id,
-        agg.provider_id,
-        agg.scan_id,
-        agg.compliance_id,
-        agg.requirement_id,
-        agg.requirement_status,
-        agg.completed_at
-    FROM (
-        SELECT DISTINCT ON (cro.compliance_id, cro.requirement_id)
-            cro.tenant_id,
-            s.provider_id,
-            cro.scan_id,
-            cro.compliance_id,
-            cro.requirement_id,
-            (CASE
-                WHEN bool_or(cro.requirement_status = 'FAIL')
-                    OVER (PARTITION BY cro.compliance_id, cro.requirement_id) THEN 'FAIL'
-                WHEN bool_or(cro.requirement_status = 'MANUAL')
-                    OVER (PARTITION BY cro.compliance_id, cro.requirement_id) THEN 'MANUAL'
-                ELSE 'PASS'
-            END)::status as requirement_status,
-            s.completed_at
-        FROM compliance_requirements_overviews cro
-        JOIN scans s ON s.id = cro.scan_id
-        WHERE cro.tenant_id = %s AND cro.scan_id = %s
-        ORDER BY cro.compliance_id, cro.requirement_id
-    ) agg
-    ON CONFLICT (tenant_id, provider_id, compliance_id, requirement_id)
-    DO UPDATE SET
-        requirement_status = EXCLUDED.requirement_status,
-        scan_id = EXCLUDED.scan_id,
-        scan_completed_at = EXCLUDED.scan_completed_at
-    WHERE EXCLUDED.scan_completed_at > provider_compliance_scores.scan_completed_at
-"""
-
-# Upsert tenant compliance summary for specific compliance IDs.
-# Aggregates across all providers with FAIL-dominant logic at requirement level.
-# Parameters: [tenant_id, tenant_id, compliance_ids_array]
-COMPLIANCE_UPSERT_TENANT_SUMMARY_SQL = """
-    INSERT INTO tenant_compliance_summaries
-        (id, tenant_id, compliance_id,
-         requirements_passed, requirements_failed, requirements_manual,
-         total_requirements, updated_at)
-    SELECT
-        gen_random_uuid(),
-        %s as tenant_id,
-        compliance_id,
-        COUNT(*) FILTER (WHERE req_status = 'PASS') as requirements_passed,
-        COUNT(*) FILTER (WHERE req_status = 'FAIL') as requirements_failed,
-        COUNT(*) FILTER (WHERE req_status = 'MANUAL') as requirements_manual,
-        COUNT(*) as total_requirements,
-        NOW() as updated_at
-    FROM (
-        SELECT
-            compliance_id,
-            requirement_id,
-            CASE
-                WHEN bool_or(requirement_status = 'FAIL') THEN 'FAIL'
-                WHEN bool_or(requirement_status = 'MANUAL') THEN 'MANUAL'
-                ELSE 'PASS'
-            END as req_status
-        FROM provider_compliance_scores
-        WHERE tenant_id = %s AND compliance_id = ANY(%s)
-        GROUP BY compliance_id, requirement_id
-    ) req_agg
-    GROUP BY compliance_id
-    ON CONFLICT (tenant_id, compliance_id)
-    DO UPDATE SET
-        requirements_passed = EXCLUDED.requirements_passed,
-        requirements_failed = EXCLUDED.requirements_failed,
-        requirements_manual = EXCLUDED.requirements_manual,
-        total_requirements = EXCLUDED.total_requirements,
-        updated_at = NOW()
-"""
-
-# Upsert tenant compliance summary for ALL compliance IDs in tenant.
-# Used by backfill when recalculating entire tenant summary.
-# Parameters: [tenant_id, tenant_id]
-COMPLIANCE_UPSERT_TENANT_SUMMARY_ALL_SQL = """
-    INSERT INTO tenant_compliance_summaries
-        (id, tenant_id, compliance_id,
-         requirements_passed, requirements_failed, requirements_manual,
-         total_requirements, updated_at)
-    SELECT
-        gen_random_uuid(),
-        %s as tenant_id,
-        compliance_id,
-        COUNT(*) FILTER (WHERE req_status = 'PASS') as requirements_passed,
-        COUNT(*) FILTER (WHERE req_status = 'FAIL') as requirements_failed,
-        COUNT(*) FILTER (WHERE req_status = 'MANUAL') as requirements_manual,
-        COUNT(*) as total_requirements,
-        NOW() as updated_at
-    FROM (
-        SELECT
-            compliance_id,
-            requirement_id,
-            CASE
-                WHEN bool_or(requirement_status = 'FAIL') THEN 'FAIL'
-                WHEN bool_or(requirement_status = 'MANUAL') THEN 'MANUAL'
-                ELSE 'PASS'
-            END as req_status
-        FROM provider_compliance_scores
-        WHERE tenant_id = %s
-        GROUP BY compliance_id, requirement_id
-    ) req_agg
-    GROUP BY compliance_id
-    ON CONFLICT (tenant_id, compliance_id)
-    DO UPDATE SET
-        requirements_passed = EXCLUDED.requirements_passed,
-        requirements_failed = EXCLUDED.requirements_failed,
-        requirements_manual = EXCLUDED.requirements_manual,
-        total_requirements = EXCLUDED.total_requirements,
-        updated_at = NOW()
-"""
@@ -1,186 +0,0 @@
-# Base classes and data structures
-from .base import (
-    BaseComplianceReportGenerator,
-    ComplianceData,
-    RequirementData,
-    create_pdf_styles,
-    get_requirement_metadata,
-)
-
-# Chart functions
-from .charts import (
-    create_horizontal_bar_chart,
-    create_pie_chart,
-    create_radar_chart,
-    create_stacked_bar_chart,
-    create_vertical_bar_chart,
-    get_chart_color_for_percentage,
-)
-
-# Reusable components
-# Reusable components: Color helpers, Badge components, Risk component,
-# Table components, Section components
-from .components import (
-    ColumnConfig,
-    create_badge,
-    create_data_table,
-    create_findings_table,
-    create_info_table,
-    create_multi_badge_row,
-    create_risk_component,
-    create_section_header,
-    create_status_badge,
-    create_summary_table,
-    get_color_for_compliance,
-    get_color_for_risk_level,
-    get_color_for_weight,
-    get_status_color,
-)
-
-# Framework configuration: Main configuration, Color constants, ENS colors,
-# NIS2 colors, Chart colors, ENS constants, Section constants, Layout constants
-from .config import (
-    CHART_COLOR_BLUE,
-    CHART_COLOR_GREEN_1,
-    CHART_COLOR_GREEN_2,
-    CHART_COLOR_ORANGE,
-    CHART_COLOR_RED,
-    CHART_COLOR_YELLOW,
-    COL_WIDTH_LARGE,
-    COL_WIDTH_MEDIUM,
-    COL_WIDTH_SMALL,
-    COL_WIDTH_XLARGE,
-    COL_WIDTH_XXLARGE,
-    COLOR_BG_BLUE,
-    COLOR_BG_LIGHT_BLUE,
-    COLOR_BLUE,
-    COLOR_DARK_GRAY,
-    COLOR_ENS_ALTO,
-    COLOR_ENS_BAJO,
-    COLOR_ENS_MEDIO,
-    COLOR_ENS_OPCIONAL,
-    COLOR_GRAY,
-    COLOR_HIGH_RISK,
-    COLOR_LIGHT_BLUE,
-    COLOR_LIGHT_GRAY,
-    COLOR_LIGHTER_BLUE,
-    COLOR_LOW_RISK,
-    COLOR_MEDIUM_RISK,
-    COLOR_NIS2_PRIMARY,
-    COLOR_NIS2_SECONDARY,
-    COLOR_PROWLER_DARK_GREEN,
-    COLOR_SAFE,
-    COLOR_WHITE,
-    DIMENSION_KEYS,
-    DIMENSION_MAPPING,
-    DIMENSION_NAMES,
-    ENS_NIVEL_ORDER,
-    ENS_TIPO_ORDER,
-    FRAMEWORK_REGISTRY,
-    NIS2_SECTION_TITLES,
-    NIS2_SECTIONS,
-    PADDING_LARGE,
-    PADDING_MEDIUM,
-    PADDING_SMALL,
-    PADDING_XLARGE,
-    THREATSCORE_SECTIONS,
-    TIPO_ICONS,
-    FrameworkConfig,
-    get_framework_config,
-)
-
-# Framework-specific generators
-from .ens import ENSReportGenerator
-from .nis2 import NIS2ReportGenerator
-from .threatscore import ThreatScoreReportGenerator
-
-__all__ = [
-    # Base classes
-    "BaseComplianceReportGenerator",
-    "ComplianceData",
-    "RequirementData",
-    "create_pdf_styles",
-    "get_requirement_metadata",
-    # Framework-specific generators
-    "ThreatScoreReportGenerator",
-    "ENSReportGenerator",
-    "NIS2ReportGenerator",
-    # Configuration
-    "FrameworkConfig",
-    "FRAMEWORK_REGISTRY",
-    "get_framework_config",
-    # Color constants
-    "COLOR_BLUE",
-    "COLOR_LIGHT_BLUE",
-    "COLOR_LIGHTER_BLUE",
-    "COLOR_BG_BLUE",
-    "COLOR_BG_LIGHT_BLUE",
-    "COLOR_GRAY",
-    "COLOR_LIGHT_GRAY",
-    "COLOR_DARK_GRAY",
-    "COLOR_WHITE",
-    "COLOR_HIGH_RISK",
-    "COLOR_MEDIUM_RISK",
-    "COLOR_LOW_RISK",
-    "COLOR_SAFE",
-    "COLOR_PROWLER_DARK_GREEN",
-    "COLOR_ENS_ALTO",
-    "COLOR_ENS_MEDIO",
-    "COLOR_ENS_BAJO",
-    "COLOR_ENS_OPCIONAL",
-    "COLOR_NIS2_PRIMARY",
-    "COLOR_NIS2_SECONDARY",
-    "CHART_COLOR_BLUE",
-    "CHART_COLOR_GREEN_1",
-    "CHART_COLOR_GREEN_2",
-    "CHART_COLOR_YELLOW",
-    "CHART_COLOR_ORANGE",
-    "CHART_COLOR_RED",
-    # ENS constants
-    "DIMENSION_MAPPING",
-    "DIMENSION_NAMES",
-    "DIMENSION_KEYS",
-    "ENS_NIVEL_ORDER",
-    "ENS_TIPO_ORDER",
-    "TIPO_ICONS",
-    # Section constants
-    "THREATSCORE_SECTIONS",
-    "NIS2_SECTIONS",
-    "NIS2_SECTION_TITLES",
-    # Layout constants
-    "COL_WIDTH_SMALL",
-    "COL_WIDTH_MEDIUM",
-    "COL_WIDTH_LARGE",
-    "COL_WIDTH_XLARGE",
-    "COL_WIDTH_XXLARGE",
-    "PADDING_SMALL",
-    "PADDING_MEDIUM",
-    "PADDING_LARGE",
-    "PADDING_XLARGE",
-    # Color helpers
-    "get_color_for_risk_level",
-    "get_color_for_weight",
-    "get_color_for_compliance",
-    "get_status_color",
-    # Badge components
-    "create_badge",
-    "create_status_badge",
-    "create_multi_badge_row",
-    # Risk component
-    "create_risk_component",
-    # Table components
-    "create_info_table",
-    "create_data_table",
-    "create_findings_table",
-    "ColumnConfig",
-    # Section components
-    "create_section_header",
-    "create_summary_table",
-    # Chart functions
-    "get_chart_color_for_percentage",
-    "create_vertical_bar_chart",
-    "create_horizontal_bar_chart",
-    "create_radar_chart",
-    "create_pie_chart",
-    "create_stacked_bar_chart",
-]
@@ -1,911 +0,0 @@
-import gc
-import os
-from abc import ABC, abstractmethod
-from dataclasses import dataclass, field
-from typing import Any
-
-from celery.utils.log import get_task_logger
-from reportlab.lib.enums import TA_CENTER
-from reportlab.lib.pagesizes import letter
-from reportlab.lib.styles import ParagraphStyle, getSampleStyleSheet
-from reportlab.lib.units import inch
-from reportlab.pdfbase import pdfmetrics
-from reportlab.pdfbase.ttfonts import TTFont
-from reportlab.pdfgen import canvas
-from reportlab.platypus import Image, PageBreak, Paragraph, SimpleDocTemplate, Spacer
-from tasks.jobs.threatscore_utils import (
-    _aggregate_requirement_statistics_from_database,
-    _calculate_requirements_data_from_statistics,
-    _load_findings_for_requirement_checks,
-)
-
-from api.db_router import READ_REPLICA_ALIAS
-from api.db_utils import rls_transaction
-from api.models import Provider, StatusChoices
-from api.utils import initialize_prowler_provider
-from prowler.lib.check.compliance_models import Compliance
-from prowler.lib.outputs.finding import Finding as FindingOutput
-
-from .components import (
-    ColumnConfig,
-    create_data_table,
-    create_info_table,
-    create_status_badge,
-)
-from .config import (
-    COLOR_BG_BLUE,
-    COLOR_BG_LIGHT_BLUE,
-    COLOR_BLUE,
-    COLOR_BORDER_GRAY,
-    COLOR_GRAY,
-    COLOR_LIGHT_BLUE,
-    COLOR_LIGHTER_BLUE,
-    COLOR_PROWLER_DARK_GREEN,
-    PADDING_LARGE,
-    PADDING_SMALL,
-    FrameworkConfig,
-)
-
-logger = get_task_logger(__name__)
-
-# Register fonts (done once at module load)
-_fonts_registered: bool = False
-
-
-def _register_fonts() -> None:
-    """Register custom fonts for PDF generation.
-
-    Uses a module-level flag to ensure fonts are only registered once,
-    avoiding duplicate registration errors from reportlab.
-    """
-    global _fonts_registered
-    if _fonts_registered:
-        return
-
-    fonts_dir = os.path.join(os.path.dirname(__file__), "../../assets/fonts")
-
-    pdfmetrics.registerFont(
-        TTFont(
-            "PlusJakartaSans",
-            os.path.join(fonts_dir, "PlusJakartaSans-Regular.ttf"),
-        )
-    )
-
-    pdfmetrics.registerFont(
-        TTFont(
-            "FiraCode",
-            os.path.join(fonts_dir, "FiraCode-Regular.ttf"),
-        )
-    )
-
-    _fonts_registered = True
-
-
-# =============================================================================
-# Data Classes
-# =============================================================================
-
-
-@dataclass
-class RequirementData:
-    """Data for a single compliance requirement.
-
-    Attributes:
-        id: Requirement identifier
-        description: Requirement description
-        status: Compliance status (PASS, FAIL, MANUAL)
-        passed_findings: Number of passed findings
-        failed_findings: Number of failed findings
-        total_findings: Total number of findings
-        checks: List of check IDs associated with this requirement
-        attributes: Framework-specific requirement attributes
-    """
-
-    id: str
-    description: str
-    status: str
-    passed_findings: int = 0
-    failed_findings: int = 0
-    total_findings: int = 0
-    checks: list[str] = field(default_factory=list)
-    attributes: Any = None
-
-
-@dataclass
-class ComplianceData:
-    """Aggregated compliance data for report generation.
-
-    This dataclass holds all the data needed to generate a compliance report,
-    including compliance framework metadata, requirements, and findings.
-
-    Attributes:
-        tenant_id: Tenant identifier
-        scan_id: Scan identifier
-        provider_id: Provider identifier
-        compliance_id: Compliance framework identifier
-        framework: Framework name (e.g., "CIS", "ENS")
-        name: Full compliance framework name
-        version: Framework version
-        description: Framework description
-        requirements: List of RequirementData objects
-        attributes_by_requirement_id: Mapping of requirement IDs to their attributes
-        findings_by_check_id: Mapping of check IDs to their findings
-        provider_obj: Provider model object
-        prowler_provider: Initialized Prowler provider
-    """
-
-    tenant_id: str
-    scan_id: str
-    provider_id: str
-    compliance_id: str
-    framework: str
-    name: str
-    version: str
-    description: str
-    requirements: list[RequirementData] = field(default_factory=list)
-    attributes_by_requirement_id: dict[str, dict] = field(default_factory=dict)
-    findings_by_check_id: dict[str, list[FindingOutput]] = field(default_factory=dict)
-    provider_obj: Provider | None = None
-    prowler_provider: Any = None
-
-
-def get_requirement_metadata(
-    requirement_id: str,
-    attributes_by_requirement_id: dict[str, dict],
-) -> Any | None:
-    """Get the first requirement metadata object from attributes.
-
-    This helper function extracts the requirement metadata (req_attributes)
-    from the attributes dictionary. It's a common pattern used across all
-    report generators.
-
-    Args:
-        requirement_id: The requirement ID to look up.
-        attributes_by_requirement_id: Mapping of requirement IDs to their attributes.
-
-    Returns:
-        The first requirement attribute object, or None if not found.
-
-    Example:
-        >>> meta = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
-        >>> if meta:
-        ...     section = getattr(meta, "Section", "Unknown")
-    """
-    req_attrs = attributes_by_requirement_id.get(requirement_id, {})
-    meta_list = req_attrs.get("attributes", {}).get("req_attributes", [])
-    if meta_list:
-        return meta_list[0]
-    return None
-
-
-# =============================================================================
-# PDF Styles Cache
-# =============================================================================
-
-_PDF_STYLES_CACHE: dict[str, ParagraphStyle] | None = None
-
-
-def create_pdf_styles() -> dict[str, ParagraphStyle]:
-    """Create and return PDF paragraph styles used throughout the report.
-
-    Styles are cached on first call to improve performance.
-
-    Returns:
-        Dictionary containing the following styles:
-            - 'title': Title style with prowler green color
-            - 'h1': Heading 1 style with blue color and background
-            - 'h2': Heading 2 style with light blue color
-            - 'h3': Heading 3 style for sub-headings
-            - 'normal': Normal text style with left indent
-            - 'normal_center': Normal text style without indent
-    """
-    global _PDF_STYLES_CACHE
-
-    if _PDF_STYLES_CACHE is not None:
-        return _PDF_STYLES_CACHE
-
-    _register_fonts()
-    styles = getSampleStyleSheet()
-
-    title_style = ParagraphStyle(
-        "CustomTitle",
-        parent=styles["Title"],
-        fontSize=24,
-        textColor=COLOR_PROWLER_DARK_GREEN,
-        spaceAfter=20,
-        fontName="PlusJakartaSans",
-        alignment=TA_CENTER,
-    )
-
-    h1 = ParagraphStyle(
-        "CustomH1",
-        parent=styles["Heading1"],
-        fontSize=18,
-        textColor=COLOR_BLUE,
-        spaceBefore=20,
-        spaceAfter=12,
-        fontName="PlusJakartaSans",
-        leftIndent=0,
-        borderWidth=2,
-        borderColor=COLOR_BLUE,
-        borderPadding=PADDING_LARGE,
-        backColor=COLOR_BG_BLUE,
-    )
-
-    h2 = ParagraphStyle(
-        "CustomH2",
-        parent=styles["Heading2"],
-        fontSize=14,
-        textColor=COLOR_LIGHT_BLUE,
-        spaceBefore=15,
-        spaceAfter=8,
-        fontName="PlusJakartaSans",
-        leftIndent=10,
-        borderWidth=1,
-        borderColor=COLOR_BORDER_GRAY,
-        borderPadding=5,
-        backColor=COLOR_BG_LIGHT_BLUE,
-    )
-
-    h3 = ParagraphStyle(
-        "CustomH3",
-        parent=styles["Heading3"],
-        fontSize=12,
-        textColor=COLOR_LIGHTER_BLUE,
-        spaceBefore=10,
-        spaceAfter=6,
-        fontName="PlusJakartaSans",
-        leftIndent=20,
-    )
-
-    normal = ParagraphStyle(
-        "CustomNormal",
-        parent=styles["Normal"],
-        fontSize=10,
-        textColor=COLOR_GRAY,
-        spaceBefore=PADDING_SMALL,
-        spaceAfter=PADDING_SMALL,
-        leftIndent=30,
-        fontName="PlusJakartaSans",
-    )
-
-    normal_center = ParagraphStyle(
-        "CustomNormalCenter",
-        parent=styles["Normal"],
-        fontSize=10,
-        textColor=COLOR_GRAY,
-        fontName="PlusJakartaSans",
-    )
-
-    _PDF_STYLES_CACHE = {
-        "title": title_style,
-        "h1": h1,
-        "h2": h2,
-        "h3": h3,
-        "normal": normal,
-        "normal_center": normal_center,
-    }
-
-    return _PDF_STYLES_CACHE
-
-
-# =============================================================================
-# Base Report Generator
-# =============================================================================
-
-
-class BaseComplianceReportGenerator(ABC):
-    """Abstract base class for compliance PDF report generators.
-
-    This class implements the Template Method pattern, providing a common
-    structure for all compliance reports while allowing subclasses to
-    customize specific sections.
-
-    Subclasses must implement:
-        - create_executive_summary()
-        - create_charts_section()
-        - create_requirements_index()
-
-    Optionally, subclasses can override:
-        - create_cover_page()
-        - create_detailed_findings()
-        - get_footer_text()
-    """
-
-    def __init__(self, config: FrameworkConfig):
-        """Initialize the report generator.
-
-        Args:
-            config: Framework configuration
-        """
-        self.config = config
-        self.styles = create_pdf_styles()
-
-    # =========================================================================
-    # Template Method
-    # =========================================================================
-
-    def generate(
-        self,
-        tenant_id: str,
-        scan_id: str,
-        compliance_id: str,
-        output_path: str,
-        provider_id: str,
-        provider_obj: Provider | None = None,
-        requirement_statistics: dict[str, dict[str, int]] | None = None,
-        findings_cache: dict[str, list[FindingOutput]] | None = None,
-        **kwargs,
-    ) -> None:
-        """Generate the PDF compliance report.
-
-        This is the template method that orchestrates the report generation.
-        It calls abstract methods that subclasses must implement.
-
-        Args:
-            tenant_id: Tenant identifier for RLS context
-            scan_id: Scan identifier
-            compliance_id: Compliance framework identifier
-            output_path: Path where the PDF will be saved
-            provider_id: Provider identifier
-            provider_obj: Optional pre-fetched Provider object
-            requirement_statistics: Optional pre-aggregated statistics
-            findings_cache: Optional pre-loaded findings cache
-            **kwargs: Additional framework-specific arguments
-        """
-        logger.info(
-            "Generating %s report for scan %s", self.config.display_name, scan_id
-        )
-
-        try:
-            # 1. Load compliance data
-            data = self._load_compliance_data(
-                tenant_id=tenant_id,
-                scan_id=scan_id,
-                compliance_id=compliance_id,
-                provider_id=provider_id,
-                provider_obj=provider_obj,
-                requirement_statistics=requirement_statistics,
-                findings_cache=findings_cache,
-            )
-
-            # 2. Create PDF document
-            doc = self._create_document(output_path, data)
-
-            # 3. Build report elements incrementally to manage memory
-            # We collect garbage after heavy sections to prevent OOM on large reports
-            elements = []
-
-            # Cover page (lightweight)
-            elements.extend(self.create_cover_page(data))
-            elements.append(PageBreak())
-
-            # Executive summary (framework-specific)
-            elements.extend(self.create_executive_summary(data))
-
-            # Body sections (charts + requirements index)
-            # Override _build_body_sections() in subclasses to change section order
-            elements.extend(self._build_body_sections(data))
-
-            # Detailed findings - heaviest section, loads findings on-demand
-            logger.info("Building detailed findings section...")
-            elements.extend(self.create_detailed_findings(data, **kwargs))
-            gc.collect()  # Free findings data after processing
-
-            # 4. Build the PDF
-            logger.info("Building PDF document with %d elements...", len(elements))
-            self._build_pdf(doc, elements, data)
-
-            # Final cleanup
-            del elements
-            gc.collect()
-
-            logger.info("Successfully generated report at %s", output_path)
-
-        except Exception as e:
-            import traceback
-
-            tb_lineno = e.__traceback__.tb_lineno if e.__traceback__ else "unknown"
-            logger.error("Error generating report, line %s -- %s", tb_lineno, e)
-            logger.error("Full traceback:\n%s", traceback.format_exc())
-            raise
-
-    def _build_body_sections(self, data: ComplianceData) -> list:
-        """Build the body sections between executive summary and detailed findings.
-
-        Override in subclasses to change section order.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            List of ReportLab elements.
-        """
-        elements = []
-
-        # Charts section (framework-specific) - heavy on memory due to matplotlib
-        elements.extend(self.create_charts_section(data))
-        elements.append(PageBreak())
-        gc.collect()  # Free matplotlib resources
-
-        # Requirements index (framework-specific)
-        elements.extend(self.create_requirements_index(data))
-        elements.append(PageBreak())
-
-        return elements
-
-    # =========================================================================
-    # Abstract Methods (must be implemented by subclasses)
-    # =========================================================================
-
-    @abstractmethod
-    def create_executive_summary(self, data: ComplianceData) -> list:
-        """Create the executive summary section.
-
-        This section typically includes:
-        - Overall compliance score/metrics
-        - High-level statistics
-        - Critical findings summary
-
-        Args:
-            data: Aggregated compliance data
-
-        Returns:
-            List of ReportLab elements
-        """
-
-    @abstractmethod
-    def create_charts_section(self, data: ComplianceData) -> list:
-        """Create the charts and visualizations section.
-
-        This section typically includes:
-        - Compliance score charts by section
-        - Distribution charts
-        - Trend visualizations
-
-        Args:
-            data: Aggregated compliance data
-
-        Returns:
-            List of ReportLab elements
-        """
-
-    @abstractmethod
-    def create_requirements_index(self, data: ComplianceData) -> list:
-        """Create the requirements index/table of contents.
-
-        This section typically includes:
-        - Hierarchical list of requirements
-        - Status indicators
-        - Section groupings
-
-        Args:
-            data: Aggregated compliance data
-
-        Returns:
-            List of ReportLab elements
-        """
-
-    # =========================================================================
-    # Common Methods (can be overridden by subclasses)
-    # =========================================================================
-
-    def create_cover_page(self, data: ComplianceData) -> list:
-        """Create the report cover page.
-
-        Args:
-            data: Aggregated compliance data
-
-        Returns:
-            List of ReportLab elements
-        """
-        elements = []
-
-        # Prowler logo
-        logo_path = os.path.join(
-            os.path.dirname(__file__), "../../assets/img/prowler_logo.png"
-        )
-        if os.path.exists(logo_path):
-            logo = Image(logo_path, width=5 * inch, height=1 * inch)
-            elements.append(logo)
-
-        elements.append(Spacer(1, 0.5 * inch))
-
-        # Title
-        title_text = f"{self.config.display_name} Report"
-        elements.append(Paragraph(title_text, self.styles["title"]))
-        elements.append(Spacer(1, 0.5 * inch))
-
-        # Compliance info table
-        info_rows = self._build_info_rows(data, language=self.config.language)
-
-        info_table = create_info_table(
-            rows=info_rows,
-            label_width=2 * inch,
-            value_width=4 * inch,
-            normal_style=self.styles["normal_center"],
-        )
-        elements.append(info_table)
-
-        return elements
-
-    def _build_info_rows(
-        self, data: ComplianceData, language: str = "en"
-    ) -> list[tuple[str, str]]:
-        """Build the standard info rows for the cover page table.
-
-        This helper method creates the common metadata rows used in all
-        report cover pages. Subclasses can use this to maintain consistency
-        while customizing other aspects of the cover page.
-
-        Args:
-            data: Aggregated compliance data.
-            language: Language for labels ("en" or "es").
-
-        Returns:
-            List of (label, value) tuples for the info table.
-        """
-        # Labels based on language
-        labels = {
-            "en": {
-                "framework": "Framework:",
-                "id": "ID:",
-                "name": "Name:",
-                "version": "Version:",
-                "provider": "Provider:",
-                "account_id": "Account ID:",
-                "alias": "Alias:",
-                "scan_id": "Scan ID:",
-                "description": "Description:",
-            },
-            "es": {
-                "framework": "Framework:",
-                "id": "ID:",
-                "name": "Nombre:",
-                "version": "Versión:",
-                "provider": "Proveedor:",
-                "account_id": "Account ID:",
-                "alias": "Alias:",
-                "scan_id": "Scan ID:",
-                "description": "Descripción:",
-            },
-        }
-        lang_labels = labels.get(language, labels["en"])
-
-        info_rows = [
-            (lang_labels["framework"], data.framework),
-            (lang_labels["id"], data.compliance_id),
-            (lang_labels["name"], data.name),
-            (lang_labels["version"], data.version),
-        ]
-
-        # Add provider info if available
-        if data.provider_obj:
-            info_rows.append(
-                (lang_labels["provider"], data.provider_obj.provider.upper())
-            )
-            info_rows.append(
-                (lang_labels["account_id"], data.provider_obj.uid or "N/A")
-            )
-            info_rows.append((lang_labels["alias"], data.provider_obj.alias or "N/A"))
-
-        info_rows.append((lang_labels["scan_id"], data.scan_id))
-
-        if data.description:
-            info_rows.append((lang_labels["description"], data.description))
-
-        return info_rows
-
-    def create_detailed_findings(self, data: ComplianceData, **kwargs) -> list:
-        """Create the detailed findings section.
-
-        This default implementation creates a requirement-by-requirement
-        breakdown with findings tables. Subclasses can override for
-        framework-specific presentation.
-
-        This method implements on-demand loading of findings using the shared
-        findings cache to minimize database queries and memory usage.
-
-        Args:
-            data: Aggregated compliance data
-            **kwargs: Framework-specific options (e.g., only_failed)
-
-        Returns:
-            List of ReportLab elements
-        """
-        elements = []
-        only_failed = kwargs.get("only_failed", True)
-        include_manual = kwargs.get("include_manual", False)
-
-        # Filter requirements if needed
-        requirements = data.requirements
-        if only_failed:
-            # Include FAIL requirements, and optionally MANUAL if include_manual is True
-            if include_manual:
-                requirements = [
-                    r
-                    for r in requirements
-                    if r.status in (StatusChoices.FAIL, StatusChoices.MANUAL)
-                ]
-            else:
-                requirements = [
-                    r for r in requirements if r.status == StatusChoices.FAIL
-                ]
-
-        # Collect all check IDs for requirements that will be displayed
-        # This allows us to load only the findings we actually need (memory optimization)
-        check_ids_to_load = []
-        for req in requirements:
-            check_ids_to_load.extend(req.checks)
-
-        # Load findings on-demand only for the checks that will be displayed
-        # Uses the shared findings cache to avoid duplicate queries across reports
-        logger.info("Loading findings on-demand for %d requirements", len(requirements))
-        findings_by_check_id = _load_findings_for_requirement_checks(
-            data.tenant_id,
-            data.scan_id,
-            check_ids_to_load,
-            data.prowler_provider,
-            data.findings_by_check_id,  # Pass the cache to update it
-        )
-
-        for req in requirements:
-            # Requirement header
-            elements.append(
-                Paragraph(
-                    f"{req.id}: {req.description}",
-                    self.styles["h1"],
-                )
-            )
-
-            # Status badge
-            elements.append(create_status_badge(req.status))
-            elements.append(Spacer(1, 0.1 * inch))
-
-            # Findings for this requirement
-            for check_id in req.checks:
-                elements.append(Paragraph(f"Check: {check_id}", self.styles["h2"]))
-
-                findings = findings_by_check_id.get(check_id, [])
-                if not findings:
-                    elements.append(
-                        Paragraph(
-                            "- No information for this finding currently",
-                            self.styles["normal"],
-                        )
-                    )
-                else:
-                    # Create findings table
-                    findings_table = self._create_findings_table(findings)
-                    elements.append(findings_table)
-
-                elements.append(Spacer(1, 0.1 * inch))
-
-            elements.append(PageBreak())
-
-        return elements
-
-    def get_footer_text(self, page_num: int) -> tuple[str, str]:
-        """Get footer text for a page.
-
-        Args:
-            page_num: Current page number
-
-        Returns:
-            Tuple of (left_text, right_text) for the footer
-        """
-        if self.config.language == "es":
-            page_text = f"Página {page_num}"
-        else:
-            page_text = f"Page {page_num}"
-
-        return page_text, "Powered by Prowler"
-
-    # =========================================================================
-    # Private Helper Methods
-    # =========================================================================
-
-    def _load_compliance_data(
-        self,
-        tenant_id: str,
-        scan_id: str,
-        compliance_id: str,
-        provider_id: str,
-        provider_obj: Provider | None,
-        requirement_statistics: dict | None,
-        findings_cache: dict | None,
-    ) -> ComplianceData:
-        """Load and aggregate compliance data from the database.
-
-        Args:
-            tenant_id: Tenant identifier
-            scan_id: Scan identifier
-            compliance_id: Compliance framework identifier
-            provider_id: Provider identifier
-            provider_obj: Optional pre-fetched Provider
-            requirement_statistics: Optional pre-aggregated statistics
-            findings_cache: Optional pre-loaded findings
-
-        Returns:
-            Aggregated ComplianceData object
-        """
-        with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
-            # Load provider
-            if provider_obj is None:
-                provider_obj = Provider.objects.get(id=provider_id)
-
-            prowler_provider = initialize_prowler_provider(provider_obj)
-            provider_type = provider_obj.provider
-
-            # Load compliance framework
-            frameworks_bulk = Compliance.get_bulk(provider_type)
-            compliance_obj = frameworks_bulk.get(compliance_id)
-
-            if not compliance_obj:
-                raise ValueError(f"Compliance framework not found: {compliance_id}")
-
-            framework = getattr(compliance_obj, "Framework", "N/A")
-            name = getattr(compliance_obj, "Name", "N/A")
-            version = getattr(compliance_obj, "Version", "N/A")
-            description = getattr(compliance_obj, "Description", "")
-
-        # Aggregate requirement statistics
-        if requirement_statistics is None:
-            logger.info("Aggregating requirement statistics for scan %s", scan_id)
-            requirement_statistics = _aggregate_requirement_statistics_from_database(
-                tenant_id, scan_id
-            )
-        else:
-            logger.info("Reusing pre-aggregated statistics for scan %s", scan_id)
-
-        # Calculate requirements data
-        attributes_by_requirement_id, requirements_list = (
-            _calculate_requirements_data_from_statistics(
-                compliance_obj, requirement_statistics
-            )
-        )
-
-        # Convert to RequirementData objects
-        requirements = []
-        for req_dict in requirements_list:
-            req = RequirementData(
-                id=req_dict["id"],
-                description=req_dict["attributes"].get("description", ""),
-                status=req_dict["attributes"].get("status", StatusChoices.MANUAL),
-                passed_findings=req_dict["attributes"].get("passed_findings", 0),
-                failed_findings=req_dict["attributes"].get("failed_findings", 0),
-                total_findings=req_dict["attributes"].get("total_findings", 0),
-                checks=attributes_by_requirement_id.get(req_dict["id"], {})
-                .get("attributes", {})
-                .get("checks", []),
-            )
-            requirements.append(req)
-
-        return ComplianceData(
-            tenant_id=tenant_id,
-            scan_id=scan_id,
-            provider_id=provider_id,
-            compliance_id=compliance_id,
-            framework=framework,
-            name=name,
-            version=version,
-            description=description,
-            requirements=requirements,
-            attributes_by_requirement_id=attributes_by_requirement_id,
-            findings_by_check_id=findings_cache if findings_cache is not None else {},
-            provider_obj=provider_obj,
-            prowler_provider=prowler_provider,
-        )
-
-    def _create_document(
-        self, output_path: str, data: ComplianceData
-    ) -> SimpleDocTemplate:
-        """Create the PDF document template.
-
-        Args:
-            output_path: Path for the output PDF
-            data: Compliance data for metadata
-
-        Returns:
-            Configured SimpleDocTemplate
-        """
-        return SimpleDocTemplate(
-            output_path,
-            pagesize=letter,
-            title=f"{self.config.display_name} Report - {data.framework}",
-            author="Prowler",
-            subject=f"Compliance Report for {data.framework}",
-            creator="Prowler Engineering Team",
-            keywords=f"compliance,{data.framework},security,framework,prowler",
-        )
-
-    def _build_pdf(
-        self,
-        doc: SimpleDocTemplate,
-        elements: list,
-        data: ComplianceData,
-    ) -> None:
-        """Build the final PDF with footers.
-
-        Args:
-            doc: Document template
-            elements: List of ReportLab elements
-            data: Compliance data
-        """
-
-        def add_footer(
-            canvas_obj: canvas.Canvas,
-            doc_template: SimpleDocTemplate,
-        ) -> None:
-            canvas_obj.saveState()
-            width, _ = doc_template.pagesize
-            left_text, right_text = self.get_footer_text(doc_template.page)
-
-            canvas_obj.setFont("PlusJakartaSans", 9)
-            canvas_obj.setFillColorRGB(0.4, 0.4, 0.4)
-            canvas_obj.drawString(30, 20, left_text)
-
-            text_width = canvas_obj.stringWidth(right_text, "PlusJakartaSans", 9)
-            canvas_obj.drawString(width - text_width - 30, 20, right_text)
-            canvas_obj.restoreState()
-
-        doc.build(
-            elements,
-            onFirstPage=add_footer,
-            onLaterPages=add_footer,
-        )
-
-    def _create_findings_table(self, findings: list[FindingOutput]) -> Any:
-        """Create a findings table.
-
-        Args:
-            findings: List of finding objects
-
-        Returns:
-            ReportLab Table element
-        """
-
-        def get_finding_title(f):
-            metadata = getattr(f, "metadata", None)
-            if metadata:
-                return getattr(metadata, "CheckTitle", getattr(f, "check_id", ""))
-            return getattr(f, "check_id", "")
-
-        def get_resource_name(f):
-            name = getattr(f, "resource_name", "")
-            if not name:
-                name = getattr(f, "resource_uid", "")
-            return name
-
-        def get_severity(f):
-            metadata = getattr(f, "metadata", None)
-            if metadata:
-                return getattr(metadata, "Severity", "").capitalize()
-            return ""
-
-        # Convert findings to dicts for the table
-        data = []
-        for f in findings:
-            item = {
-                "title": get_finding_title(f),
-                "resource_name": get_resource_name(f),
-                "severity": get_severity(f),
-                "status": getattr(f, "status", "").upper(),
-                "region": getattr(f, "region", "global"),
-            }
-            data.append(item)
-
-        columns = [
-            ColumnConfig("Finding", 2.5 * inch, "title"),
-            ColumnConfig("Resource", 3 * inch, "resource_name"),
-            ColumnConfig("Severity", 0.9 * inch, "severity"),
-            ColumnConfig("Status", 0.9 * inch, "status"),
-            ColumnConfig("Region", 0.9 * inch, "region"),
-        ]
-
-        return create_data_table(
-            data=data,
-            columns=columns,
-            header_color=self.config.primary_color,
-            normal_style=self.styles["normal_center"],
-        )
@@ -1,404 +0,0 @@
-import gc
-import io
-import math
-from typing import Callable
-
-import matplotlib
-
-# Use non-interactive Agg backend for memory efficiency in server environments
-# This MUST be set before importing pyplot
-matplotlib.use("Agg")
-import matplotlib.pyplot as plt  # noqa: E402
-
-from .config import (  # noqa: E402
-    CHART_COLOR_BLUE,
-    CHART_COLOR_GREEN_1,
-    CHART_COLOR_GREEN_2,
-    CHART_COLOR_ORANGE,
-    CHART_COLOR_RED,
-    CHART_COLOR_YELLOW,
-    CHART_DPI_DEFAULT,
-)
-
-# Use centralized DPI setting from config
-DEFAULT_CHART_DPI = CHART_DPI_DEFAULT
-
-
-def get_chart_color_for_percentage(percentage: float) -> str:
-    """Get chart color string based on percentage.
-
-    Args:
-        percentage: Value between 0 and 100
-
-    Returns:
-        Hex color string for matplotlib
-    """
-    if percentage >= 80:
-        return CHART_COLOR_GREEN_1
-    if percentage >= 60:
-        return CHART_COLOR_GREEN_2
-    if percentage >= 40:
-        return CHART_COLOR_YELLOW
-    if percentage >= 20:
-        return CHART_COLOR_ORANGE
-    return CHART_COLOR_RED
-
-
-def create_vertical_bar_chart(
-    labels: list[str],
-    values: list[float],
-    ylabel: str = "Compliance Score (%)",
-    xlabel: str = "Section",
-    title: str | None = None,
-    color_func: Callable[[float], str] | None = None,
-    colors: list[str] | None = None,
-    figsize: tuple[int, int] = (10, 6),
-    dpi: int = DEFAULT_CHART_DPI,
-    y_limit: tuple[float, float] = (0, 100),
-    show_labels: bool = True,
-    rotation: int = 45,
-) -> io.BytesIO:
-    """Create a vertical bar chart.
-
-    Args:
-        labels: X-axis labels
-        values: Bar heights (numeric values)
-        ylabel: Y-axis label
-        xlabel: X-axis label
-        title: Optional chart title
-        color_func: Function to determine bar color based on value
-        colors: Explicit list of colors (overrides color_func)
-        figsize: Figure size (width, height) in inches
-        dpi: Resolution for output image
-        y_limit: Y-axis limits (min, max)
-        show_labels: Whether to show value labels on bars
-        rotation: X-axis label rotation angle
-
-    Returns:
-        BytesIO buffer containing the PNG image
-    """
-    if color_func is None:
-        color_func = get_chart_color_for_percentage
-
-    fig, ax = plt.subplots(figsize=figsize)
-
-    # Determine colors
-    if colors is None:
-        colors_list = [color_func(v) for v in values]
-    else:
-        colors_list = colors
-
-    bars = ax.bar(labels, values, color=colors_list)
-
-    ax.set_ylabel(ylabel, fontsize=12)
-    ax.set_xlabel(xlabel, fontsize=12)
-    ax.set_ylim(*y_limit)
-
-    if title:
-        ax.set_title(title, fontsize=14, fontweight="bold")
-
-    # Add value labels on bars
-    if show_labels:
-        for bar_item, value in zip(bars, values):
-            height = bar_item.get_height()
-            ax.text(
-                bar_item.get_x() + bar_item.get_width() / 2.0,
-                height + 1,
-                f"{value:.1f}%",
-                ha="center",
-                va="bottom",
-                fontweight="bold",
-            )
-
-    plt.xticks(rotation=rotation, ha="right")
-    ax.grid(True, alpha=0.3, axis="y")
-    plt.tight_layout()
-
-    buffer = io.BytesIO()
-    try:
-        fig.savefig(buffer, format="png", dpi=dpi, bbox_inches="tight")
-        buffer.seek(0)
-    finally:
-        plt.close(fig)
-        gc.collect()  # Force garbage collection after heavy matplotlib operation
-
-    return buffer
-
-
-def create_horizontal_bar_chart(
-    labels: list[str],
-    values: list[float],
-    xlabel: str = "Compliance (%)",
-    title: str | None = None,
-    color_func: Callable[[float], str] | None = None,
-    colors: list[str] | None = None,
-    figsize: tuple[int, int] | None = None,
-    dpi: int = DEFAULT_CHART_DPI,
-    x_limit: tuple[float, float] = (0, 100),
-    show_labels: bool = True,
-    label_fontsize: int = 16,
-) -> io.BytesIO:
-    """Create a horizontal bar chart.
-
-    Args:
-        labels: Y-axis labels (bar names)
-        values: Bar widths (numeric values)
-        xlabel: X-axis label
-        title: Optional chart title
-        color_func: Function to determine bar color based on value
-        colors: Explicit list of colors (overrides color_func)
-        figsize: Figure size (auto-calculated if None based on label count)
-        dpi: Resolution for output image
-        x_limit: X-axis limits (min, max)
-        show_labels: Whether to show value labels on bars
-        label_fontsize: Font size for y-axis labels
-
-    Returns:
-        BytesIO buffer containing the PNG image
-    """
-    if color_func is None:
-        color_func = get_chart_color_for_percentage
-
-    # Auto-calculate figure size based on number of items
-    if figsize is None:
-        figsize = (10, max(6, int(len(labels) * 0.4)))
-
-    fig, ax = plt.subplots(figsize=figsize)
-
-    # Determine colors
-    if colors is None:
-        colors_list = [color_func(v) for v in values]
-    else:
-        colors_list = colors
-
-    y_pos = range(len(labels))
-    bars = ax.barh(y_pos, values, color=colors_list)
-
-    ax.set_yticks(y_pos)
-    ax.set_yticklabels(labels, fontsize=label_fontsize)
-    ax.set_xlabel(xlabel, fontsize=14)
-    ax.set_xlim(*x_limit)
-
-    if title:
-        ax.set_title(title, fontsize=14, fontweight="bold")
-
-    # Add value labels
-    if show_labels:
-        for bar_item, value in zip(bars, values):
-            width = bar_item.get_width()
-            ax.text(
-                width + 1,
-                bar_item.get_y() + bar_item.get_height() / 2.0,
-                f"{value:.1f}%",
-                ha="left",
-                va="center",
-                fontweight="bold",
-                fontsize=10,
-            )
-
-    ax.grid(True, alpha=0.3, axis="x")
-    plt.tight_layout()
-
-    buffer = io.BytesIO()
-    try:
-        fig.savefig(buffer, format="png", dpi=dpi, bbox_inches="tight")
-        buffer.seek(0)
-    finally:
-        plt.close(fig)
-        gc.collect()  # Force garbage collection after heavy matplotlib operation
-
-    return buffer
-
-
-def create_radar_chart(
-    labels: list[str],
-    values: list[float],
-    color: str = CHART_COLOR_BLUE,
-    fill_alpha: float = 0.25,
-    figsize: tuple[int, int] = (8, 8),
-    dpi: int = DEFAULT_CHART_DPI,
-    y_limit: tuple[float, float] = (0, 100),
-    y_ticks: list[int] | None = None,
-    label_fontsize: int = 14,
-    title: str | None = None,
-) -> io.BytesIO:
-    """Create a radar/spider chart.
-
-    Args:
-        labels: Category names around the chart
-        values: Values for each category (should have same length as labels)
-        color: Line and fill color
-        fill_alpha: Transparency of the fill (0-1)
-        figsize: Figure size (width, height) in inches
-        dpi: Resolution for output image
-        y_limit: Radial axis limits (min, max)
-        y_ticks: Custom tick values for radial axis
-        label_fontsize: Font size for category labels
-        title: Optional chart title
-
-    Returns:
-        BytesIO buffer containing the PNG image
-    """
-    num_vars = len(labels)
-    angles = [n / float(num_vars) * 2 * math.pi for n in range(num_vars)]
-
-    # Close the polygon
-    values_closed = list(values) + [values[0]]
-    angles_closed = angles + [angles[0]]
-
-    fig, ax = plt.subplots(figsize=figsize, subplot_kw={"projection": "polar"})
-
-    ax.plot(angles_closed, values_closed, "o-", linewidth=2, color=color)
-    ax.fill(angles_closed, values_closed, alpha=fill_alpha, color=color)
-
-    ax.set_xticks(angles)
-    ax.set_xticklabels(labels, fontsize=label_fontsize)
-    ax.set_ylim(*y_limit)
-
-    if y_ticks is None:
-        y_ticks = [20, 40, 60, 80, 100]
-    ax.set_yticks(y_ticks)
-    ax.set_yticklabels([f"{t}%" for t in y_ticks], fontsize=12)
-
-    ax.grid(True, alpha=0.3)
-
-    if title:
-        ax.set_title(title, fontsize=14, fontweight="bold", y=1.08)
-
-    plt.tight_layout()
-
-    buffer = io.BytesIO()
-    try:
-        fig.savefig(buffer, format="png", dpi=dpi, bbox_inches="tight")
-        buffer.seek(0)
-    finally:
-        plt.close(fig)
-        gc.collect()  # Force garbage collection after heavy matplotlib operation
-
-    return buffer
-
-
-def create_pie_chart(
-    labels: list[str],
-    values: list[float],
-    colors: list[str] | None = None,
-    figsize: tuple[int, int] = (6, 6),
-    dpi: int = DEFAULT_CHART_DPI,
-    autopct: str = "%1.1f%%",
-    startangle: int = 90,
-    title: str | None = None,
-) -> io.BytesIO:
-    """Create a pie chart.
-
-    Args:
-        labels: Slice labels
-        values: Slice values
-        colors: Optional list of colors for slices
-        figsize: Figure size (width, height) in inches
-        dpi: Resolution for output image
-        autopct: Format string for percentage labels
-        startangle: Starting angle for first slice
-        title: Optional chart title
-
-    Returns:
-        BytesIO buffer containing the PNG image
-    """
-    fig, ax = plt.subplots(figsize=figsize)
-
-    _, _, autotexts = ax.pie(
-        values,
-        labels=labels,
-        colors=colors,
-        autopct=autopct,
-        startangle=startangle,
-    )
-
-    # Style the text
-    for autotext in autotexts:
-        autotext.set_fontweight("bold")
-
-    if title:
-        ax.set_title(title, fontsize=14, fontweight="bold")
-
-    plt.tight_layout()
-
-    buffer = io.BytesIO()
-    try:
-        fig.savefig(buffer, format="png", dpi=dpi, bbox_inches="tight")
-        buffer.seek(0)
-    finally:
-        plt.close(fig)
-        gc.collect()  # Force garbage collection after heavy matplotlib operation
-
-    return buffer
-
-
-def create_stacked_bar_chart(
-    labels: list[str],
-    data_series: dict[str, list[float]],
-    colors: dict[str, str] | None = None,
-    xlabel: str = "",
-    ylabel: str = "Count",
-    title: str | None = None,
-    figsize: tuple[int, int] = (10, 6),
-    dpi: int = DEFAULT_CHART_DPI,
-    rotation: int = 45,
-    show_legend: bool = True,
-) -> io.BytesIO:
-    """Create a stacked bar chart.
-
-    Args:
-        labels: X-axis labels
-        data_series: Dictionary mapping series name to list of values
-        colors: Dictionary mapping series name to color
-        xlabel: X-axis label
-        ylabel: Y-axis label
-        title: Optional chart title
-        figsize: Figure size (width, height) in inches
-        dpi: Resolution for output image
-        rotation: X-axis label rotation angle
-        show_legend: Whether to show the legend
-
-    Returns:
-        BytesIO buffer containing the PNG image
-    """
-    fig, ax = plt.subplots(figsize=figsize)
-
-    # Default colors if not provided
-    default_colors = {
-        "Pass": CHART_COLOR_GREEN_1,
-        "Fail": CHART_COLOR_RED,
-        "Manual": CHART_COLOR_YELLOW,
-    }
-    if colors is None:
-        colors = default_colors
-
-    bottom = [0] * len(labels)
-    for series_name, values in data_series.items():
-        color = colors.get(series_name, CHART_COLOR_BLUE)
-        ax.bar(labels, values, bottom=bottom, label=series_name, color=color)
-        bottom = [b + v for b, v in zip(bottom, values)]
-
-    ax.set_xlabel(xlabel, fontsize=12)
-    ax.set_ylabel(ylabel, fontsize=12)
-
-    if title:
-        ax.set_title(title, fontsize=14, fontweight="bold")
-
-    plt.xticks(rotation=rotation, ha="right")
-
-    if show_legend:
-        ax.legend()
-
-    ax.grid(True, alpha=0.3, axis="y")
-    plt.tight_layout()
-
-    buffer = io.BytesIO()
-    try:
-        fig.savefig(buffer, format="png", dpi=dpi, bbox_inches="tight")
-        buffer.seek(0)
-    finally:
-        plt.close(fig)
-        gc.collect()  # Force garbage collection after heavy matplotlib operation
-
-    return buffer
@@ -1,599 +0,0 @@
-from dataclasses import dataclass
-from typing import Any, Callable
-
-from reportlab.lib import colors
-from reportlab.lib.styles import ParagraphStyle
-from reportlab.lib.units import inch
-from reportlab.platypus import LongTable, Paragraph, Spacer, Table, TableStyle
-
-from .config import (
-    ALTERNATE_ROWS_MAX_SIZE,
-    COLOR_BLUE,
-    COLOR_BORDER_GRAY,
-    COLOR_DARK_GRAY,
-    COLOR_GRID_GRAY,
-    COLOR_HIGH_RISK,
-    COLOR_LIGHT_GRAY,
-    COLOR_LOW_RISK,
-    COLOR_MEDIUM_RISK,
-    COLOR_SAFE,
-    COLOR_WHITE,
-    LONG_TABLE_THRESHOLD,
-    PADDING_LARGE,
-    PADDING_MEDIUM,
-    PADDING_SMALL,
-    PADDING_XLARGE,
-)
-
-
-def get_color_for_risk_level(risk_level: int) -> colors.Color:
-    """
-    Get color based on risk level.
-
-    Args:
-        risk_level (int): Numeric risk level (0-5).
-
-    Returns:
-        colors.Color: Appropriate color for the risk level.
-    """
-    if risk_level >= 4:
-        return COLOR_HIGH_RISK
-    if risk_level >= 3:
-        return COLOR_MEDIUM_RISK
-    if risk_level >= 2:
-        return COLOR_LOW_RISK
-    return COLOR_SAFE
-
-
-def get_color_for_weight(weight: int) -> colors.Color:
-    """
-    Get color based on weight value.
-
-    Args:
-        weight (int): Numeric weight value.
-
-    Returns:
-        colors.Color: Appropriate color for the weight.
-    """
-    if weight > 100:
-        return COLOR_HIGH_RISK
-    if weight > 50:
-        return COLOR_LOW_RISK
-    return COLOR_SAFE
-
-
-def get_color_for_compliance(percentage: float) -> colors.Color:
-    """
-    Get color based on compliance percentage.
-
-    Args:
-        percentage (float): Compliance percentage (0-100).
-
-    Returns:
-        colors.Color: Appropriate color for the compliance level.
-    """
-    if percentage >= 80:
-        return COLOR_SAFE
-    if percentage >= 60:
-        return COLOR_LOW_RISK
-    return COLOR_HIGH_RISK
-
-
-def get_status_color(status: str) -> colors.Color:
-    """
-    Get color for a status value.
-
-    Args:
-        status (str): Status string (PASS, FAIL, MANUAL, etc.).
-
-    Returns:
-        colors.Color: Appropriate color for the status.
-    """
-    status_upper = status.upper()
-    if status_upper == "PASS":
-        return COLOR_SAFE
-    if status_upper == "FAIL":
-        return COLOR_HIGH_RISK
-    return COLOR_DARK_GRAY
-
-
-def create_badge(
-    text: str,
-    bg_color: colors.Color,
-    text_color: colors.Color = COLOR_WHITE,
-    width: float = 1.4 * inch,
-    font: str = "FiraCode",
-    font_size: int = 11,
-) -> Table:
-    """
-    Create a generic colored badge component.
-
-    Args:
-        text (str): Text to display in the badge.
-        bg_color (colors.Color): Background color.
-        text_color (colors.Color): Text color (default white).
-        width (float): Badge width in inches.
-        font (str): Font name to use.
-        font_size (int): Font size.
-
-    Returns:
-        Table: A Table object styled as a badge.
-    """
-    data = [[text]]
-    table = Table(data, colWidths=[width])
-
-    table.setStyle(
-        TableStyle(
-            [
-                ("BACKGROUND", (0, 0), (0, 0), bg_color),
-                ("TEXTCOLOR", (0, 0), (0, 0), text_color),
-                ("FONTNAME", (0, 0), (0, 0), font),
-                ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-                ("FONTSIZE", (0, 0), (-1, -1), font_size),
-                ("GRID", (0, 0), (-1, -1), 0.5, colors.black),
-                ("LEFTPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("RIGHTPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("TOPPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("BOTTOMPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-            ]
-        )
-    )
-
-    return table
-
-
-def create_status_badge(status: str) -> Table:
-    """
-    Create a PASS/FAIL/MANUAL status badge.
-
-    Args:
-        status (str): Status value (e.g., "PASS", "FAIL", "MANUAL").
-
-    Returns:
-        Table: A styled Table badge for the status.
-    """
-    status_upper = status.upper()
-    status_color = get_status_color(status_upper)
-
-    data = [["State:", status_upper]]
-    table = Table(data, colWidths=[0.6 * inch, 0.8 * inch])
-
-    table.setStyle(
-        TableStyle(
-            [
-                ("BACKGROUND", (0, 0), (0, 0), COLOR_LIGHT_GRAY),
-                ("FONTNAME", (0, 0), (0, 0), "PlusJakartaSans"),
-                ("BACKGROUND", (1, 0), (1, 0), status_color),
-                ("TEXTCOLOR", (1, 0), (1, 0), COLOR_WHITE),
-                ("FONTNAME", (1, 0), (1, 0), "FiraCode"),
-                ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-                ("FONTSIZE", (0, 0), (-1, -1), 12),
-                ("GRID", (0, 0), (-1, -1), 0.5, colors.black),
-                ("LEFTPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("RIGHTPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("TOPPADDING", (0, 0), (-1, -1), PADDING_XLARGE),
-                ("BOTTOMPADDING", (0, 0), (-1, -1), PADDING_XLARGE),
-            ]
-        )
-    )
-
-    return table
-
-
-def create_multi_badge_row(
-    badges: list[tuple[str, colors.Color]],
-    badge_width: float = 0.4 * inch,
-    font: str = "FiraCode",
-) -> Table:
-    """
-    Create a row of multiple small badges.
-
-    Args:
-        badges (list[tuple[str, colors.Color]]): List of (text, color) tuples for each badge.
-        badge_width (float): Width of each badge.
-        font (str): Font name to use.
-
-    Returns:
-        Table: A Table with multiple colored badges in a row.
-    """
-    if not badges:
-        data = [["N/A"]]
-        table = Table(data, colWidths=[1 * inch])
-        table.setStyle(
-            TableStyle(
-                [
-                    ("BACKGROUND", (0, 0), (0, 0), COLOR_LIGHT_GRAY),
-                    ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                    ("FONTSIZE", (0, 0), (-1, -1), 10),
-                ]
-            )
-        )
-        return table
-
-    data = [[text for text, _ in badges]]
-    col_widths = [badge_width] * len(badges)
-    table = Table(data, colWidths=col_widths)
-
-    styles = [
-        ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-        ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-        ("FONTNAME", (0, 0), (-1, -1), font),
-        ("FONTSIZE", (0, 0), (-1, -1), 10),
-        ("TEXTCOLOR", (0, 0), (-1, -1), COLOR_WHITE),
-        ("GRID", (0, 0), (-1, -1), 0.5, colors.black),
-        ("LEFTPADDING", (0, 0), (-1, -1), PADDING_SMALL),
-        ("RIGHTPADDING", (0, 0), (-1, -1), PADDING_SMALL),
-        ("TOPPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-        ("BOTTOMPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-    ]
-
-    for idx, (_, badge_color) in enumerate(badges):
-        styles.append(("BACKGROUND", (idx, 0), (idx, 0), badge_color))
-
-    table.setStyle(TableStyle(styles))
-    return table
-
-
-def create_risk_component(
-    risk_level: int,
-    weight: int,
-    score: int = 0,
-) -> Table:
-    """
-    Create a visual risk component showing risk level, weight, and score.
-
-    Args:
-        risk_level (int): The risk level (0-5).
-        weight (int): The weight value.
-        score (int): The calculated score (default 0).
-
-    Returns:
-        Table: A styled Table showing risk metrics.
-    """
-    risk_color = get_color_for_risk_level(risk_level)
-    weight_color = get_color_for_weight(weight)
-
-    data = [
-        [
-            "Risk Level:",
-            str(risk_level),
-            "Weight:",
-            str(weight),
-            "Score:",
-            str(score),
-        ]
-    ]
-
-    table = Table(
-        data,
-        colWidths=[
-            0.8 * inch,
-            0.4 * inch,
-            0.6 * inch,
-            0.4 * inch,
-            0.5 * inch,
-            0.4 * inch,
-        ],
-    )
-
-    table.setStyle(
-        TableStyle(
-            [
-                ("BACKGROUND", (0, 0), (0, 0), COLOR_LIGHT_GRAY),
-                ("BACKGROUND", (1, 0), (1, 0), risk_color),
-                ("TEXTCOLOR", (1, 0), (1, 0), COLOR_WHITE),
-                ("FONTNAME", (1, 0), (1, 0), "FiraCode"),
-                ("BACKGROUND", (2, 0), (2, 0), COLOR_LIGHT_GRAY),
-                ("BACKGROUND", (3, 0), (3, 0), weight_color),
-                ("TEXTCOLOR", (3, 0), (3, 0), COLOR_WHITE),
-                ("FONTNAME", (3, 0), (3, 0), "FiraCode"),
-                ("BACKGROUND", (4, 0), (4, 0), COLOR_LIGHT_GRAY),
-                ("BACKGROUND", (5, 0), (5, 0), COLOR_DARK_GRAY),
-                ("TEXTCOLOR", (5, 0), (5, 0), COLOR_WHITE),
-                ("FONTNAME", (5, 0), (5, 0), "FiraCode"),
-                ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-                ("FONTSIZE", (0, 0), (-1, -1), 10),
-                ("GRID", (0, 0), (-1, -1), 0.5, colors.black),
-                ("LEFTPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-                ("RIGHTPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-                ("TOPPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("BOTTOMPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-            ]
-        )
-    )
-
-    return table
-
-
-def create_info_table(
-    rows: list[tuple[str, Any]],
-    label_width: float = 2 * inch,
-    value_width: float = 4 * inch,
-    label_color: colors.Color = COLOR_BLUE,
-    value_bg_color: colors.Color | None = None,
-    normal_style: ParagraphStyle | None = None,
-) -> Table:
-    """
-    Create a key-value information table.
-
-    Args:
-        rows (list[tuple[str, Any]]): List of (label, value) tuples.
-        label_width (float): Width of the label column.
-        value_width (float): Width of the value column.
-        label_color (colors.Color): Background color for labels.
-        value_bg_color (colors.Color | None): Background color for values (optional).
-        normal_style (ParagraphStyle | None): ParagraphStyle for wrapping long values.
-
-    Returns:
-        Table: A styled Table with key-value pairs.
-    """
-    from .config import COLOR_BG_BLUE
-
-    if value_bg_color is None:
-        value_bg_color = COLOR_BG_BLUE
-
-    # Handle empty rows case - Table requires at least one row
-    if not rows:
-        table = Table([["", ""]], colWidths=[label_width, value_width])
-        table.setStyle(TableStyle([("FONTSIZE", (0, 0), (-1, -1), 0)]))
-        return table
-
-    # Process rows - wrap long values in Paragraph if style provided
-    table_data = []
-    for label, value in rows:
-        if normal_style and isinstance(value, str) and len(value) > 50:
-            value = Paragraph(value, normal_style)
-        table_data.append([label, value])
-
-    table = Table(table_data, colWidths=[label_width, value_width])
-
-    table.setStyle(
-        TableStyle(
-            [
-                ("BACKGROUND", (0, 0), (0, -1), label_color),
-                ("TEXTCOLOR", (0, 0), (0, -1), COLOR_WHITE),
-                ("FONTNAME", (0, 0), (0, -1), "FiraCode"),
-                ("BACKGROUND", (1, 0), (1, -1), value_bg_color),
-                ("TEXTCOLOR", (1, 0), (1, -1), COLOR_DARK_GRAY),
-                ("FONTNAME", (1, 0), (1, -1), "PlusJakartaSans"),
-                ("ALIGN", (0, 0), (-1, -1), "LEFT"),
-                ("VALIGN", (0, 0), (-1, -1), "TOP"),
-                ("FONTSIZE", (0, 0), (-1, -1), 11),
-                ("GRID", (0, 0), (-1, -1), 1, COLOR_BORDER_GRAY),
-                ("LEFTPADDING", (0, 0), (-1, -1), PADDING_XLARGE),
-                ("RIGHTPADDING", (0, 0), (-1, -1), PADDING_XLARGE),
-                ("TOPPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-                ("BOTTOMPADDING", (0, 0), (-1, -1), PADDING_LARGE),
-            ]
-        )
-    )
-
-    return table
-
-
-@dataclass
-class ColumnConfig:
-    """
-    Configuration for a table column.
-
-    Attributes:
-        header (str): Column header text.
-        width (float): Column width in inches.
-        field (str | Callable[[Any], str]): Field name or callable to extract value from data.
-        align (str): Text alignment (LEFT, CENTER, RIGHT).
-    """
-
-    header: str
-    width: float
-    field: str | Callable[[Any], str]
-    align: str = "CENTER"
-
-
-def create_data_table(
-    data: list[dict[str, Any]],
-    columns: list[ColumnConfig],
-    header_color: colors.Color = COLOR_BLUE,
-    alternate_rows: bool = True,
-    normal_style: ParagraphStyle | None = None,
-) -> Table | LongTable:
-    """
-    Create a data table with configurable columns.
-
-    Uses LongTable for large datasets (>50 rows) for better memory efficiency
-    and page splitting. LongTable repeats headers on each page and has
-    optimized memory handling for large tables.
-
-    Args:
-        data (list[dict[str, Any]]): List of data dictionaries.
-        columns (list[ColumnConfig]): Column configuration list.
-        header_color (colors.Color): Background color for header row.
-        alternate_rows (bool): Whether to alternate row backgrounds.
-        normal_style (ParagraphStyle | None): ParagraphStyle for cell values.
-
-    Returns:
-        Table or LongTable: A styled table with data.
-    """
-    # Build header row
-    header_row = [col.header for col in columns]
-    table_data = [header_row]
-
-    # Build data rows
-    for item in data:
-        row = []
-        for col in columns:
-            if callable(col.field):
-                value = col.field(item)
-            else:
-                value = item.get(col.field, "")
-
-            if normal_style and isinstance(value, str):
-                value = Paragraph(value, normal_style)
-            row.append(value)
-        table_data.append(row)
-
-    col_widths = [col.width for col in columns]
-
-    # Use LongTable for large datasets - it handles page breaks better
-    # and has optimized memory handling for tables with many rows
-    use_long_table = len(data) > LONG_TABLE_THRESHOLD
-    if use_long_table:
-        table = LongTable(table_data, colWidths=col_widths, repeatRows=1)
-    else:
-        table = Table(table_data, colWidths=col_widths)
-
-    styles = [
-        ("BACKGROUND", (0, 0), (-1, 0), header_color),
-        ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
-        ("FONTNAME", (0, 0), (-1, 0), "FiraCode"),
-        ("FONTSIZE", (0, 0), (-1, 0), 10),
-        ("FONTSIZE", (0, 1), (-1, -1), 9),
-        ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-        ("GRID", (0, 0), (-1, -1), 1, COLOR_GRID_GRAY),
-        ("LEFTPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-        ("RIGHTPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-        ("TOPPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-        ("BOTTOMPADDING", (0, 0), (-1, -1), PADDING_MEDIUM),
-    ]
-
-    # Apply column alignments
-    for idx, col in enumerate(columns):
-        styles.append(("ALIGN", (idx, 0), (idx, -1), col.align))
-
-    # Alternate row backgrounds - skip for very large tables as it adds memory overhead
-    if (
-        alternate_rows
-        and len(table_data) > 1
-        and len(table_data) <= ALTERNATE_ROWS_MAX_SIZE
-    ):
-        for i in range(1, len(table_data)):
-            if i % 2 == 0:
-                styles.append(
-                    ("BACKGROUND", (0, i), (-1, i), colors.Color(0.98, 0.98, 0.98))
-                )
-
-    table.setStyle(TableStyle(styles))
-    return table
-
-
-def create_findings_table(
-    findings: list[Any],
-    columns: list[ColumnConfig] | None = None,
-    header_color: colors.Color = COLOR_BLUE,
-    normal_style: ParagraphStyle | None = None,
-) -> Table:
-    """
-    Create a findings table with default or custom columns.
-
-    Args:
-        findings (list[Any]): List of finding objects.
-        columns (list[ColumnConfig] | None): Optional column configuration (defaults to standard columns).
-        header_color (colors.Color): Background color for header row.
-        normal_style (ParagraphStyle | None): ParagraphStyle for cell values.
-
-    Returns:
-        Table: A styled Table with findings data.
-    """
-    if columns is None:
-        columns = [
-            ColumnConfig("Finding", 2.5 * inch, "title"),
-            ColumnConfig("Resource", 3 * inch, "resource_name"),
-            ColumnConfig("Severity", 0.9 * inch, "severity"),
-            ColumnConfig("Status", 0.9 * inch, "status"),
-            ColumnConfig("Region", 0.9 * inch, "region"),
-        ]
-
-    # Convert findings to dicts
-    data = []
-    for finding in findings:
-        item = {}
-        for col in columns:
-            if callable(col.field):
-                item[col.header.lower()] = col.field(finding)
-            elif hasattr(finding, col.field):
-                item[col.field] = getattr(finding, col.field, "")
-            elif isinstance(finding, dict):
-                item[col.field] = finding.get(col.field, "")
-        data.append(item)
-
-    return create_data_table(
-        data=data,
-        columns=columns,
-        header_color=header_color,
-        alternate_rows=True,
-        normal_style=normal_style,
-    )
-
-
-def create_section_header(
-    text: str,
-    style: ParagraphStyle,
-    add_spacer: bool = True,
-    spacer_height: float = 0.2,
-) -> list:
-    """
-    Create a section header with optional spacer.
-
-    Args:
-        text (str): Header text.
-        style (ParagraphStyle): ParagraphStyle to apply.
-        add_spacer (bool): Whether to add a spacer after the header.
-        spacer_height (float): Height of the spacer in inches.
-
-    Returns:
-        list: List of elements (Paragraph and optional Spacer).
-    """
-    elements = [Paragraph(text, style)]
-    if add_spacer:
-        elements.append(Spacer(1, spacer_height * inch))
-    return elements
-
-
-def create_summary_table(
-    label: str,
-    value: str,
-    value_color: colors.Color,
-    label_width: float = 2.5 * inch,
-    value_width: float = 2 * inch,
-) -> Table:
-    """
-    Create a summary metric table (e.g., for ThreatScore display).
-
-    Args:
-        label (str): Label text (e.g., "ThreatScore:").
-        value (str): Value text (e.g., "85.5%").
-        value_color (colors.Color): Background color for the value cell.
-        label_width (float): Width of the label column.
-        value_width (float): Width of the value column.
-
-    Returns:
-        Table: A styled summary Table.
-    """
-    data = [[label, value]]
-    table = Table(data, colWidths=[label_width, value_width])
-
-    table.setStyle(
-        TableStyle(
-            [
-                ("BACKGROUND", (0, 0), (0, 0), colors.Color(0.1, 0.3, 0.5)),
-                ("TEXTCOLOR", (0, 0), (0, 0), COLOR_WHITE),
-                ("FONTNAME", (0, 0), (0, 0), "FiraCode"),
-                ("FONTSIZE", (0, 0), (0, 0), 12),
-                ("BACKGROUND", (1, 0), (1, 0), value_color),
-                ("TEXTCOLOR", (1, 0), (1, 0), COLOR_WHITE),
-                ("FONTNAME", (1, 0), (1, 0), "FiraCode"),
-                ("FONTSIZE", (1, 0), (1, 0), 16),
-                ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-                ("GRID", (0, 0), (-1, -1), 1.5, colors.Color(0.5, 0.6, 0.7)),
-                ("LEFTPADDING", (0, 0), (-1, -1), 12),
-                ("RIGHTPADDING", (0, 0), (-1, -1), 12),
-                ("TOPPADDING", (0, 0), (-1, -1), 10),
-                ("BOTTOMPADDING", (0, 0), (-1, -1), 10),
-            ]
-        )
-    )
-
-    return table
@@ -1,286 +0,0 @@
-from dataclasses import dataclass, field
-
-from reportlab.lib import colors
-from reportlab.lib.units import inch
-
-# =============================================================================
-# Performance & Memory Optimization Settings
-# =============================================================================
-# These settings control memory usage and performance for large reports.
-# Adjust these values if workers are running out of memory.
-
-# Chart settings - lower DPI = less memory, 150 is good quality for PDF
-CHART_DPI_DEFAULT = 150
-
-# LongTable threshold - use LongTable for tables with more rows than this
-# LongTable handles page breaks better and has optimized memory for large tables
-LONG_TABLE_THRESHOLD = 50
-
-# Skip alternating row colors for tables larger than this (reduces memory)
-ALTERNATE_ROWS_MAX_SIZE = 200
-
-# Database query batch size for findings (matches Django settings)
-# Larger = fewer queries but more memory per batch
-FINDINGS_BATCH_SIZE = 2000
-
-
-# =============================================================================
-# Base colors
-# =============================================================================
-COLOR_PROWLER_DARK_GREEN = colors.Color(0.1, 0.5, 0.2)
-COLOR_BLUE = colors.Color(0.2, 0.4, 0.6)
-COLOR_LIGHT_BLUE = colors.Color(0.3, 0.5, 0.7)
-COLOR_LIGHTER_BLUE = colors.Color(0.4, 0.6, 0.8)
-COLOR_BG_BLUE = colors.Color(0.95, 0.97, 1.0)
-COLOR_BG_LIGHT_BLUE = colors.Color(0.98, 0.99, 1.0)
-COLOR_GRAY = colors.Color(0.2, 0.2, 0.2)
-COLOR_LIGHT_GRAY = colors.Color(0.9, 0.9, 0.9)
-COLOR_BORDER_GRAY = colors.Color(0.7, 0.8, 0.9)
-COLOR_GRID_GRAY = colors.Color(0.7, 0.7, 0.7)
-COLOR_DARK_GRAY = colors.Color(0.4, 0.4, 0.4)
-COLOR_HEADER_DARK = colors.Color(0.1, 0.3, 0.5)
-COLOR_HEADER_MEDIUM = colors.Color(0.15, 0.35, 0.55)
-COLOR_WHITE = colors.white
-
-# Risk and status colors
-COLOR_HIGH_RISK = colors.Color(0.8, 0.2, 0.2)
-COLOR_MEDIUM_RISK = colors.Color(0.9, 0.6, 0.2)
-COLOR_LOW_RISK = colors.Color(0.9, 0.9, 0.2)
-COLOR_SAFE = colors.Color(0.2, 0.8, 0.2)
-
-# ENS specific colors
-COLOR_ENS_ALTO = colors.Color(0.8, 0.2, 0.2)
-COLOR_ENS_MEDIO = colors.Color(0.98, 0.75, 0.13)
-COLOR_ENS_BAJO = colors.Color(0.06, 0.72, 0.51)
-COLOR_ENS_OPCIONAL = colors.Color(0.42, 0.45, 0.50)
-COLOR_ENS_TIPO = colors.Color(0.2, 0.4, 0.6)
-COLOR_ENS_AUTO = colors.Color(0.30, 0.69, 0.31)
-COLOR_ENS_MANUAL = colors.Color(0.96, 0.60, 0.0)
-
-# NIS2 specific colors
-COLOR_NIS2_PRIMARY = colors.Color(0.12, 0.23, 0.54)
-COLOR_NIS2_SECONDARY = colors.Color(0.23, 0.51, 0.96)
-COLOR_NIS2_BG_BLUE = colors.Color(0.96, 0.97, 0.99)
-
-# Chart colors (hex strings for matplotlib)
-CHART_COLOR_GREEN_1 = "#4CAF50"
-CHART_COLOR_GREEN_2 = "#8BC34A"
-CHART_COLOR_YELLOW = "#FFEB3B"
-CHART_COLOR_ORANGE = "#FF9800"
-CHART_COLOR_RED = "#F44336"
-CHART_COLOR_BLUE = "#2196F3"
-
-# ENS dimension mappings: dimension name -> (abbreviation, color)
-DIMENSION_MAPPING = {
-    "trazabilidad": ("T", colors.Color(0.26, 0.52, 0.96)),
-    "autenticidad": ("A", colors.Color(0.30, 0.69, 0.31)),
-    "integridad": ("I", colors.Color(0.61, 0.15, 0.69)),
-    "confidencialidad": ("C", colors.Color(0.96, 0.26, 0.21)),
-    "disponibilidad": ("D", colors.Color(1.0, 0.60, 0.0)),
-}
-
-# ENS tipo icons
-TIPO_ICONS = {
-    "requisito": "\u26a0\ufe0f",
-    "refuerzo": "\U0001f6e1\ufe0f",
-    "recomendacion": "\U0001f4a1",
-    "medida": "\U0001f4cb",
-}
-
-# Dimension names for charts (Spanish)
-DIMENSION_NAMES = [
-    "Trazabilidad",
-    "Autenticidad",
-    "Integridad",
-    "Confidencialidad",
-    "Disponibilidad",
-]
-
-DIMENSION_KEYS = [
-    "trazabilidad",
-    "autenticidad",
-    "integridad",
-    "confidencialidad",
-    "disponibilidad",
-]
-
-# ENS nivel and tipo order
-ENS_NIVEL_ORDER = ["alto", "medio", "bajo", "opcional"]
-ENS_TIPO_ORDER = ["requisito", "refuerzo", "recomendacion", "medida"]
-
-# ThreatScore sections
-THREATSCORE_SECTIONS = [
-    "1. IAM",
-    "2. Attack Surface",
-    "3. Logging and Monitoring",
-    "4. Encryption",
-]
-
-# NIS2 sections
-NIS2_SECTIONS = [
-    "1",
-    "2",
-    "3",
-    "4",
-    "5",
-    "6",
-    "7",
-    "9",
-    "11",
-    "12",
-]
-
-NIS2_SECTION_TITLES = {
-    "1": "1. Policy on Security",
-    "2": "2. Risk Management",
-    "3": "3. Incident Handling",
-    "4": "4. Business Continuity",
-    "5": "5. Supply Chain",
-    "6": "6. Acquisition & Dev",
-    "7": "7. Effectiveness",
-    "9": "9. Cryptography",
-    "11": "11. Access Control",
-    "12": "12. Asset Management",
-}
-
-# Table column widths
-COL_WIDTH_SMALL = 0.4 * inch
-COL_WIDTH_MEDIUM = 0.9 * inch
-COL_WIDTH_LARGE = 1.5 * inch
-COL_WIDTH_XLARGE = 2 * inch
-COL_WIDTH_XXLARGE = 3 * inch
-
-# Common padding values
-PADDING_SMALL = 4
-PADDING_MEDIUM = 6
-PADDING_LARGE = 8
-PADDING_XLARGE = 10
-
-
-@dataclass
-class FrameworkConfig:
-    """
-    Configuration for a compliance framework PDF report.
-
-    This dataclass defines all the configurable aspects of a compliance framework
-    report, including visual styling, metadata fields, and feature flags.
-
-    Attributes:
-        name (str): Internal framework identifier (e.g., "prowler_threatscore").
-        display_name (str): Human-readable framework name for the report title.
-        logo_filename (str | None): Optional filename of the framework logo in assets/img/.
-        primary_color (colors.Color): Main color used for headers and important elements.
-        secondary_color (colors.Color): Secondary color for sub-headers and accents.
-        bg_color (colors.Color): Background color for highlighted sections.
-        attribute_fields (list[str]): List of metadata field names to extract from requirements.
-        sections (list[str] | None): Optional ordered list of section names for grouping.
-        language (str): Report language ("en" for English, "es" for Spanish).
-        has_risk_levels (bool): Whether the framework uses numeric risk levels.
-        has_dimensions (bool): Whether the framework uses security dimensions (ENS).
-        has_niveles (bool): Whether the framework uses nivel classification (ENS).
-        has_weight (bool): Whether requirements have weight values.
-    """
-
-    name: str
-    display_name: str
-    logo_filename: str | None = None
-    primary_color: colors.Color = field(default_factory=lambda: COLOR_BLUE)
-    secondary_color: colors.Color = field(default_factory=lambda: COLOR_LIGHT_BLUE)
-    bg_color: colors.Color = field(default_factory=lambda: COLOR_BG_BLUE)
-    attribute_fields: list[str] = field(default_factory=list)
-    sections: list[str] | None = None
-    language: str = "en"
-    has_risk_levels: bool = False
-    has_dimensions: bool = False
-    has_niveles: bool = False
-    has_weight: bool = False
-
-
-FRAMEWORK_REGISTRY: dict[str, FrameworkConfig] = {
-    "prowler_threatscore": FrameworkConfig(
-        name="prowler_threatscore",
-        display_name="Prowler ThreatScore",
-        logo_filename=None,
-        primary_color=COLOR_BLUE,
-        secondary_color=COLOR_LIGHT_BLUE,
-        bg_color=COLOR_BG_BLUE,
-        attribute_fields=[
-            "Title",
-            "Section",
-            "SubSection",
-            "LevelOfRisk",
-            "Weight",
-            "AttributeDescription",
-            "AdditionalInformation",
-        ],
-        sections=THREATSCORE_SECTIONS,
-        language="en",
-        has_risk_levels=True,
-        has_weight=True,
-    ),
-    "ens": FrameworkConfig(
-        name="ens",
-        display_name="ENS RD2022",
-        logo_filename="ens_logo.png",
-        primary_color=COLOR_ENS_ALTO,
-        secondary_color=COLOR_ENS_MEDIO,
-        bg_color=COLOR_BG_BLUE,
-        attribute_fields=[
-            "IdGrupoControl",
-            "Marco",
-            "Categoria",
-            "DescripcionControl",
-            "Tipo",
-            "Nivel",
-            "Dimensiones",
-            "ModoEjecucion",
-        ],
-        sections=None,
-        language="es",
-        has_risk_levels=False,
-        has_dimensions=True,
-        has_niveles=True,
-        has_weight=False,
-    ),
-    "nis2": FrameworkConfig(
-        name="nis2",
-        display_name="NIS2 Directive",
-        logo_filename="nis2_logo.png",
-        primary_color=COLOR_NIS2_PRIMARY,
-        secondary_color=COLOR_NIS2_SECONDARY,
-        bg_color=COLOR_NIS2_BG_BLUE,
-        attribute_fields=[
-            "Section",
-            "SubSection",
-            "Description",
-        ],
-        sections=NIS2_SECTIONS,
-        language="en",
-        has_risk_levels=False,
-        has_dimensions=False,
-        has_niveles=False,
-        has_weight=False,
-    ),
-}
-
-
-def get_framework_config(compliance_id: str) -> FrameworkConfig | None:
-    """
-    Get framework configuration based on compliance ID.
-
-    Args:
-        compliance_id (str): The compliance framework identifier (e.g., "prowler_threatscore_aws").
-
-    Returns:
-        FrameworkConfig | None: The framework configuration if found, None otherwise.
-    """
-    compliance_lower = compliance_id.lower()
-
-    if "threatscore" in compliance_lower:
-        return FRAMEWORK_REGISTRY["prowler_threatscore"]
-    if "ens" in compliance_lower:
-        return FRAMEWORK_REGISTRY["ens"]
-    if "nis2" in compliance_lower:
-        return FRAMEWORK_REGISTRY["nis2"]
-
-    return None
@@ -1,471 +0,0 @@
-import os
-from collections import defaultdict
-
-from reportlab.lib.units import inch
-from reportlab.platypus import Image, PageBreak, Paragraph, Spacer, Table, TableStyle
-
-from api.models import StatusChoices
-
-from .base import (
-    BaseComplianceReportGenerator,
-    ComplianceData,
-    get_requirement_metadata,
-)
-from .charts import create_horizontal_bar_chart, get_chart_color_for_percentage
-from .config import (
-    COLOR_BORDER_GRAY,
-    COLOR_DARK_GRAY,
-    COLOR_GRAY,
-    COLOR_GRID_GRAY,
-    COLOR_HIGH_RISK,
-    COLOR_NIS2_BG_BLUE,
-    COLOR_NIS2_PRIMARY,
-    COLOR_SAFE,
-    COLOR_WHITE,
-    NIS2_SECTION_TITLES,
-    NIS2_SECTIONS,
-)
-
-
-def _extract_section_number(section_string: str) -> str:
-    """Extract the section number from a full NIS2 section title.
-
-    NIS2 section strings are formatted like:
-    "1 POLICY ON THE SECURITY OF NETWORK AND INFORMATION SYSTEMS..."
-
-    This function extracts just the leading number.
-
-    Args:
-        section_string: Full section title string.
-
-    Returns:
-        Section number as string (e.g., "1", "2", "11").
-    """
-    if not section_string:
-        return "Other"
-    parts = section_string.split()
-    if parts and parts[0].isdigit():
-        return parts[0]
-    return "Other"
-
-
-class NIS2ReportGenerator(BaseComplianceReportGenerator):
-    """
-    PDF report generator for NIS2 Directive (EU) 2022/2555.
-
-    This generator creates comprehensive PDF reports containing:
-    - Cover page with both Prowler and NIS2 logos
-    - Executive summary with overall compliance score
-    - Section analysis with horizontal bar chart
-    - SubSection breakdown table
-    - Critical failed requirements
-    - Requirements index organized by section and subsection
-    - Detailed findings for failed requirements
-    """
-
-    def create_cover_page(self, data: ComplianceData) -> list:
-        """
-        Create the NIS2 report cover page with both logos.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            List of ReportLab elements.
-        """
-        elements = []
-
-        # Create logos side by side
-        prowler_logo_path = os.path.join(
-            os.path.dirname(__file__), "../../assets/img/prowler_logo.png"
-        )
-        nis2_logo_path = os.path.join(
-            os.path.dirname(__file__), "../../assets/img/nis2_logo.png"
-        )
-
-        prowler_logo = Image(prowler_logo_path, width=3.5 * inch, height=0.7 * inch)
-        nis2_logo = Image(nis2_logo_path, width=2.3 * inch, height=1.5 * inch)
-
-        logos_table = Table(
-            [[prowler_logo, nis2_logo]], colWidths=[4 * inch, 2.5 * inch]
-        )
-        logos_table.setStyle(
-            TableStyle(
-                [
-                    ("ALIGN", (0, 0), (0, 0), "LEFT"),
-                    ("ALIGN", (1, 0), (1, 0), "RIGHT"),
-                    ("VALIGN", (0, 0), (0, 0), "MIDDLE"),
-                    ("VALIGN", (1, 0), (1, 0), "MIDDLE"),
-                ]
-            )
-        )
-        elements.append(logos_table)
-        elements.append(Spacer(1, 0.3 * inch))
-
-        # Title
-        title = Paragraph(
-            "NIS2 Compliance Report<br/>Directive (EU) 2022/2555",
-            self.styles["title"],
-        )
-        elements.append(title)
-        elements.append(Spacer(1, 0.3 * inch))
-
-        # Compliance metadata table - use base class helper for consistency
-        info_rows = self._build_info_rows(data, language="en")
-        # Convert tuples to lists and wrap long text in Paragraphs
-        metadata_data = []
-        for label, value in info_rows:
-            if label in ("Name:", "Description:") and value:
-                metadata_data.append(
-                    [label, Paragraph(value, self.styles["normal_center"])]
-                )
-            else:
-                metadata_data.append([label, value])
-
-        metadata_table = Table(metadata_data, colWidths=[2 * inch, 4 * inch])
-        metadata_table.setStyle(
-            TableStyle(
-                [
-                    ("BACKGROUND", (0, 0), (0, -1), COLOR_NIS2_PRIMARY),
-                    ("TEXTCOLOR", (0, 0), (0, -1), COLOR_WHITE),
-                    ("FONTNAME", (0, 0), (0, -1), "FiraCode"),
-                    ("BACKGROUND", (1, 0), (1, -1), COLOR_NIS2_BG_BLUE),
-                    ("TEXTCOLOR", (1, 0), (1, -1), COLOR_GRAY),
-                    ("FONTNAME", (1, 0), (1, -1), "PlusJakartaSans"),
-                    ("ALIGN", (0, 0), (-1, -1), "LEFT"),
-                    ("VALIGN", (0, 0), (-1, -1), "TOP"),
-                    ("FONTSIZE", (0, 0), (-1, -1), 11),
-                    ("GRID", (0, 0), (-1, -1), 1, COLOR_BORDER_GRAY),
-                    ("LEFTPADDING", (0, 0), (-1, -1), 10),
-                    ("RIGHTPADDING", (0, 0), (-1, -1), 10),
-                    ("TOPPADDING", (0, 0), (-1, -1), 8),
-                    ("BOTTOMPADDING", (0, 0), (-1, -1), 8),
-                ]
-            )
-        )
-        elements.append(metadata_table)
-
-        return elements
-
-    def create_executive_summary(self, data: ComplianceData) -> list:
-        """
-        Create the executive summary with compliance metrics.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            List of ReportLab elements.
-        """
-        elements = []
-
-        elements.append(Paragraph("Executive Summary", self.styles["h1"]))
-        elements.append(Spacer(1, 0.1 * inch))
-
-        # Calculate statistics
-        total = len(data.requirements)
-        passed = sum(1 for r in data.requirements if r.status == StatusChoices.PASS)
-        failed = sum(1 for r in data.requirements if r.status == StatusChoices.FAIL)
-        manual = sum(1 for r in data.requirements if r.status == StatusChoices.MANUAL)
-
-        # Calculate compliance excluding manual
-        evaluated = passed + failed
-        overall_compliance = (passed / evaluated * 100) if evaluated > 0 else 100
-
-        # Summary statistics table
-        summary_data = [
-            ["Metric", "Value"],
-            ["Total Requirements", str(total)],
-            ["Passed ✓", str(passed)],
-            ["Failed ✗", str(failed)],
-            ["Manual ⊙", str(manual)],
-            ["Overall Compliance", f"{overall_compliance:.1f}%"],
-        ]
-
-        summary_table = Table(summary_data, colWidths=[3 * inch, 2 * inch])
-        summary_table.setStyle(
-            TableStyle(
-                [
-                    ("BACKGROUND", (0, 0), (-1, 0), COLOR_NIS2_PRIMARY),
-                    ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
-                    ("BACKGROUND", (0, 2), (0, 2), COLOR_SAFE),
-                    ("TEXTCOLOR", (0, 2), (0, 2), COLOR_WHITE),
-                    ("BACKGROUND", (0, 3), (0, 3), COLOR_HIGH_RISK),
-                    ("TEXTCOLOR", (0, 3), (0, 3), COLOR_WHITE),
-                    ("BACKGROUND", (0, 4), (0, 4), COLOR_DARK_GRAY),
-                    ("TEXTCOLOR", (0, 4), (0, 4), COLOR_WHITE),
-                    ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                    ("FONTNAME", (0, 0), (-1, 0), "PlusJakartaSans"),
-                    ("FONTSIZE", (0, 0), (-1, 0), 12),
-                    ("FONTSIZE", (0, 1), (-1, -1), 10),
-                    ("BOTTOMPADDING", (0, 0), (-1, 0), 10),
-                    ("GRID", (0, 0), (-1, -1), 0.5, COLOR_BORDER_GRAY),
-                    (
-                        "ROWBACKGROUNDS",
-                        (1, 1),
-                        (1, -1),
-                        [COLOR_WHITE, COLOR_NIS2_BG_BLUE],
-                    ),
-                ]
-            )
-        )
-        elements.append(summary_table)
-
-        return elements
-
-    def create_charts_section(self, data: ComplianceData) -> list:
-        """
-        Create the charts section with section analysis.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            List of ReportLab elements.
-        """
-        elements = []
-
-        # Section chart
-        elements.append(Paragraph("Compliance by Section", self.styles["h1"]))
-        elements.append(Spacer(1, 0.1 * inch))
-        elements.append(
-            Paragraph(
-                "The following chart shows compliance percentage for each main section "
-                "of the NIS2 directive:",
-                self.styles["normal_center"],
-            )
-        )
-        elements.append(Spacer(1, 0.1 * inch))
-
-        chart_buffer = self._create_section_chart(data)
-        chart_buffer.seek(0)
-        chart_image = Image(chart_buffer, width=6.5 * inch, height=5 * inch)
-        elements.append(chart_image)
-        elements.append(PageBreak())
-
-        # SubSection breakdown table
-        elements.append(Paragraph("SubSection Breakdown", self.styles["h1"]))
-        elements.append(Spacer(1, 0.1 * inch))
-
-        subsection_table = self._create_subsection_table(data)
-        elements.append(subsection_table)
-
-        return elements
-
-    def create_requirements_index(self, data: ComplianceData) -> list:
-        """
-        Create the requirements index organized by section and subsection.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            List of ReportLab elements.
-        """
-        elements = []
-
-        elements.append(Paragraph("Requirements Index", self.styles["h1"]))
-        elements.append(Spacer(1, 0.1 * inch))
-
-        # Organize by section number and subsection
-        sections = {}
-        for req in data.requirements:
-            m = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
-            if m:
-                full_section = getattr(m, "Section", "Other")
-                # Extract section number from full title (e.g., "1 POLICY..." -> "1")
-                section_num = _extract_section_number(full_section)
-                subsection = getattr(m, "SubSection", "")
-                description = getattr(m, "Description", req.description)
-
-                if section_num not in sections:
-                    sections[section_num] = {}
-                if subsection not in sections[section_num]:
-                    sections[section_num][subsection] = []
-
-                sections[section_num][subsection].append(
-                    {
-                        "id": req.id,
-                        "description": description,
-                        "status": req.status,
-                    }
-                )
-
-        # Sort by NIS2 section order
-        for section in NIS2_SECTIONS:
-            if section not in sections:
-                continue
-
-            section_title = NIS2_SECTION_TITLES.get(section, f"Section {section}")
-            elements.append(Paragraph(section_title, self.styles["h2"]))
-
-            for subsection_name, reqs in sections[section].items():
-                if subsection_name:
-                    # Truncate long subsection names for display
-                    display_subsection = (
-                        subsection_name[:80] + "..."
-                        if len(subsection_name) > 80
-                        else subsection_name
-                    )
-                    elements.append(Paragraph(display_subsection, self.styles["h3"]))
-
-                for req in reqs:
-                    status_indicator = (
-                        "✓" if req["status"] == StatusChoices.PASS else "✗"
-                    )
-                    if req["status"] == StatusChoices.MANUAL:
-                        status_indicator = "⊙"
-
-                    desc = (
-                        req["description"][:60] + "..."
-                        if len(req["description"]) > 60
-                        else req["description"]
-                    )
-                    elements.append(
-                        Paragraph(
-                            f"{status_indicator} {req['id']}: {desc}",
-                            self.styles["normal"],
-                        )
-                    )
-
-            elements.append(Spacer(1, 0.1 * inch))
-
-        return elements
-
-    def _create_section_chart(self, data: ComplianceData):
-        """
-        Create the section compliance chart.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            BytesIO buffer containing the chart image.
-        """
-        section_scores = defaultdict(lambda: {"passed": 0, "total": 0})
-
-        for req in data.requirements:
-            if req.status == StatusChoices.MANUAL:
-                continue
-
-            m = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
-            if m:
-                full_section = getattr(m, "Section", "Other")
-                # Extract section number from full title (e.g., "1 POLICY..." -> "1")
-                section_num = _extract_section_number(full_section)
-                section_scores[section_num]["total"] += 1
-                if req.status == StatusChoices.PASS:
-                    section_scores[section_num]["passed"] += 1
-
-        # Build labels and values in NIS2 section order
-        labels = []
-        values = []
-        for section in NIS2_SECTIONS:
-            if section in section_scores and section_scores[section]["total"] > 0:
-                scores = section_scores[section]
-                pct = (scores["passed"] / scores["total"]) * 100
-                section_title = NIS2_SECTION_TITLES.get(section, f"Section {section}")
-                labels.append(section_title)
-                values.append(pct)
-
-        return create_horizontal_bar_chart(
-            labels=labels,
-            values=values,
-            xlabel="Compliance (%)",
-            color_func=get_chart_color_for_percentage,
-        )
-
-    def _create_subsection_table(self, data: ComplianceData) -> Table:
-        """
-        Create the subsection breakdown table.
-
-        Args:
-            data: Aggregated compliance data.
-
-        Returns:
-            ReportLab Table element.
-        """
-        subsection_scores = defaultdict(lambda: {"passed": 0, "failed": 0, "manual": 0})
-
-        for req in data.requirements:
-            m = get_requirement_metadata(req.id, data.attributes_by_requirement_id)
-            if m:
-                full_section = getattr(m, "Section", "")
-                subsection = getattr(m, "SubSection", "")
-                # Use section number + subsection for grouping
-                section_num = _extract_section_number(full_section)
-                # Create a shorter key using section number
-                if subsection:
-                    # Extract subsection number if present (e.g., "1.1 Policy..." -> "1.1")
-                    subsection_parts = subsection.split()
-                    if subsection_parts:
-                        key = subsection_parts[0]  # Just the number like "1.1"
-                    else:
-                        key = f"{section_num}"
-                else:
-                    key = section_num
-
-                if req.status == StatusChoices.PASS:
-                    subsection_scores[key]["passed"] += 1
-                elif req.status == StatusChoices.FAIL:
-                    subsection_scores[key]["failed"] += 1
-                else:
-                    subsection_scores[key]["manual"] += 1
-
-        table_data = [["Section", "Passed", "Failed", "Manual", "Compliance"]]
-        for key, scores in sorted(
-            subsection_scores.items(), key=lambda x: self._sort_section_key(x[0])
-        ):
-            total = scores["passed"] + scores["failed"]
-            pct = (scores["passed"] / total * 100) if total > 0 else 100
-            table_data.append(
-                [
-                    key,
-                    str(scores["passed"]),
-                    str(scores["failed"]),
-                    str(scores["manual"]),
-                    f"{pct:.1f}%",
-                ]
-            )
-
-        table = Table(
-            table_data,
-            colWidths=[1.2 * inch, 0.9 * inch, 0.9 * inch, 0.9 * inch, 1.2 * inch],
-        )
-        table.setStyle(
-            TableStyle(
-                [
-                    ("BACKGROUND", (0, 0), (-1, 0), COLOR_NIS2_PRIMARY),
-                    ("TEXTCOLOR", (0, 0), (-1, 0), COLOR_WHITE),
-                    ("FONTNAME", (0, 0), (-1, 0), "FiraCode"),
-                    ("FONTSIZE", (0, 0), (-1, 0), 10),
-                    ("ALIGN", (0, 0), (-1, -1), "CENTER"),
-                    ("VALIGN", (0, 0), (-1, -1), "MIDDLE"),
-                    ("FONTSIZE", (0, 1), (-1, -1), 9),
-                    ("GRID", (0, 0), (-1, -1), 0.5, COLOR_GRID_GRAY),
-                    ("LEFTPADDING", (0, 0), (-1, -1), 6),
-                    ("RIGHTPADDING", (0, 0), (-1, -1), 6),
-                    ("TOPPADDING", (0, 0), (-1, -1), 4),
-                    ("BOTTOMPADDING", (0, 0), (-1, -1), 4),
-                    (
-                        "ROWBACKGROUNDS",
-                        (0, 1),
-                        (-1, -1),
-                        [COLOR_WHITE, COLOR_NIS2_BG_BLUE],
-                    ),
-                ]
-            )
-        )
-
-        return table
-
-    def _sort_section_key(self, key: str) -> tuple:
-        """Sort section keys numerically (e.g., 1, 1.1, 1.2, 2, 11)."""
-        parts = key.split(".")
-        result = []
-        for part in parts:
-            try:
-                result.append(int(part))
-            except ValueError:
-                result.append(float("inf"))
-        return tuple(result)