feat(integrations): add Elasticsearch integration for OCSF findings

Enable sending OCSF-formatted security findings to Elasticsearch for
real-time analysis and visualization. Supports API key and basic auth,
TLS configuration, bulk indexing with batching, and fail-only filtering.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

.env

@@ -48,6 +48,26 @@ 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_BATCH_SIZE=1000
+
 # Celery-Prowler task settings
 TASK_RETRY_DELAY_SECONDS=0.1
 TASK_RETRY_ATTEMPTS=5
@@ -117,9 +137,8 @@ SENTRY_ENVIRONMENT=local
 SENTRY_RELEASE=local
 NEXT_PUBLIC_SENTRY_ENVIRONMENT=${SENTRY_ENVIRONMENT}
 
-
 #### Prowler release version ####
-NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.16.2
+NEXT_PUBLIC_PROWLER_RELEASE_VERSION=v5.16.0
 
 # Social login credentials
 SOCIAL_GOOGLE_OAUTH_CALLBACK_URL="${AUTH_URL}/api/auth/callback/google"

.github/actions/setup-python-poetry/action.yml

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

.github/labeler.yml

@@ -47,6 +47,21 @@ provider/oci:
       - 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/*"
@@ -62,13 +77,23 @@ 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/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:

.github/pull_request_template.md

@@ -14,14 +14,26 @@ Please add a detailed description of how to review this PR.
 
 ### Checklist
 
-- 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.
+<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>
+
+
 - [ ] 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)
@@ -30,6 +42,11 @@ 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.

.github/scripts/test-impact.py

@@ -0,0 +1,257 @@
+#!/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()

.github/test-impact.yml

@@ -0,0 +1,402 @@
+# 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/**
+
+    # E2E setup helpers (not runnable tests)
+    - ui/tests/setups/**
+
+    # 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/**

.github/workflows/api-bump-version.yml

@@ -28,7 +28,7 @@ jobs:
       current_api_version: ${{ steps.get_api_version.outputs.current_api_version }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Get current API version
         id: get_api_version
@@ -78,7 +78,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next API minor version
         run: |
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -129,7 +129,7 @@ jobs:
             By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
 
       - name: Checkout version branch
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           ref: v${{ needs.detect-release-type.outputs.major_version }}.${{ needs.detect-release-type.outputs.minor_version }}
 
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -192,7 +192,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next API patch version
         run: |
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}

.github/workflows/api-code-quality.yml

@@ -33,11 +33,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for API changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             api/**
@@ -46,6 +46,7 @@ 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'

.github/workflows/api-codeql.yml

@@ -42,15 +42,15 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
+        uses: github/codeql-action/init@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
         with:
           languages: ${{ matrix.language }}
           config-file: ./.github/codeql/api-codeql-config.yml
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
+        uses: github/codeql-action/analyze@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
         with:
           category: '/language:${{ matrix.language }}'

.github/workflows/api-container-build-push.yml

@@ -57,7 +57,7 @@ jobs:
       message-ts: ${{ steps.slack-notification.outputs.ts }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Notify container push started
         id: slack-notification
@@ -93,7 +93,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Login to DockerHub
         uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
@@ -102,7 +102,7 @@ jobs:
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build and push API container for ${{ matrix.arch }}
         id: container-push
@@ -120,18 +120,18 @@ jobs:
   # Create and push multi-architecture manifest
   create-manifest:
     needs: [setup, container-build-push]
-    if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
+    if: always() && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
 
     steps:
       - name: Login to DockerHub
-        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Create and push manifests for push event
         if: github.event_name == 'push'
@@ -170,7 +170,7 @@ jobs:
     timeout-minutes: 5
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Determine overall outcome
         id: outcome
@@ -198,8 +198,8 @@ jobs:
           update-ts: ${{ needs.notify-release-started.outputs.message-ts }}
 
   trigger-deployment:
-    if: github.event_name == 'push'
     needs: [setup, container-build-push]
+    if: always() && github.event_name == 'push' && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
     timeout-minutes: 5
     permissions:
@@ -207,7 +207,7 @@ jobs:
 
     steps:
       - name: Trigger API deployment
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.CLOUD_DISPATCH }}

.github/workflows/api-container-checks.yml

@@ -28,11 +28,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check if Dockerfile changed
         id: dockerfile-changed
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: api/Dockerfile
 
@@ -63,21 +63,22 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for API changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         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@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build container for ${{ matrix.arch }}
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/api-security.yml

@@ -33,11 +33,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for API changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             api/**
@@ -46,6 +46,7 @@ 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'
@@ -60,9 +61,8 @@ jobs:
 
       - name: Safety
         if: steps.check-changes.outputs.any_changed == 'true'
-        # 76352, 76353, 77323 come from SDK, but they cannot upgrade it yet. It does not affect API
-        # TODO: Botocore needs urllib3 1.X so we need to ignore these vulnerabilities 77744,77745. Remove this once we upgrade to urllib3 2.X
-        run: poetry run safety check --ignore 70612,66963,74429,76352,76353,77323,77744,77745
+        run: poetry run safety check --ignore 79023,79027
+        # TODO: 79023 & 79027 knack ReDoS until `azure-cli-core` (via `cartography`) allows `knack` >=0.13.0
 
       - name: Vulture
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/api-tests.yml

@@ -73,11 +73,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for API changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             api/**
@@ -86,6 +86,7 @@ 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'
@@ -100,7 +101,7 @@ jobs:
 
       - name: Upload coverage reports to Codecov
         if: steps.check-changes.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:

.github/workflows/docs-bump-version.yml

@@ -28,7 +28,7 @@ jobs:
       current_docs_version: ${{ steps.get_docs_version.outputs.current_docs_version }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Get current documentation version
         id: get_docs_version
@@ -78,7 +78,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next minor version
         run: |
@@ -106,7 +106,7 @@ jobs:
           git --no-pager diff
 
       - name: Create PR for documentation update to master
-        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -129,7 +129,7 @@ jobs:
             By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
 
       - name: Checkout version branch
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           ref: v${{ needs.detect-release-type.outputs.major_version }}.${{ needs.detect-release-type.outputs.minor_version }}
 
@@ -161,7 +161,7 @@ jobs:
           git --no-pager diff
 
       - name: Create PR for documentation update to version branch
-        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -192,7 +192,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next patch version
         run: |
@@ -225,7 +225,7 @@ jobs:
           git --no-pager diff
 
       - name: Create PR for documentation update to version branch
-        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}

.github/workflows/find-secrets.yml

@@ -23,11 +23,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           fetch-depth: 0
 
       - name: Scan for secrets with TruffleHog
-        uses: trufflesecurity/trufflehog@b84c3d14d189e16da175e2c27fa8136603783ffc # v3.90.12
+        uses: trufflesecurity/trufflehog@ef6e76c3c4023279497fab4721ffa071a722fd05 # v3.92.4
         with:
           extra_args: '--results=verified,unknown'

.github/workflows/mcp-container-build-push.yml

@@ -56,7 +56,7 @@ jobs:
       message-ts: ${{ steps.slack-notification.outputs.ts }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Notify container push started
         id: slack-notification
@@ -91,7 +91,7 @@ jobs:
       packages: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Login to DockerHub
         uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
@@ -100,7 +100,7 @@ jobs:
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build and push MCP container for ${{ matrix.arch }}
         id: container-push
@@ -126,18 +126,18 @@ jobs:
   # Create and push multi-architecture manifest
   create-manifest:
     needs: [setup, container-build-push]
-    if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
+    if: always() && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
 
     steps:
       - name: Login to DockerHub
-        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Create and push manifests for push event
         if: github.event_name == 'push'
@@ -176,7 +176,7 @@ jobs:
     timeout-minutes: 5
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Determine overall outcome
         id: outcome
@@ -204,8 +204,8 @@ jobs:
           update-ts: ${{ needs.notify-release-started.outputs.message-ts }}
 
   trigger-deployment:
-    if: github.event_name == 'push'
     needs: [setup, container-build-push]
+    if: always() && github.event_name == 'push' && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
     timeout-minutes: 5
     permissions:
@@ -213,7 +213,7 @@ jobs:
 
     steps:
       - name: Trigger MCP deployment
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.CLOUD_DISPATCH }}

.github/workflows/mcp-container-checks.yml

@@ -28,11 +28,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check if Dockerfile changed
         id: dockerfile-changed
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: mcp_server/Dockerfile
 
@@ -62,11 +62,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for MCP changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         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@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build MCP container for ${{ matrix.arch }}
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/mcp-pypi-release.yml

@@ -0,0 +1,81 @@
+name: "MCP: PyPI Release"
+
+on:
+  release:
+    types:
+      - "published"
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.release.tag_name }}
+  cancel-in-progress: false
+
+env:
+  RELEASE_TAG: ${{ github.event.release.tag_name }}
+  PYTHON_VERSION: "3.12"
+  WORKING_DIRECTORY: ./mcp_server
+
+jobs:
+  validate-release:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+    outputs:
+      prowler_version: ${{ steps.parse-version.outputs.version }}
+      major_version: ${{ steps.parse-version.outputs.major }}
+
+    steps:
+      - name: Parse and validate version
+        id: parse-version
+        run: |
+          PROWLER_VERSION="${{ env.RELEASE_TAG }}"
+          echo "version=${PROWLER_VERSION}" >> "${GITHUB_OUTPUT}"
+
+          # Extract major version
+          MAJOR_VERSION="${PROWLER_VERSION%%.*}"
+          echo "major=${MAJOR_VERSION}" >> "${GITHUB_OUTPUT}"
+
+          # Validate major version (only Prowler 3, 4, 5 supported)
+          case ${MAJOR_VERSION} in
+            3|4|5)
+              echo "✓ Releasing Prowler MCP for tag ${PROWLER_VERSION}"
+              ;;
+            *)
+              echo "::error::Unsupported Prowler major version: ${MAJOR_VERSION}"
+              exit 1
+              ;;
+          esac
+
+  publish-prowler-mcp:
+    needs: validate-release
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+      id-token: write
+    environment:
+      name: pypi-prowler-mcp
+      url: https://pypi.org/project/prowler-mcp/
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v7
+
+      - name: Set up Python ${{ env.PYTHON_VERSION }}
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+
+      - name: Build prowler-mcp package
+        working-directory: ${{ env.WORKING_DIRECTORY }}
+        run: uv build
+
+      - name: Publish prowler-mcp package to PyPI
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
+        with:
+          packages-dir: ${{ env.WORKING_DIRECTORY }}/dist/
+          print-hash: true

.github/workflows/pr-check-changelog.yml

@@ -29,27 +29,29 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           fetch-depth: 0
 
       - name: Get changed files
         id: changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         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)
@@ -64,6 +66,22 @@ 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
 
           {

.github/workflows/pr-conflict-checker.yml

@@ -25,14 +25,14 @@ jobs:
 
     steps:
       - name: Checkout PR head
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           ref: ${{ github.event.pull_request.head.sha }}
           fetch-depth: 0
 
       - name: Get changed files
         id: changed-files
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: '**'
 

.github/workflows/pr-merged.yml

@@ -29,7 +29,7 @@ jobs:
           echo "SHORT_SHA=${SHORT_SHA::7}" >> $GITHUB_ENV
 
       - name: Trigger Cloud repository pull request
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.CLOUD_DISPATCH }}

.github/workflows/prepare-release.yml

@@ -27,13 +27,13 @@ jobs:
       pull-requests: write
     steps:
     - name: Checkout repository
-      uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+      uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
       with:
         fetch-depth: 0
         token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
 
     - name: Set up Python
-      uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+      uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
       with:
         python-version: '3.12'
 
@@ -344,7 +344,7 @@ jobs:
 
     - name: Create PR for API dependency update
       if: ${{ env.PATCH_VERSION == '0' }}
-      uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+      uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
       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@6da8fa9354ddfdc4aeace5fc48d7f679b5214090 # v2.4.1
+      uses: softprops/action-gh-release@a06a81a03ee405af7f2048a818ed3f03bbf83c7b # v2.5.0
       with:
         tag_name: ${{ env.PROWLER_VERSION }}
         name: Prowler ${{ env.PROWLER_VERSION }}

.github/workflows/sdk-bump-version.yml

@@ -67,7 +67,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next minor version
         run: |
@@ -91,7 +91,7 @@ jobs:
           git --no-pager diff
 
       - name: Create PR for next minor version to master
-        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -110,7 +110,7 @@ jobs:
             By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
 
       - name: Checkout version branch
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           ref: v${{ needs.detect-release-type.outputs.major_version }}.${{ needs.detect-release-type.outputs.minor_version }}
 
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -167,7 +167,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next patch version
         run: |
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}

.github/workflows/sdk-check-duplicate-test-names.yml

@@ -0,0 +1,91 @@
+name: 'SDK: Check Duplicate Test Names'
+
+on:
+  pull_request:
+    branches:
+      - 'master'
+      - 'v5.*'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  check-duplicate-test-names:
+    if: github.repository == 'prowler-cloud/prowler'
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+
+      - name: Check for duplicate test names across providers
+        run: |
+          python3 << 'EOF'
+          import sys
+          from collections import defaultdict
+          from pathlib import Path
+
+          def find_duplicate_test_names():
+              """Find test files with the same name across different providers."""
+              tests_dir = Path("tests/providers")
+
+              if not tests_dir.exists():
+                  print("tests/providers directory not found")
+                  sys.exit(0)
+
+              # Dictionary: filename -> list of (provider, full_path)
+              test_files = defaultdict(list)
+
+              # Find all *_test.py files
+              for test_file in tests_dir.rglob("*_test.py"):
+                  relative_path = test_file.relative_to(tests_dir)
+                  provider = relative_path.parts[0]
+                  filename = test_file.name
+                  test_files[filename].append((provider, str(test_file)))
+
+              # Find duplicates (files appearing in multiple providers)
+              duplicates = {
+                  filename: locations
+                  for filename, locations in test_files.items()
+                  if len(set(loc[0] for loc in locations)) > 1
+              }
+
+              if not duplicates:
+                  print("No duplicate test file names found across providers.")
+                  print("All test names are unique within the repository.")
+                  sys.exit(0)
+
+              # Report duplicates
+              print("::error::Duplicate test file names found across providers!")
+              print()
+              print("=" * 70)
+              print("DUPLICATE TEST NAMES DETECTED")
+              print("=" * 70)
+              print()
+              print("The following test files have the same name in multiple providers.")
+              print("Please rename YOUR new test file by adding the provider prefix.")
+              print()
+              print("Example: 'kms_service_test.py' -> 'oraclecloud_kms_service_test.py'")
+              print()
+
+              for filename, locations in sorted(duplicates.items()):
+                  print(f"### {filename}")
+                  print(f"  Found in {len(locations)} providers:")
+                  for provider, path in sorted(locations):
+                      print(f"    - {provider}: {path}")
+                  print()
+                  print(f"  Suggested fix: Rename your new file to '<provider>_{filename}'")
+                  print()
+
+              print("=" * 70)
+              print()
+              print("See: tests/providers/TESTING.md for naming conventions.")
+              sys.exit(1)
+
+          if __name__ == "__main__":
+              find_duplicate_test_names()
+          EOF

.github/workflows/sdk-code-quality.yml

@@ -31,11 +31,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for SDK changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: ./**
           files_ignore: |
@@ -47,6 +47,7 @@ jobs:
             ui/**
             dashboard/**
             mcp_server/**
+            skills/**
             README.md
             mkdocs.yml
             .backportrc.json
@@ -55,6 +56,7 @@ jobs:
             examples/**
             .gitignore
             contrib/**
+            **/AGENTS.md
 
       - name: Install Poetry
         if: steps.check-changes.outputs.any_changed == 'true'
@@ -62,7 +64,7 @@ jobs:
 
       - name: Set up Python ${{ matrix.python-version }}
         if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: ${{ matrix.python-version }}
           cache: 'poetry'
@@ -79,11 +81,11 @@ 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
+        run: poetry run flake8 . --ignore=E266,W503,E203,E501,W605,E128 --exclude contrib,ui,api,skills
 
       - name: Check format with black
         if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run black --exclude api ui --check .
+        run: poetry run black --exclude "api|ui|skills" --check .
 
       - name: Lint with pylint
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/sdk-codeql.yml

@@ -49,15 +49,15 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
+        uses: github/codeql-action/init@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
         with:
           languages: ${{ matrix.language }}
           config-file: ./.github/codeql/sdk-codeql-config.yml
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
+        uses: github/codeql-action/analyze@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
         with:
           category: '/language:${{ matrix.language }}'

.github/workflows/sdk-container-build-push.yml

@@ -61,10 +61,10 @@ jobs:
       stable_tag: ${{ steps.get-prowler-version.outputs.stable_tag }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
 
@@ -115,7 +115,7 @@ jobs:
       message-ts: ${{ steps.slack-notification.outputs.ts }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Notify container push started
         id: slack-notification
@@ -151,7 +151,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Login to DockerHub
         uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
@@ -169,7 +169,7 @@ jobs:
           AWS_REGION: ${{ env.AWS_REGION }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build and push SDK container for ${{ matrix.arch }}
         id: container-push
@@ -188,18 +188,18 @@ jobs:
   # Create and push multi-architecture manifest
   create-manifest:
     needs: [setup, container-build-push]
-    if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
+    if: always() && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
 
     steps:
       - name: Login to DockerHub
-        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Login to Public ECR
-        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
         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@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Create and push manifests for push event
         if: github.event_name == 'push'
@@ -252,7 +252,7 @@ jobs:
     timeout-minutes: 5
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Determine overall outcome
         id: outcome
@@ -280,8 +280,8 @@ jobs:
           update-ts: ${{ needs.notify-release-started.outputs.message-ts }}
 
   dispatch-v3-deployment:
-    if: needs.setup.outputs.prowler_version_major == '3'
     needs: [setup, container-build-push]
+    if: always() && needs.setup.outputs.prowler_version_major == '3' && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
     timeout-minutes: 5
     permissions:
@@ -294,7 +294,7 @@ jobs:
 
       - name: Dispatch v3 deployment (latest)
         if: github.event_name == 'push'
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}
@@ -303,7 +303,7 @@ jobs:
 
       - name: Dispatch v3 deployment (release)
         if: github.event_name == 'release'
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.DISPATCH_OWNER }}/${{ secrets.DISPATCH_REPO }}

.github/workflows/sdk-container-checks.yml

@@ -27,11 +27,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check if Dockerfile changed
         id: dockerfile-changed
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: Dockerfile
 
@@ -62,11 +62,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for SDK changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: ./**
           files_ignore: |
@@ -78,6 +78,7 @@ jobs:
             ui/**
             dashboard/**
             mcp_server/**
+            skills/**
             README.md
             mkdocs.yml
             .backportrc.json
@@ -86,10 +87,11 @@ jobs:
             examples/**
             .gitignore
             contrib/**
+            **/AGENTS.md
 
       - name: Set up Docker Buildx
         if: steps.check-changes.outputs.any_changed == 'true'
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build SDK container for ${{ matrix.arch }}
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/sdk-pypi-release.yml

@@ -59,13 +59,13 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Install Poetry
         run: pipx install poetry==2.1.1
 
       - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           cache: 'poetry'
@@ -91,13 +91,13 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Install Poetry
         run: pipx install poetry==2.1.1
 
       - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           cache: 'poetry'

.github/workflows/sdk-refresh-aws-services-regions.yml

@@ -25,12 +25,12 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           ref: 'master'
 
       - name: Set up Python ${{ env.PYTHON_VERSION }}
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           cache: 'pip'
@@ -39,7 +39,7 @@ jobs:
         run: pip install boto3
 
       - name: Configure AWS credentials
-        uses: aws-actions/configure-aws-credentials@00943011d9042930efac3dcd3a170e4273319bc8 # v5.1.0
+        uses: aws-actions/configure-aws-credentials@61815dcd50bd041e203e49132bacad1fd04d2708 # v5.1.1
         with:
           aws-region: ${{ env.AWS_REGION }}
           role-to-assume: ${{ secrets.DEV_IAM_ROLE_ARN }}
@@ -50,7 +50,7 @@ jobs:
 
       - name: Create pull request
         id: create-pr
-        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           author: 'prowler-bot <179230569+prowler-bot@users.noreply.github.com>'

.github/workflows/sdk-security.yml

@@ -24,13 +24,15 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for SDK changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
-          files: ./**
+          files: 
+            ./**
+            .github/workflows/sdk-security.yml
           files_ignore: |
             .github/**
             prowler/CHANGELOG.md
@@ -40,6 +42,7 @@ jobs:
             ui/**
             dashboard/**
             mcp_server/**
+            skills/**
             README.md
             mkdocs.yml
             .backportrc.json
@@ -48,6 +51,7 @@ jobs:
             examples/**
             .gitignore
             contrib/**
+            **/AGENTS.md
 
       - name: Install Poetry
         if: steps.check-changes.outputs.any_changed == 'true'
@@ -55,7 +59,7 @@ jobs:
 
       - name: Set up Python 3.12
         if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: '3.12'
           cache: 'poetry'
@@ -70,7 +74,7 @@ jobs:
 
       - name: Security scan with Safety
         if: steps.check-changes.outputs.any_changed == 'true'
-        run: poetry run safety check --ignore 70612 -r pyproject.toml
+        run: poetry run safety check -r pyproject.toml
 
       - name: Dead code detection with Vulture
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/sdk-tests.yml

@@ -31,11 +31,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for SDK changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: ./**
           files_ignore: |
@@ -47,6 +47,7 @@ jobs:
             ui/**
             dashboard/**
             mcp_server/**
+            skills/**
             README.md
             mkdocs.yml
             .backportrc.json
@@ -55,6 +56,7 @@ jobs:
             examples/**
             .gitignore
             contrib/**
+            **/AGENTS.md
 
       - name: Install Poetry
         if: steps.check-changes.outputs.any_changed == 'true'
@@ -62,7 +64,7 @@ jobs:
 
       - name: Set up Python ${{ matrix.python-version }}
         if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: ${{ matrix.python-version }}
           cache: 'poetry'
@@ -75,7 +77,7 @@ jobs:
       - name: Check if AWS files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-aws
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/aws/**
@@ -189,7 +191,7 @@ jobs:
 
       - name: Upload AWS coverage to Codecov
         if: steps.changed-aws.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -200,7 +202,7 @@ jobs:
       - name: Check if Azure files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-azure
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/azure/**
@@ -213,7 +215,7 @@ jobs:
 
       - name: Upload Azure coverage to Codecov
         if: steps.changed-azure.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -224,7 +226,7 @@ jobs:
       - name: Check if GCP files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-gcp
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/gcp/**
@@ -237,7 +239,7 @@ jobs:
 
       - name: Upload GCP coverage to Codecov
         if: steps.changed-gcp.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -248,7 +250,7 @@ jobs:
       - name: Check if Kubernetes files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-kubernetes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/kubernetes/**
@@ -261,7 +263,7 @@ jobs:
 
       - name: Upload Kubernetes coverage to Codecov
         if: steps.changed-kubernetes.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -272,7 +274,7 @@ jobs:
       - name: Check if GitHub files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-github
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/github/**
@@ -285,7 +287,7 @@ jobs:
 
       - name: Upload GitHub coverage to Codecov
         if: steps.changed-github.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -296,7 +298,7 @@ jobs:
       - name: Check if NHN files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-nhn
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/nhn/**
@@ -309,7 +311,7 @@ jobs:
 
       - name: Upload NHN coverage to Codecov
         if: steps.changed-nhn.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -320,7 +322,7 @@ jobs:
       - name: Check if M365 files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-m365
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/m365/**
@@ -333,7 +335,7 @@ jobs:
 
       - name: Upload M365 coverage to Codecov
         if: steps.changed-m365.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -344,7 +346,7 @@ jobs:
       - name: Check if IaC files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-iac
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/iac/**
@@ -357,7 +359,7 @@ jobs:
 
       - name: Upload IaC coverage to Codecov
         if: steps.changed-iac.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -368,7 +370,7 @@ jobs:
       - name: Check if MongoDB Atlas files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-mongodbatlas
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/mongodbatlas/**
@@ -381,7 +383,7 @@ jobs:
 
       - name: Upload MongoDB Atlas coverage to Codecov
         if: steps.changed-mongodbatlas.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -392,7 +394,7 @@ jobs:
       - name: Check if OCI files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-oraclecloud
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/**/oraclecloud/**
@@ -405,18 +407,42 @@ jobs:
 
       - name: Upload OCI coverage to Codecov
         if: steps.changed-oraclecloud.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         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@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/lib/**
@@ -429,7 +455,7 @@ jobs:
 
       - name: Upload Lib coverage to Codecov
         if: steps.changed-lib.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:
@@ -440,7 +466,7 @@ jobs:
       - name: Check if Config files changed
         if: steps.check-changes.outputs.any_changed == 'true'
         id: changed-config
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ./prowler/config/**
@@ -453,7 +479,7 @@ jobs:
 
       - name: Upload Config coverage to Codecov
         if: steps.changed-config.outputs.any_changed == 'true'
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         with:

.github/workflows/test-impact-analysis.yml

@@ -0,0 +1,112 @@
+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

.github/workflows/ui-bump-version.yml

@@ -67,7 +67,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next minor version
         run: |
@@ -90,7 +90,7 @@ jobs:
           git --no-pager diff
 
       - name: Create PR for next minor version to master
-        uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -112,7 +112,7 @@ jobs:
             By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
 
       - name: Checkout version branch
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
         with:
           ref: v${{ needs.detect-release-type.outputs.major_version }}.${{ needs.detect-release-type.outputs.minor_version }}
 
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
@@ -171,7 +171,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Calculate next patch version
         run: |
@@ -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@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
+        uses: peter-evans/create-pull-request@98357b18bf14b5342f975ff684046ec3b2a07725 # v8.0.0
         with:
           author: prowler-bot <179230569+prowler-bot@users.noreply.github.com>
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}

.github/workflows/ui-codeql.yml

@@ -45,15 +45,15 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
+        uses: github/codeql-action/init@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
         with:
           languages: ${{ matrix.language }}
           config-file: ./.github/codeql/ui-codeql-config.yml
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@0499de31b99561a6d14a36a5f662c2a54f91beee # v4.31.2
+        uses: github/codeql-action/analyze@5d4e8d1aca955e8d8589aabd499c5cae939e33c7 # v4.31.9
         with:
           category: '/language:${{ matrix.language }}'

.github/workflows/ui-container-build-push.yml

@@ -59,7 +59,7 @@ jobs:
       message-ts: ${{ steps.slack-notification.outputs.ts }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Notify container push started
         id: slack-notification
@@ -95,7 +95,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Login to DockerHub
         uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
@@ -104,7 +104,7 @@ jobs:
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build and push UI container for ${{ matrix.arch }}
         id: container-push
@@ -125,18 +125,18 @@ jobs:
   # Create and push multi-architecture manifest
   create-manifest:
     needs: [setup, container-build-push]
-    if: github.event_name == 'push' || github.event_name == 'release' || github.event_name == 'workflow_dispatch'
+    if: always() && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
 
     steps:
       - name: Login to DockerHub
-        uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
+        uses: docker/login-action@5e57cd118135c172c3672efd75eb46360885c0ef # v3.6.0
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Create and push manifests for push event
         if: github.event_name == 'push'
@@ -175,7 +175,7 @@ jobs:
     timeout-minutes: 5
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Determine overall outcome
         id: outcome
@@ -203,8 +203,8 @@ jobs:
           update-ts: ${{ needs.notify-release-started.outputs.message-ts }}
 
   trigger-deployment:
-    if: github.event_name == 'push'
     needs: [setup, container-build-push]
+    if: always() && github.event_name == 'push' && needs.setup.result == 'success' && needs.container-build-push.result == 'success'
     runs-on: ubuntu-latest
     timeout-minutes: 5
     permissions:
@@ -212,7 +212,7 @@ jobs:
 
     steps:
       - name: Trigger UI deployment
-        uses: peter-evans/repository-dispatch@5fc4efd1a4797ddb68ffd0714a238564e4cc0e6f # v4.0.0
+        uses: peter-evans/repository-dispatch@28959ce8df70de7be546dd1250a005dd32156697 # v4.0.1
         with:
           token: ${{ secrets.PROWLER_BOT_ACCESS_TOKEN }}
           repository: ${{ secrets.CLOUD_DISPATCH }}

.github/workflows/ui-container-checks.yml

@@ -28,11 +28,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check if Dockerfile changed
         id: dockerfile-changed
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: ui/Dockerfile
 
@@ -63,20 +63,21 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for UI changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         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@e468171a9de216ec08956ac3ada2f0791b6bd435 # v3.11.1
+        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
 
       - name: Build UI container for ${{ matrix.arch }}
         if: steps.check-changes.outputs.any_changed == 'true'

.github/workflows/ui-e2e-tests-v2.yml

@@ -1,4 +1,8 @@
-name: UI - E2E Tests
+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:
@@ -6,13 +10,23 @@ on:
       - master
       - "v5.*"
     paths:
-      - '.github/workflows/ui-e2e-tests.yml'
+      - '.github/workflows/ui-e2e-tests-v2.yml'
+      - '.github/test-impact.yml'
       - 'ui/**'
+      - 'api/**'  # API changes can affect UI E2E
 
 jobs:
-
-  e2e-tests:
+  # 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'
@@ -51,118 +65,185 @@ jobs:
       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 }}
+      E2E_ALIBABACLOUD_ACCOUNT_ID: ${{ secrets.E2E_ALIBABACLOUD_ACCOUNT_ID }}
+      E2E_ALIBABACLOUD_ACCESS_KEY_ID: ${{ secrets.E2E_ALIBABACLOUD_ACCESS_KEY_ID }}
+      E2E_ALIBABACLOUD_ACCESS_KEY_SECRET: ${{ secrets.E2E_ALIBABACLOUD_ACCESS_KEY_SECRET }}
+      E2E_ALIBABACLOUD_ROLE_ARN: ${{ secrets.E2E_ALIBABACLOUD_ROLE_ARN }}
+      # 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@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        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: |
-            # Modify the kubeconfig to use the kind cluster server to https://kind-control-plane:6443
-            # from worker service into docker-compose.yml
-            kubectl config set-cluster kind-kind --server=https://kind-control-plane:6443
-            kubectl config view
+          kubectl config set-cluster kind-kind --server=https://kind-control-plane:6443
+          kubectl config view
+
       - name: Add network kind to docker compose
         run: |
-          # Add the network kind to the docker compose to interconnect to kind cluster
           yq -i '.networks.kind.external = true' docker-compose.yml
-          # Add network kind to worker service and default network too
           yq -i '.services.worker.networks = ["kind","default"]' docker-compose.yml
+
       - name: Fix API data directory permissions
         run: docker run --rm -v $(pwd)/_data/api:/data alpine chown -R 1000:1000 /data
-      - name: Add AWS credentials for testing AWS SDK Default Adding Provider
+
+      - name: Add AWS credentials for testing
         run: |
-          echo "Adding AWS credentials for testing AWS SDK Default Adding Provider..."
           echo "AWS_ACCESS_KEY_ID=${{ secrets.E2E_AWS_PROVIDER_ACCESS_KEY }}" >> .env
           echo "AWS_SECRET_ACCESS_KEY=${{ secrets.E2E_AWS_PROVIDER_SECRET_KEY }}" >> .env
+
       - name: Start API services
         run: |
-          # Override docker-compose image tag to use latest instead of stable
-          # This overrides any PROWLER_API_VERSION set in .env file
           export PROWLER_API_VERSION=latest
-          echo "Using PROWLER_API_VERSION=${PROWLER_API_VERSION}"
           docker compose up -d api worker worker-beat
+
       - name: Wait for API to be ready
         run: |
           echo "Waiting for prowler-api..."
-          timeout=150  # 5 minutes max
+          timeout=150
           elapsed=0
           while [ $elapsed -lt $timeout ]; do
             if curl -s ${NEXT_PUBLIC_API_BASE_URL}/docs >/dev/null 2>&1; then
               echo "Prowler API is ready!"
               exit 0
             fi
-            echo "Waiting for prowler-api... (${elapsed}s elapsed)"
+            echo "Waiting... (${elapsed}s elapsed)"
             sleep 5
             elapsed=$((elapsed + 5))
           done
-          echo "Timeout waiting for prowler-api to start"
+          echo "Timeout waiting for prowler-api"
           exit 1
-      - name: Load database fixtures for E2E tests
+
+      - name: Load database fixtures
         run: |
           docker compose exec -T api sh -c '
-            echo "Loading all fixtures from api/fixtures/dev/..."
             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
-            echo "All database fixtures loaded successfully!"
           '
-      - name: Setup Node.js environment
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
+
+      - name: Setup Node.js
+        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6.1.0
         with:
-          node-version: '20.x'
+          node-version: '24.13.0'
+
       - name: Setup pnpm
         uses: pnpm/action-setup@v4
         with:
           version: 10
           run_install: false
+
       - name: Get pnpm store directory
-        shell: bash
         run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV
-      - name: Setup pnpm cache
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+
+      - name: Setup pnpm and Next.js cache
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
         with:
-          path: ${{ env.STORE_PATH }}
-          key: ${{ runner.os }}-pnpm-store-${{ hashFiles('ui/pnpm-lock.yaml') }}
+          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-store-
+            ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-
+            ${{ runner.os }}-pnpm-nextjs-
+
       - name: Install UI dependencies
         working-directory: ./ui
-        run: pnpm install --frozen-lockfile
+        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@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        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: |
             ${{ runner.os }}-playwright-
+
       - name: Install Playwright browsers
         working-directory: ./ui
         if: steps.playwright-cache.outputs.cache-hit != 'true'
         run: pnpm run test:e2e:install
+
       - name: Run E2E tests
         working-directory: ./ui
-        run: pnpm run test:e2e
+        run: |
+          if [[ "${{ 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)
+            # Drop auth setup helpers (not runnable test suites)
+            TEST_PATHS=$(echo "$TEST_PATHS" | grep -v '^tests/setups/')
+            if [[ -z "$TEST_PATHS" ]]; then
+              echo "No runnable E2E test paths after filtering setups"
+              exit 0
+            fi
+            TEST_PATHS=$(echo "$TEST_PATHS" | tr '\n' ' ')
+            echo "Resolved test paths: $TEST_PATHS"
+            pnpm exec playwright test $TEST_PATHS
+          fi
+
       - name: Upload test reports
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
+        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: |
-          echo "Shutting down services..."
           docker compose down -v || true
-          echo "Cleanup completed"
+
+  # 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

.github/workflows/ui-tests.yml

@@ -16,7 +16,7 @@ concurrency:
 
 env:
   UI_WORKING_DIR: ./ui
-  NODE_VERSION: '20.x'
+  NODE_VERSION: '24.13.0'
 
 jobs:
   ui-tests:
@@ -30,11 +30,11 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
 
       - name: Check for UI changes
         id: check-changes
-        uses: tj-actions/changed-files@24d32ffd492484c1d75e0c0b894501ddb9d30d62 # v47.0.0
+        uses: tj-actions/changed-files@e0021407031f5be11a464abee9a0776171c79891 # v47.0.1
         with:
           files: |
             ui/**
@@ -42,10 +42,11 @@ 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@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6.0.0
+        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6.1.0
         with:
           node-version: ${{ env.NODE_VERSION }}
 
@@ -61,18 +62,22 @@ jobs:
         shell: bash
         run: echo "STORE_PATH=$(pnpm store path --silent)" >> $GITHUB_ENV
 
-      - name: Setup pnpm cache
+      - name: Setup pnpm and Next.js cache
         if: steps.check-changes.outputs.any_changed == 'true'
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5.0.1
         with:
-          path: ${{ env.STORE_PATH }}
-          key: ${{ runner.os }}-pnpm-store-${{ hashFiles('ui/pnpm-lock.yaml') }}
+          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') }}
           restore-keys: |
-            ${{ runner.os }}-pnpm-store-
+            ${{ runner.os }}-pnpm-nextjs-${{ hashFiles('ui/pnpm-lock.yaml') }}-
+            ${{ runner.os }}-pnpm-nextjs-
 
       - name: Install dependencies
         if: steps.check-changes.outputs.any_changed == 'true'
-        run: pnpm install --frozen-lockfile
+        run: pnpm install --frozen-lockfile --prefer-offline
 
       - name: Run healthcheck
         if: steps.check-changes.outputs.any_changed == 'true'

.gitignore

@@ -82,6 +82,9 @@ continue.json
 .continuerc
 .continuerc.json
 
+# AI Coding Assistants - OpenCode
+opencode.json
+
 # AI Coding Assistants - GitHub Copilot
 .copilot/
 .github/copilot/
@@ -147,8 +150,16 @@ node_modules
 # Persistent data
 _data/
 
-# Claude
+# AI Instructions (generated by skills/setup.sh from AGENTS.md)
 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

.pre-commit-config.yaml

@@ -34,6 +34,7 @@ repos:
     rev: v2.3.1
     hooks:
       - id: autoflake
+        exclude: ^skills/
         args:
           [
             "--in-place",
@@ -41,22 +42,24 @@ repos:
             "--remove-unused-variable",
           ]
 
-  - repo: https://github.com/timothycrosley/isort
+  - repo: https://github.com/pycqa/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
+        exclude: (contrib|^skills/)
         args: ["--ignore=E266,W503,E203,E501,W605"]
 
   - repo: https://github.com/python-poetry/poetry
@@ -109,7 +112,7 @@ 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/' -r .'
+        entry: bash -c 'bandit -q -lll -x '*_test.py,./contrib/,./.venv/,./skills/' -r .'
         language: system
         files: '.*\.py'
 
@@ -117,13 +120,14 @@ 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
-        entry: bash -c 'safety check --ignore 70612,66963,74429,76352,76353,77744,77745'
+        # 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'
         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/" --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/,skills/" --min-confidence 100 .'
         language: system
         files: '.*\.py'
 

AGENTS.md

@@ -2,109 +2,153 @@
 
 ## How to Use This Guide
 
-- 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.
+- 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) |
+| `prowler-attack-paths-query` | Create Attack Paths openCypher queries | [SKILL.md](skills/prowler-attack-paths-query/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` |
+| Adding privilege escalation detection queries | `prowler-attack-paths-query` |
+| 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 Attack Paths queries | `prowler-attack-paths-query` |
+| 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 Attack Paths queries | `prowler-attack-paths-query` |
+| 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` |
+
+---
 
 ## Project Overview
 
-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:
+Prowler is an open-source cloud security assessment tool supporting AWS, Azure, GCP, Kubernetes, GitHub, M365, and more.
 
-- **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/`)
+| 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 |
 
-### 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
 
-Most of the code is written in Python, so the main files in the root are focused on Python code.
-
-### 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
+# Setup
+poetry install --with dev
+poetry run pre-commit install
+
+# Code quality
 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
 
-For the commit messages and pull requests name follow the conventional-commit style.
+Follow conventional-commit style: `<type>[scope]: <description>`
 
-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.
+**Types:** `feat`, `fix`, `docs`, `chore`, `perf`, `refactor`, `style`, `test`
 
-### 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
+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

README.md

@@ -80,6 +80,23 @@ 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).
@@ -87,17 +104,19 @@ prowler dashboard
 
 | Provider | Checks | Services | [Compliance Frameworks](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/compliance/) | [Categories](https://docs.prowler.com/projects/prowler-open-source/en/latest/tutorials/misc/#categories) | Support | Interface |
 |---|---|---|---|---|---|---|
-| 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 |
+| AWS | 585 | 84 | 40 | 17 | Official | UI, API, CLI |
+| Azure | 169 | 22 | 17 | 13 | Official | UI, API, CLI |
+| GCP | 100 | 17 | 14 | 7 | Official | UI, API, CLI |
+| Kubernetes | 84 | 7 | 7 | 9 | Official | UI, API, CLI |
 | GitHub | 20 | 2 | 1 | 2 | Official | UI, API, 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 |
+| M365 | 72 | 7 | 4 | 4 | Official | UI, API, CLI |
+| OCI | 52 | 14 | 1 | 12 | Official | UI, API, CLI |
+| Alibaba Cloud | 64 | 9 | 2 | 9 | Official | UI, API, CLI |
+| Cloudflare | 29 | 3 | 0 | 5 | 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 | 4 | 0 | 3 | Official | UI, API, CLI |
+| MongoDB Atlas | 10 | 3 | 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 |
+| OpenStack | 1 | 1 | 0 | 2 | Official | CLI |
 | NHN | 6 | 2 | 1 | 0 | Unofficial | CLI |
 
 > [!Note]
@@ -148,9 +167,9 @@ If your workstation's architecture is incompatible, you can resolve this by:
 ### Common Issues with Docker Pull Installation
 
 > [!Note]
-  If you want to use AWS role assumption (e.g., with the "Connect assuming IAM Role" option), you may need to mount your local `.aws` directory into the container as a volume (e.g., `- "${HOME}/.aws:/home/prowler/.aws:ro"`). There are several ways to configure credentials for Docker containers. See the [Troubleshooting](./docs/troubleshooting.md) section for more details and examples.
+  If you want to use AWS role assumption (e.g., with the "Connect assuming IAM Role" option), you may need to mount your local `.aws` directory into the container as a volume (e.g., `- "${HOME}/.aws:/home/prowler/.aws:ro"`). There are several ways to configure credentials for Docker containers. See the [Troubleshooting](./docs/troubleshooting.mdx) section for more details and examples.
 
-You can find more information in the [Troubleshooting](./docs/troubleshooting.md) section.
+You can find more information in the [Troubleshooting](./docs/troubleshooting.mdx) section.
 
 
 ### From GitHub
@@ -310,6 +329,45 @@ 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/

SECURITY.md

@@ -62,4 +62,4 @@ We strive to resolve all problems as quickly as possible, and we would like to p
 
 ---
 
-For more information about our security policies, please refer to our [Security](https://docs.prowler.com/projects/prowler-open-source/en/latest/security/) section in our documentation.
+For more information about our security policies, please refer to our [Security](https://docs.prowler.com/security) section in our documentation.

api/AGENTS.md

@@ -0,0 +1,167 @@
+# 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)
+> - [`prowler-attack-paths-query`](../skills/prowler-attack-paths-query/SKILL.md) - Attack Paths openCypher queries
+> - [`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` |
+| Adding privilege escalation detection queries | `prowler-attack-paths-query` |
+| Committing changes | `prowler-commit` |
+| Create PR that requires changelog entry | `prowler-changelog` |
+| Creating API endpoints | `jsonapi` |
+| Creating Attack Paths queries | `prowler-attack-paths-query` |
+| 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` |
+| Updating existing Attack Paths queries | `prowler-attack-paths-query` |
+| 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`

api/CHANGELOG.md

@@ -2,36 +2,104 @@
 
 All notable changes to the **Prowler API** are documented in this file.
 
-## [1.17.2] (Prowler v5.16.2)
+## [1.20.0] (Prowler UNRELEASED)
 
-### 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)
+### 🔄 Changed
+
+- Attack Paths: Queries definition now has short description and attribution [(#9983)](https://github.com/prowler-cloud/prowler/pull/9983)
+- Attack Paths: Internet node is created while scan [(#9992)](https://github.com/prowler-cloud/prowler/pull/9992)
+
+---
+
+## [1.19.0] (Prowler v5.18.0)
+
+### 🚀 Added
+
+- Cloudflare provider support [(#9907)](https://github.com/prowler-cloud/prowler/pull/9907)
+- 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)
+- Attack Paths: Pinned Cartography to version `0.126.1`, adding AWS scans for SageMaker, CloudFront and Bedrock [(#9893)](https://github.com/prowler-cloud/prowler/issues/9893)
+- Remove unused indexes [(#9904)](https://github.com/prowler-cloud/prowler/pull/9904)
+- Attack Paths: Modified the behaviour of the Cartography scans to use the same Neo4j database per tenant, instead of individual databases per scans [(#9955)](https://github.com/prowler-cloud/prowler/pull/9955)
+
+### 🐞 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)
 
 ---
 
 ## [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)
 
@@ -39,19 +107,22 @@ 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)
 
@@ -59,7 +130,8 @@ 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)
 
@@ -67,7 +139,8 @@ 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)
@@ -76,7 +149,8 @@ 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)
@@ -95,11 +169,13 @@ 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)
@@ -107,14 +183,16 @@ 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)
@@ -123,7 +201,8 @@ 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)
@@ -136,35 +215,41 @@ 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)
@@ -173,101 +258,120 @@ 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)
 
@@ -275,20 +379,24 @@ 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)
 
@@ -296,7 +404,8 @@ 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)
@@ -307,14 +416,16 @@ 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)
@@ -325,7 +436,7 @@ 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)
@@ -335,7 +446,7 @@ 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)
@@ -347,14 +458,16 @@ 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)
 
@@ -362,14 +475,16 @@ 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)
@@ -378,19 +493,22 @@ 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)

api/docker-entrypoint.sh

@@ -32,7 +32,7 @@ start_prod_server() {
 
 start_worker() {
   echo "Starting the worker..."
-  poetry run python -m celery -A config.celery worker -l "${DJANGO_LOGGING_LEVEL:-info}" -Q celery,scans,scan-reports,deletion,backfill,overview,integrations,compliance -E --max-tasks-per-child 1
+  poetry run python -m celery -A config.celery worker -l "${DJANGO_LOGGING_LEVEL:-info}" -Q celery,scans,scan-reports,deletion,backfill,overview,integrations,compliance,attack-paths-scans -E --max-tasks-per-child 1
 }
 
 start_worker_beat() {

api/pyproject.toml

@@ -5,10 +5,10 @@ requires = ["poetry-core"]
 [project]
 authors = [{name = "Prowler Engineering", email = "engineering@prowler.com"}]
 dependencies = [
-  "celery[pytest] (>=5.4.0,<6.0.0)",
+  "celery (>=5.4.0,<6.0.0)",
   "dj-rest-auth[with_social,jwt] (==7.0.1)",
   "django (==5.1.15)",
-  "django-allauth[saml] (>=65.8.0,<66.0.0)",
+  "django-allauth[saml] (>=65.13.0,<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",
@@ -24,7 +24,7 @@ dependencies = [
   "drf-spectacular-jsonapi==0.5.1",
   "gunicorn==23.0.0",
   "lxml==5.3.2",
-  "prowler @ git+https://github.com/prowler-cloud/prowler.git@v5.16",
+  "prowler @ git+https://github.com/prowler-cloud/prowler.git@master",
   "psycopg2-binary==2.9.9",
   "pytest-celery[redis] (>=1.0.1,<2.0.0)",
   "sentry-sdk[django] (>=2.20.0,<3.0.0)",
@@ -36,6 +36,8 @@ 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@0.126.1",
   "gevent (>=25.9.1,<26.0.0)",
   "werkzeug (>=3.1.4)",
   "sqlparse (>=0.5.4)",
@@ -47,7 +49,7 @@ name = "prowler-api"
 package-mode = false
 # Needed for the SDK compatibility
 requires-python = ">=3.11,<3.13"
-version = "1.17.2"
+version = "1.20.0"
 
 [project.scripts]
 celery = "src.backend.config.settings.celery"
@@ -57,6 +59,7 @@ bandit = "1.7.9"
 coverage = "7.5.4"
 django-silk = "5.3.2"
 docker = "7.1.0"
+filelock = "3.20.3"
 freezegun = "1.5.1"
 marshmallow = ">=3.15.0,<4.0.0"
 mypy = "1.10.1"
@@ -68,6 +71,6 @@ pytest-env = "1.1.3"
 pytest-randomly = "3.15.0"
 pytest-xdist = "3.6.1"
 ruff = "0.5.0"
-safety = "3.2.9"
+safety = "3.7.0"
 tqdm = "4.67.1"
 vulture = "2.14"

api/src/backend/api/apps.py

@@ -30,16 +30,48 @@ class ApiConfig(AppConfig):
     def ready(self):
         from api import schema_extensions  # noqa: F401
         from api import signals  # noqa: F401
-        from api.compliance import load_prowler_compliance
+        from api.attack_paths import database as graph_database
 
         # Generate required cryptographic keys if not present, but only if:
-        #   `"manage.py" not in sys.argv`: If an external server (e.g., Gunicorn) is running the app
+        #   `"manage.py" not in sys.argv[0]`: 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 "manage.py" not in sys.argv or os.environ.get("RUN_MAIN"):
+        if (len(sys.argv) >= 1 and "manage.py" not in sys.argv[0]) or os.environ.get(
+            "RUN_MAIN"
+        ):
             self._ensure_crypto_keys()
 
-        load_prowler_compliance()
+        # 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
 
     def _ensure_crypto_keys(self):
         """
@@ -54,7 +86,7 @@ class ApiConfig(AppConfig):
         global _keys_initialized
 
         # Skip key generation if running tests
-        if hasattr(settings, "TESTING") and settings.TESTING:
+        if getattr(settings, "TESTING", False):
             return
 
         # Skip if already initialized in this process

api/src/backend/api/attack_paths/__init__.py

@@ -0,0 +1,14 @@
+from api.attack_paths.queries import (
+    AttackPathsQueryDefinition,
+    AttackPathsQueryParameterDefinition,
+    get_queries_for_provider,
+    get_query_by_id,
+)
+
+
+__all__ = [
+    "AttackPathsQueryDefinition",
+    "AttackPathsQueryParameterDefinition",
+    "get_queries_for_provider",
+    "get_query_by_id",
+]

api/src/backend/api/attack_paths/database.py

@@ -0,0 +1,181 @@
+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
+from tasks.jobs.attack_paths.config import BATCH_SIZE, PROVIDER_RESOURCE_LABEL
+
+# 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:
+        message = exc.message if exc.message is not None else str(exc)
+        raise GraphDatabaseQueryException(message=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, provider_id: str) -> int:
+    """
+    Delete all nodes for a provider from the tenant database.
+
+    Uses batched deletion to avoid memory issues with large graphs.
+    Silently returns 0 if the database doesn't exist.
+    """
+    deleted_nodes = 0
+    parameters = {
+        "provider_id": provider_id,
+        "batch_size": BATCH_SIZE,
+    }
+
+    try:
+        with get_session(database) as session:
+            deleted_count = 1
+            while deleted_count > 0:
+                result = session.run(
+                    f"""
+                    MATCH (n:{PROVIDER_RESOURCE_LABEL} {{provider_id: $provider_id}})
+                    WITH n LIMIT $batch_size
+                    DETACH DELETE n
+                    RETURN COUNT(n) AS deleted_nodes_count
+                    """,
+                    parameters,
+                )
+                deleted_count = result.single().get("deleted_nodes_count", 0)
+                deleted_nodes += deleted_count
+
+    except GraphDatabaseQueryException as exc:
+        if exc.code == "Neo.ClientError.Database.DatabaseNotFound":
+            return 0
+        raise
+
+    return deleted_nodes
+
+
+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
+
+
+def get_database_name(entity_id: str | UUID, temporary: bool = False) -> str:
+    prefix = "tmp-scan" if temporary else "tenant"
+    return f"db-{prefix}-{str(entity_id).lower()}"
+
+
+# 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

api/src/backend/api/attack_paths/queries/__init__.py

@@ -0,0 +1,16 @@
+from api.attack_paths.queries.types import (
+    AttackPathsQueryDefinition,
+    AttackPathsQueryParameterDefinition,
+)
+from api.attack_paths.queries.registry import (
+    get_queries_for_provider,
+    get_query_by_id,
+)
+
+
+__all__ = [
+    "AttackPathsQueryDefinition",
+    "AttackPathsQueryParameterDefinition",
+    "get_queries_for_provider",
+    "get_query_by_id",
+]

api/src/backend/api/attack_paths/queries/aws.py

@@ -0,0 +1,930 @@
+from api.attack_paths.queries.types import (
+    AttackPathsQueryAttribution,
+    AttackPathsQueryDefinition,
+    AttackPathsQueryParameterDefinition,
+)
+from tasks.jobs.attack_paths.config import PROWLER_FINDING_LABEL
+
+
+# Custom Attack Path Queries
+# --------------------------
+
+AWS_INTERNET_EXPOSED_EC2_SENSITIVE_S3_ACCESS = AttackPathsQueryDefinition(
+    id="aws-internet-exposed-ec2-sensitive-s3-access",
+    name="Internet-Exposed EC2 with Sensitive S3 Access",
+    short_description="Find SSH-exposed EC2 instances that can assume roles to read tagged sensitive S3 buckets.",
+    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=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        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",
+        ),
+    ],
+)
+
+
+# Basic Resource Queries
+# ----------------------
+
+AWS_RDS_INSTANCES = AttackPathsQueryDefinition(
+    id="aws-rds-instances",
+    name="RDS Instances Inventory",
+    short_description="List all provisioned RDS database instances in the account.",
+    description="List the selected AWS account alongside the RDS instances it owns.",
+    provider="aws",
+    cypher=f"""
+        MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(rds:RDSInstance)
+
+        UNWIND nodes(path) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+AWS_RDS_UNENCRYPTED_STORAGE = AttackPathsQueryDefinition(
+    id="aws-rds-unencrypted-storage",
+    name="Unencrypted RDS Instances",
+    short_description="Find RDS instances with storage encryption disabled.",
+    description="Find RDS instances with storage encryption disabled within the selected account.",
+    provider="aws",
+    cypher=f"""
+        MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(rds:RDSInstance)
+        WHERE rds.storage_encrypted = false
+
+        UNWIND nodes(path) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+AWS_S3_ANONYMOUS_ACCESS_BUCKETS = AttackPathsQueryDefinition(
+    id="aws-s3-anonymous-access-buckets",
+    name="S3 Buckets with Anonymous Access",
+    short_description="Find S3 buckets that allow anonymous access.",
+    description="Find S3 buckets that allow anonymous access within the selected account.",
+    provider="aws",
+    cypher=f"""
+        MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(s3:S3Bucket)
+        WHERE s3.anonymous_access = true
+
+        UNWIND nodes(path) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+AWS_IAM_STATEMENTS_ALLOW_ALL_ACTIONS = AttackPathsQueryDefinition(
+    id="aws-iam-statements-allow-all-actions",
+    name="IAM Statements Allowing All Actions",
+    short_description="Find IAM policy statements that allow all actions via wildcard (*).",
+    description="Find IAM policy statements that allow all actions via '*' within the selected account.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+AWS_IAM_STATEMENTS_ALLOW_DELETE_POLICY = AttackPathsQueryDefinition(
+    id="aws-iam-statements-allow-delete-policy",
+    name="IAM Statements Allowing Policy Deletion",
+    short_description="Find IAM policy statements that allow iam:DeletePolicy.",
+    description="Find IAM policy statements that allow the iam:DeletePolicy action within the selected account.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+AWS_IAM_STATEMENTS_ALLOW_CREATE_ACTIONS = AttackPathsQueryDefinition(
+    id="aws-iam-statements-allow-create-actions",
+    name="IAM Statements Allowing Create Actions",
+    short_description="Find IAM policy statements that allow any create action.",
+    description="Find IAM policy statements that allow actions containing 'create' within the selected account.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+
+# Network Exposure Queries
+# ------------------------
+
+AWS_EC2_INSTANCES_INTERNET_EXPOSED = AttackPathsQueryDefinition(
+    id="aws-ec2-instances-internet-exposed",
+    name="Internet-Exposed EC2 Instances",
+    short_description="Find EC2 instances flagged as exposed to the internet.",
+    description="Find EC2 instances flagged as exposed to the internet within the selected account.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
+    """,
+    parameters=[],
+)
+
+AWS_SECURITY_GROUPS_OPEN_INTERNET_FACING = AttackPathsQueryDefinition(
+    id="aws-security-groups-open-internet-facing",
+    name="Open Security Groups on Internet-Facing Resources",
+    short_description="Find internet-facing resources with security groups allowing inbound from 0.0.0.0/0.",
+    description="Find internet-facing resources associated with security groups that allow inbound access from '0.0.0.0/0'.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_ec2, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
+    """,
+    parameters=[],
+)
+
+AWS_CLASSIC_ELB_INTERNET_EXPOSED = AttackPathsQueryDefinition(
+    id="aws-classic-elb-internet-exposed",
+    name="Internet-Exposed Classic Load Balancers",
+    short_description="Find Classic Load Balancers exposed to the internet with their listeners.",
+    description="Find Classic Load Balancers exposed to the internet along with their listeners.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
+    """,
+    parameters=[],
+)
+
+AWS_ELBV2_INTERNET_EXPOSED = AttackPathsQueryDefinition(
+    id="aws-elbv2-internet-exposed",
+    name="Internet-Exposed ALB/NLB Load Balancers",
+    short_description="Find ELBv2 (ALB/NLB) load balancers exposed to the internet with their listeners.",
+    description="Find ELBv2 load balancers exposed to the internet along with their listeners.",
+    provider="aws",
+    cypher=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr, internet, can_access
+    """,
+    parameters=[],
+)
+
+AWS_PUBLIC_IP_RESOURCE_LOOKUP = AttackPathsQueryDefinition(
+    id="aws-public-ip-resource-lookup",
+    name="Resource Lookup by Public IP",
+    short_description="Find the AWS resource associated with a given 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=f"""
+        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:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        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
+# -------------------------------------------------------------------
+
+# BEDROCK-001
+AWS_BEDROCK_PRIVESC_PASSROLE_CODE_INTERPRETER = AttackPathsQueryDefinition(
+    id="aws-bedrock-privesc-passrole-code-interpreter",
+    name="Bedrock Code Interpreter with Privileged Role (BEDROCK-001)",
+    short_description="Create a Bedrock AgentCore Code Interpreter with a privileged role attached.",
+    description="Detect principals who can pass IAM roles and create Bedrock AgentCore Code Interpreters. This allows creating a code interpreter with a privileged role attached, gaining that role's permissions.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - BEDROCK-001 - iam:PassRole + bedrock-agentcore:CreateCodeInterpreter",
+        link="https://pathfinding.cloud/paths/bedrock-001",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 bedrock-agentcore:CreateCodeInterpreter permission
+        MATCH (principal)--(bedrock_policy:AWSPolicy)--(stmt_bedrock:AWSPolicyStatement)
+        WHERE stmt_bedrock.effect = 'Allow'
+            AND any(action IN stmt_bedrock.action WHERE
+                toLower(action) = 'bedrock-agentcore:createcodeinterpreter'
+                OR toLower(action) = 'bedrock-agentcore:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust Bedrock service (can be passed to Bedrock)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'bedrock.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# EC2-001
+AWS_EC2_PRIVESC_PASSROLE_IAM = AttackPathsQueryDefinition(
+    id="aws-ec2-privesc-passrole-iam",
+    name="EC2 Instance Launch with Privileged Role (EC2-001)",
+    short_description="Launch EC2 instances with privileged IAM roles to gain their permissions via IMDS.",
+    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.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - EC2-001 - iam:PassRole + ec2:RunInstances",
+        link="https://pathfinding.cloud/paths/ec2-001",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 ec2:RunInstances permission
+        MATCH (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)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'ec2.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# EC2-002
+AWS_EC2_PRIVESC_MODIFY_INSTANCE_ATTRIBUTE = AttackPathsQueryDefinition(
+    id="aws-ec2-privesc-modify-instance-attribute",
+    name="EC2 Role Hijacking via UserData Injection (EC2-002)",
+    short_description="Inject malicious scripts into EC2 instance userData to gain the attached role's permissions.",
+    description="Detect principals who can modify EC2 instance userData, stop, and start instances. This allows injecting malicious scripts that execute on instance restart, gaining the permissions of the instance's attached IAM role.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - EC2-002 - ec2:ModifyInstanceAttribute + ec2:StopInstances + ec2:StartInstances",
+        link="https://pathfinding.cloud/paths/ec2-002",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with ec2:ModifyInstanceAttribute permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(modify_policy:AWSPolicy)--(stmt_modify:AWSPolicyStatement)
+        WHERE stmt_modify.effect = 'Allow'
+            AND any(action IN stmt_modify.action WHERE
+                toLower(action) = 'ec2:modifyinstanceattribute'
+                OR toLower(action) = 'ec2:*'
+                OR action = '*'
+            )
+
+        // Find ec2:StopInstances permission (can be same or different policy)
+        MATCH (principal)--(stop_policy:AWSPolicy)--(stmt_stop:AWSPolicyStatement)
+        WHERE stmt_stop.effect = 'Allow'
+            AND any(action IN stmt_stop.action WHERE
+                toLower(action) = 'ec2:stopinstances'
+                OR toLower(action) = 'ec2:*'
+                OR action = '*'
+            )
+
+        // Find ec2:StartInstances permission (can be same or different policy)
+        MATCH (principal)--(start_policy:AWSPolicy)--(stmt_start:AWSPolicyStatement)
+        WHERE stmt_start.effect = 'Allow'
+            AND any(action IN stmt_start.action WHERE
+                toLower(action) = 'ec2:startinstances'
+                OR toLower(action) = 'ec2:*'
+                OR action = '*'
+            )
+
+        // Find EC2 instances with instance profiles (potential targets)
+        MATCH path_target = (aws)--(ec2:EC2Instance)-[:STS_ASSUMEROLE_ALLOW]->(target_role:AWSRole)
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# EC2-003
+AWS_EC2_PRIVESC_PASSROLE_SPOT_INSTANCES = AttackPathsQueryDefinition(
+    id="aws-ec2-privesc-passrole-spot-instances",
+    name="Spot Instance Launch with Privileged Role (EC2-003)",
+    short_description="Launch EC2 Spot Instances with privileged IAM roles to gain their permissions via IMDS.",
+    description="Detect principals who can pass IAM roles and request EC2 Spot Instances. This allows launching a spot instance with a privileged role attached, gaining that role's permissions via the instance metadata service.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - EC2-003 - iam:PassRole + ec2:RequestSpotInstances",
+        link="https://pathfinding.cloud/paths/ec2-003",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 ec2:RequestSpotInstances permission
+        MATCH (principal)--(spot_policy:AWSPolicy)--(stmt_spot:AWSPolicyStatement)
+        WHERE stmt_spot.effect = 'Allow'
+            AND any(action IN stmt_spot.action WHERE
+                toLower(action) = 'ec2:requestspotinstances'
+                OR toLower(action) = 'ec2:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust EC2 service (can be passed to EC2 spot instances)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'ec2.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# EC2-004
+AWS_EC2_PRIVESC_LAUNCH_TEMPLATE = AttackPathsQueryDefinition(
+    id="aws-ec2-privesc-launch-template",
+    name="Launch Template Poisoning for Role Access (EC2-004)",
+    short_description="Inject malicious userData into launch templates that reference privileged roles, no PassRole needed.",
+    description="Detect principals who can create new launch template versions and modify launch templates. This allows injecting malicious user data into existing templates that already reference privileged IAM roles, without requiring iam:PassRole permissions.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - EC2-004 - ec2:CreateLaunchTemplateVersion + ec2:ModifyLaunchTemplate",
+        link="https://pathfinding.cloud/paths/ec2-004",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with ec2:CreateLaunchTemplateVersion permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(create_policy:AWSPolicy)--(stmt_create:AWSPolicyStatement)
+        WHERE stmt_create.effect = 'Allow'
+            AND any(action IN stmt_create.action WHERE
+                toLower(action) = 'ec2:createlaunchtemplateversion'
+                OR toLower(action) = 'ec2:*'
+                OR action = '*'
+            )
+
+        // Find ec2:ModifyLaunchTemplate permission
+        MATCH (principal)--(modify_policy:AWSPolicy)--(stmt_modify:AWSPolicyStatement)
+        WHERE stmt_modify.effect = 'Allow'
+            AND any(action IN stmt_modify.action WHERE
+                toLower(action) = 'ec2:modifylaunchtemplate'
+                OR toLower(action) = 'ec2:*'
+                OR action = '*'
+            )
+
+        // Find launch templates in the account (potential targets)
+        MATCH path_target = (aws)--(template:LaunchTemplate)
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# ECS-001
+AWS_ECS_PRIVESC_PASSROLE_CREATE_SERVICE = AttackPathsQueryDefinition(
+    id="aws-ecs-privesc-passrole-create-service",
+    name="ECS Service Creation with Privileged Role (ECS-001 - New Cluster)",
+    short_description="Create an ECS cluster and service with a privileged Fargate task role to execute arbitrary code.",
+    description="Detect principals who can pass IAM roles, create ECS clusters, register task definitions, and create services. This allows creating a Fargate task with a privileged role attached, gaining that role's permissions to execute arbitrary code via the container.",
+    provider="aws",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - ECS-001 - iam:PassRole + ecs:CreateCluster + ecs:RegisterTaskDefinition + ecs:CreateService",
+        link="https://pathfinding.cloud/paths/ecs-001",
+    ),
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 ecs:CreateCluster permission
+        MATCH (principal)--(cluster_policy:AWSPolicy)--(stmt_cluster:AWSPolicyStatement)
+        WHERE stmt_cluster.effect = 'Allow'
+            AND any(action IN stmt_cluster.action WHERE
+                toLower(action) = 'ecs:createcluster'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find ecs:RegisterTaskDefinition permission
+        MATCH (principal)--(taskdef_policy:AWSPolicy)--(stmt_taskdef:AWSPolicyStatement)
+        WHERE stmt_taskdef.effect = 'Allow'
+            AND any(action IN stmt_taskdef.action WHERE
+                toLower(action) = 'ecs:registertaskdefinition'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find ecs:CreateService permission
+        MATCH (principal)--(service_policy:AWSPolicy)--(stmt_service:AWSPolicyStatement)
+        WHERE stmt_service.effect = 'Allow'
+            AND any(action IN stmt_service.action WHERE
+                toLower(action) = 'ecs:createservice'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust ECS tasks service (can be passed to ECS tasks)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'ecs-tasks.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# ECS-002
+AWS_ECS_PRIVESC_PASSROLE_RUN_TASK = AttackPathsQueryDefinition(
+    id="aws-ecs-privesc-passrole-run-task",
+    name="ECS Task Execution with Privileged Role (ECS-002 - New Cluster)",
+    short_description="Create an ECS cluster and run a one-off Fargate task with a privileged role to execute arbitrary code.",
+    description="Detect principals who can pass IAM roles, create ECS clusters, register task definitions, and run tasks. This allows creating a Fargate task with a privileged role attached, gaining that role's permissions to execute arbitrary code via the container. Unlike ecs:CreateService, ecs:RunTask executes the task once without creating a persistent service.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - ECS-002 - iam:PassRole + ecs:CreateCluster + ecs:RegisterTaskDefinition + ecs:RunTask",
+        link="https://pathfinding.cloud/paths/ecs-002",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 ecs:CreateCluster permission
+        MATCH (principal)--(cluster_policy:AWSPolicy)--(stmt_cluster:AWSPolicyStatement)
+        WHERE stmt_cluster.effect = 'Allow'
+            AND any(action IN stmt_cluster.action WHERE
+                toLower(action) = 'ecs:createcluster'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find ecs:RegisterTaskDefinition permission
+        MATCH (principal)--(taskdef_policy:AWSPolicy)--(stmt_taskdef:AWSPolicyStatement)
+        WHERE stmt_taskdef.effect = 'Allow'
+            AND any(action IN stmt_taskdef.action WHERE
+                toLower(action) = 'ecs:registertaskdefinition'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find ecs:RunTask permission
+        MATCH (principal)--(runtask_policy:AWSPolicy)--(stmt_runtask:AWSPolicyStatement)
+        WHERE stmt_runtask.effect = 'Allow'
+            AND any(action IN stmt_runtask.action WHERE
+                toLower(action) = 'ecs:runtask'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust ECS tasks service (can be passed to ECS tasks)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'ecs-tasks.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# ECS-003
+AWS_ECS_PRIVESC_PASSROLE_CREATE_SERVICE_EXISTING_CLUSTER = AttackPathsQueryDefinition(
+    id="aws-ecs-privesc-passrole-create-service-existing-cluster",
+    name="ECS Service Creation with Privileged Role (ECS-003 - Existing Cluster)",
+    short_description="Deploy a Fargate service with a privileged role on an existing ECS cluster.",
+    description="Detect principals who can pass IAM roles, register ECS task definitions, and create services on existing clusters. Unlike ECS-001, this does not require ecs:CreateCluster since it targets clusters that already exist. The attacker registers a task definition with a privileged role and launches it as a Fargate service, gaining that role's permissions.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - ECS-003 - iam:PassRole + ecs:RegisterTaskDefinition + ecs:CreateService",
+        link="https://pathfinding.cloud/paths/ecs-003",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 ecs:RegisterTaskDefinition permission
+        MATCH (principal)--(taskdef_policy:AWSPolicy)--(stmt_taskdef:AWSPolicyStatement)
+        WHERE stmt_taskdef.effect = 'Allow'
+            AND any(action IN stmt_taskdef.action WHERE
+                toLower(action) = 'ecs:registertaskdefinition'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find ecs:CreateService permission
+        MATCH (principal)--(service_policy:AWSPolicy)--(stmt_service:AWSPolicyStatement)
+        WHERE stmt_service.effect = 'Allow'
+            AND any(action IN stmt_service.action WHERE
+                toLower(action) = 'ecs:createservice'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust ECS tasks service (can be passed to ECS tasks)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'ecs-tasks.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# ECS-004
+AWS_ECS_PRIVESC_PASSROLE_RUN_TASK_EXISTING_CLUSTER = AttackPathsQueryDefinition(
+    id="aws-ecs-privesc-passrole-run-task-existing-cluster",
+    name="ECS Task Execution with Privileged Role (ECS-004 - Existing Cluster)",
+    short_description="Run a one-off Fargate task with a privileged role on an existing ECS cluster.",
+    description="Detect principals who can pass IAM roles, register ECS task definitions, and run tasks on existing clusters. Unlike ECS-002, this does not require ecs:CreateCluster since it targets clusters that already exist. The attacker registers a task definition with a privileged role and runs it as a one-off Fargate task, gaining that role's permissions.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - ECS-004 - iam:PassRole + ecs:RegisterTaskDefinition + ecs:RunTask",
+        link="https://pathfinding.cloud/paths/ecs-004",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 ecs:RegisterTaskDefinition permission
+        MATCH (principal)--(taskdef_policy:AWSPolicy)--(stmt_taskdef:AWSPolicyStatement)
+        WHERE stmt_taskdef.effect = 'Allow'
+            AND any(action IN stmt_taskdef.action WHERE
+                toLower(action) = 'ecs:registertaskdefinition'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find ecs:RunTask permission
+        MATCH (principal)--(runtask_policy:AWSPolicy)--(stmt_runtask:AWSPolicyStatement)
+        WHERE stmt_runtask.effect = 'Allow'
+            AND any(action IN stmt_runtask.action WHERE
+                toLower(action) = 'ecs:runtask'
+                OR toLower(action) = 'ecs:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust ECS tasks service (can be passed to ECS tasks)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'ecs-tasks.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# GLUE-001
+AWS_GLUE_PRIVESC_PASSROLE_DEV_ENDPOINT = AttackPathsQueryDefinition(
+    id="aws-glue-privesc-passrole-dev-endpoint",
+    name="Glue Dev Endpoint with Privileged Role (GLUE-001)",
+    short_description="Create a Glue development endpoint with a privileged role attached to gain its permissions.",
+    description="Detect principals who can pass IAM roles and create Glue development endpoints. This allows creating a dev endpoint with a privileged role attached, gaining that role's permissions.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - GLUE-001 - iam:PassRole + glue:CreateDevEndpoint",
+        link="https://pathfinding.cloud/paths/glue-001",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:PassRole permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 glue:CreateDevEndpoint permission
+        MATCH (principal)--(glue_policy:AWSPolicy)--(stmt_glue:AWSPolicyStatement)
+        WHERE stmt_glue.effect = 'Allow'
+            AND any(action IN stmt_glue.action WHERE
+                toLower(action) = 'glue:createdevendpoint'
+                OR toLower(action) = 'glue:*'
+                OR action = '*'
+            )
+
+        // Find roles that trust Glue service (can be passed to Glue)
+        MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {{arn: 'glue.amazonaws.com'}})
+        WHERE any(resource IN stmt_passrole.resource WHERE
+            resource = '*'
+            OR target_role.arn CONTAINS resource
+            OR resource CONTAINS target_role.name
+        )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# IAM-014
+AWS_IAM_PRIVESC_ATTACH_ROLE_POLICY_ASSUME_ROLE = AttackPathsQueryDefinition(
+    id="aws-iam-privesc-attach-role-policy-assume-role",
+    name="Role Policy Attachment and Assumption (IAM-014)",
+    short_description="Attach policies to IAM roles and then assume them to gain elevated access.",
+    description="Detect principals who can both attach policies to roles AND assume those roles. This allows modifying a role's permissions then assuming it to gain elevated access.",
+    attribution=AttackPathsQueryAttribution(
+        text="pathfinding.cloud - IAM-014 - iam:AttachRolePolicy + sts:AssumeRole",
+        link="https://pathfinding.cloud/paths/iam-014",
+    ),
+    provider="aws",
+    cypher=f"""
+        // Find principals with iam:AttachRolePolicy permission
+        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(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 sts:AssumeRole permission
+        MATCH (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
+            AND any(resource IN stmt_attach.resource WHERE
+                resource = '*'
+                OR target_role.arn CONTAINS resource
+                OR resource CONTAINS target_role.name
+            )
+            AND any(resource IN stmt_assume.resource WHERE
+                resource = '*'
+                OR target_role.arn CONTAINS resource
+                OR resource CONTAINS target_role.name
+            )
+
+        UNWIND nodes(path_principal) + nodes(path_target) as n
+        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL', provider_uid: $provider_uid}})
+
+        RETURN path_principal, path_target,
+            collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
+    """,
+    parameters=[],
+)
+
+# AWS Queries List
+# ----------------
+
+AWS_QUERIES: list[AttackPathsQueryDefinition] = [
+    AWS_INTERNET_EXPOSED_EC2_SENSITIVE_S3_ACCESS,
+    AWS_RDS_INSTANCES,
+    AWS_RDS_UNENCRYPTED_STORAGE,
+    AWS_S3_ANONYMOUS_ACCESS_BUCKETS,
+    AWS_IAM_STATEMENTS_ALLOW_ALL_ACTIONS,
+    AWS_IAM_STATEMENTS_ALLOW_DELETE_POLICY,
+    AWS_IAM_STATEMENTS_ALLOW_CREATE_ACTIONS,
+    AWS_EC2_INSTANCES_INTERNET_EXPOSED,
+    AWS_SECURITY_GROUPS_OPEN_INTERNET_FACING,
+    AWS_CLASSIC_ELB_INTERNET_EXPOSED,
+    AWS_ELBV2_INTERNET_EXPOSED,
+    AWS_PUBLIC_IP_RESOURCE_LOOKUP,
+    AWS_BEDROCK_PRIVESC_PASSROLE_CODE_INTERPRETER,
+    AWS_EC2_PRIVESC_PASSROLE_IAM,
+    AWS_EC2_PRIVESC_MODIFY_INSTANCE_ATTRIBUTE,
+    AWS_EC2_PRIVESC_PASSROLE_SPOT_INSTANCES,
+    AWS_EC2_PRIVESC_LAUNCH_TEMPLATE,
+    AWS_ECS_PRIVESC_PASSROLE_CREATE_SERVICE,
+    AWS_ECS_PRIVESC_PASSROLE_RUN_TASK,
+    AWS_ECS_PRIVESC_PASSROLE_CREATE_SERVICE_EXISTING_CLUSTER,
+    AWS_ECS_PRIVESC_PASSROLE_RUN_TASK_EXISTING_CLUSTER,
+    AWS_GLUE_PRIVESC_PASSROLE_DEV_ENDPOINT,
+    AWS_IAM_PRIVESC_ATTACH_ROLE_POLICY_ASSUME_ROLE,
+]

api/src/backend/api/attack_paths/queries/registry.py

@@ -0,0 +1,25 @@
+from api.attack_paths.queries.types import AttackPathsQueryDefinition
+from api.attack_paths.queries.aws import AWS_QUERIES
+
+
+# Query definitions organized by provider
+_QUERY_DEFINITIONS: dict[str, list[AttackPathsQueryDefinition]] = {
+    "aws": AWS_QUERIES,
+}
+
+# Flat lookup by query ID for O(1) access
+_QUERIES_BY_ID: dict[str, AttackPathsQueryDefinition] = {
+    definition.id: definition
+    for definitions in _QUERY_DEFINITIONS.values()
+    for definition in definitions
+}
+
+
+def get_queries_for_provider(provider: str) -> list[AttackPathsQueryDefinition]:
+    """Get all attack path queries for a specific provider."""
+    return _QUERY_DEFINITIONS.get(provider, [])
+
+
+def get_query_by_id(query_id: str) -> AttackPathsQueryDefinition | None:
+    """Get a specific attack path query by its ID."""
+    return _QUERIES_BY_ID.get(query_id)

api/src/backend/api/attack_paths/queries/types.py

@@ -0,0 +1,39 @@
+from dataclasses import dataclass, field
+
+
+@dataclass
+class AttackPathsQueryAttribution:
+    """Source attribution for an Attack Path query."""
+
+    text: str
+    link: str
+
+
+@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
+    short_description: str
+    description: str
+    provider: str
+    cypher: str
+    attribution: AttackPathsQueryAttribution | None = None
+    parameters: list[AttackPathsQueryParameterDefinition] = field(default_factory=list)

api/src/backend/api/attack_paths/retryable_session.py

@@ -0,0 +1,92 @@
+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()

api/src/backend/api/attack_paths/views_helpers.py

@@ -0,0 +1,148 @@
+import logging
+
+from typing import Any, Iterable
+
+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
+from tasks.jobs.attack_paths.config import INTERNAL_LABELS
+
+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": _filter_labels(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 _filter_labels(labels: Iterable[str]) -> list[str]:
+    return [label for label in labels if label not in INTERNAL_LABELS]
+
+
+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()}

api/src/backend/api/compliance.py

@@ -1,15 +1,99 @@
-from types import MappingProxyType
+from collections.abc import Iterable, Mapping
 
 from api.models import Provider
 from prowler.config.config import get_available_compliance_frameworks
 from prowler.lib.check.compliance_models import Compliance
 from prowler.lib.check.models import CheckMetadata
 
-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.
@@ -70,28 +154,35 @@ def get_prowler_provider_compliance(provider_type: Provider.ProviderChoices) ->
     return Compliance.get_bulk(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 _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_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
+):
     """
     Generate a mapping of checks to the compliance frameworks that include them.
 
@@ -100,21 +191,25 @@ def load_prowler_checks(prowler_compliance):
     of compliance names that include that check.
 
     Args:
-        prowler_compliance (dict): The compliance data for all provider types,
+        prowler_compliance (dict): The compliance data for 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 = {}
-    for provider_type in Provider.ProviderChoices.values:
+    if provider_types is None:
+        provider_types = Provider.ProviderChoices.values
+    for provider_type in provider_types:
         checks[provider_type] = {
             check_id: set() for check_id in get_prowler_provider_checks(provider_type)
         }
-        for compliance_name, compliance_data in prowler_compliance[
-            provider_type
-        ].items():
+        for compliance_name, compliance_data in prowler_compliance.get(
+            provider_type, {}
+        ).items():
             for requirement in compliance_data.Requirements:
                 for check in requirement.Checks:
                     try:
@@ -163,7 +258,9 @@ def generate_scan_compliance(
                     ] += 1
 
 
-def generate_compliance_overview_template(prowler_compliance: dict):
+def generate_compliance_overview_template(
+    prowler_compliance: dict, provider_types: Iterable[str] | None = None
+):
     """
     Generate a compliance overview template for all provider types.
 
@@ -173,17 +270,21 @@ def generate_compliance_overview_template(prowler_compliance: dict):
     counts for requirements status.
 
     Args:
-        prowler_compliance (dict): The compliance data for all provider types,
+        prowler_compliance (dict): The compliance data for 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 = {}
-    for provider_type in Provider.ProviderChoices.values:
+    if provider_types is None:
+        provider_types = Provider.ProviderChoices.values
+    for provider_type in provider_types:
         provider_compliance = template.setdefault(provider_type, {})
-        compliance_data_dict = prowler_compliance[provider_type]
+        compliance_data_dict = prowler_compliance.get(provider_type, {})
 
         for compliance_name, compliance_data in compliance_data_dict.items():
             compliance_requirements = {}

api/src/backend/api/db_utils.py

@@ -12,7 +12,6 @@ from django.contrib.auth.models import BaseUserManager
 from django.db import (
     DEFAULT_DB_ALIAS,
     OperationalError,
-    connection,
     connections,
     models,
     transaction,
@@ -450,7 +449,7 @@ def create_index_on_partitions(
             all_partitions=True
         )
     """
-    with connection.cursor() as cursor:
+    with schema_editor.connection.cursor() as cursor:
         cursor.execute(
             """
             SELECT inhrelid::regclass::text
@@ -462,6 +461,7 @@ 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}"
@@ -470,7 +470,12 @@ def create_index_on_partitions(
                 f"ON {partition} USING {method} ({columns})"
                 f"{where_sql};"
             )
-            schema_editor.execute(sql)
+            old_autocommit = conn.connection.autocommit
+            conn.connection.autocommit = True
+            try:
+                schema_editor.execute(sql)
+            finally:
+                conn.connection.autocommit = old_autocommit
 
 
 def drop_index_on_partitions(
@@ -486,7 +491,8 @@ 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.
     """
-    with connection.cursor() as cursor:
+    conn = schema_editor.connection
+    with conn.cursor() as cursor:
         cursor.execute(
             """
             SELECT inhrelid::regclass::text
@@ -500,7 +506,12 @@ 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};"
-        schema_editor.execute(sql)
+        old_autocommit = conn.connection.autocommit
+        conn.connection.autocommit = True
+        try:
+            schema_editor.execute(sql)
+        finally:
+            conn.connection.autocommit = old_autocommit
 
 
 def generate_api_key_prefix():

api/src/backend/api/exceptions.py

@@ -107,3 +107,105 @@ 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,
+                }
+            ]
+        )

api/src/backend/api/filters.py

@@ -29,6 +29,7 @@ from api.models import (
     Finding,
     Integration,
     Invitation,
+    AttackPathsScan,
     LighthouseProviderConfiguration,
     LighthouseProviderModels,
     Membership,
@@ -37,6 +38,7 @@ from api.models import (
     PermissionChoices,
     Processor,
     Provider,
+    ProviderComplianceScore,
     ProviderGroup,
     ProviderSecret,
     Resource,
@@ -44,6 +46,7 @@ from api.models import (
     Role,
     Scan,
     ScanCategorySummary,
+    ScanGroupSummary,
     ScanSummary,
     SeverityChoices,
     StateChoices,
@@ -92,10 +95,62 @@ 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"
     )
@@ -161,6 +216,9 @@ 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(
@@ -339,6 +397,23 @@ 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(
@@ -378,6 +453,8 @@ 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")
@@ -386,6 +463,8 @@ 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
@@ -400,6 +479,9 @@ 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")
@@ -460,10 +542,14 @@ 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
@@ -476,6 +562,9 @@ 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))
 
@@ -1086,39 +1175,45 @@ class ThreatScoreSnapshotFilter(FilterSet):
         }
 
 
-class AttackSurfaceOverviewFilter(FilterSet):
+class AttackSurfaceOverviewFilter(BaseScanProviderFilter):
     """Filter for attack surface overview aggregations by provider."""
 
-    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:
+    class Meta(BaseScanProviderFilter.Meta):
         model = AttackSurfaceOverview
-        fields = {}
 
 
-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",
-    )
+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:
+    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(
+        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",
+    )
+    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
+        fields = {}
+
+
+class ComplianceWatchlistFilter(BaseProviderFilter):
+    """Filter for compliance watchlist overview by provider."""
+
+    class Meta(BaseProviderFilter.Meta):
+        model = ProviderComplianceScore

api/src/backend/api/fixtures/dev/8_dev_attack_paths_scans.json

@@ -0,0 +1,41 @@
+[
+  {
+    "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"
+    }
+  }
+]

api/src/backend/api/migrations/0065_alibabacloud_provider.py

@@ -0,0 +1,37 @@
+# Generated by Django migration for Alibaba Cloud provider support
+
+from django.db import migrations
+
+import api.db_utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0064_finding_categories"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="provider",
+            name="provider",
+            field=api.db_utils.ProviderEnumField(
+                choices=[
+                    ("aws", "AWS"),
+                    ("azure", "Azure"),
+                    ("gcp", "GCP"),
+                    ("kubernetes", "Kubernetes"),
+                    ("m365", "M365"),
+                    ("github", "GitHub"),
+                    ("mongodbatlas", "MongoDB Atlas"),
+                    ("iac", "IaC"),
+                    ("oraclecloud", "Oracle Cloud Infrastructure"),
+                    ("alibabacloud", "Alibaba Cloud"),
+                ],
+                default="aws",
+            ),
+        ),
+        migrations.RunSQL(
+            "ALTER TYPE provider ADD VALUE IF NOT EXISTS 'alibabacloud';",
+            reverse_sql=migrations.RunSQL.noop,
+        ),
+    ]

api/src/backend/api/migrations/0066_provider_compliance_score.py

@@ -0,0 +1,94 @@
+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",
+            ),
+        ),
+    ]

api/src/backend/api/migrations/0067_tenant_compliance_summary.py

@@ -0,0 +1,61 @@
+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"],
+            ),
+        ),
+    ]

api/src/backend/api/migrations/0068_finding_resource_group_scangroupsummary.py

@@ -0,0 +1,126 @@
+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"],
+            ),
+        ),
+    ]

api/src/backend/api/migrations/0069_resource_resource_group.py

@@ -0,0 +1,21 @@
+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,
+            ),
+        ),
+    ]

api/src/backend/api/migrations/0070_attack_paths_scan.py

@@ -0,0 +1,154 @@
+# 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"],
+            ),
+        ),
+    ]

api/src/backend/api/migrations/0071_drop_partitioned_indexes.py

@@ -0,0 +1,41 @@
+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",
+        ),
+    ]

api/src/backend/api/migrations/0072_drop_unused_indexes.py

@@ -0,0 +1,91 @@
+"""
+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),
+                ),
+            ],
+        ),
+    ]

api/src/backend/api/migrations/0073_findings_fail_new_index_partitions.py

@@ -0,0 +1,31 @@
+from functools import partial
+
+from django.db import migrations
+
+from api.db_utils import create_index_on_partitions, drop_index_on_partitions
+
+
+class Migration(migrations.Migration):
+    atomic = False
+
+    dependencies = [
+        ("api", "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",
+            ),
+        )
+    ]

api/src/backend/api/migrations/0074_findings_fail_new_index_parent.py

@@ -0,0 +1,54 @@
+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,
+                ),
+            ],
+        ),
+    ]

api/src/backend/api/migrations/0075_cloudflare_provider.py

@@ -0,0 +1,38 @@
+# Generated by Django migration for Cloudflare provider support
+
+from django.db import migrations
+
+import api.db_utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("api", "0074_findings_fail_new_index_parent"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="provider",
+            name="provider",
+            field=api.db_utils.ProviderEnumField(
+                choices=[
+                    ("aws", "AWS"),
+                    ("azure", "Azure"),
+                    ("gcp", "GCP"),
+                    ("kubernetes", "Kubernetes"),
+                    ("m365", "M365"),
+                    ("github", "GitHub"),
+                    ("mongodbatlas", "MongoDB Atlas"),
+                    ("iac", "IaC"),
+                    ("oraclecloud", "Oracle Cloud Infrastructure"),
+                    ("alibabacloud", "Alibaba Cloud"),
+                    ("cloudflare", "Cloudflare"),
+                ],
+                default="aws",
+            ),
+        ),
+        migrations.RunSQL(
+            "ALTER TYPE provider ADD VALUE IF NOT EXISTS 'cloudflare';",
+            reverse_sql=migrations.RunSQL.noop,
+        ),
+    ]

api/src/backend/api/models.py

@@ -12,7 +12,6 @@ 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
@@ -287,6 +286,8 @@ class Provider(RowLevelSecurityProtectedModel):
         MONGODBATLAS = "mongodbatlas", _("MongoDB Atlas")
         IAC = "iac", _("IaC")
         ORACLECLOUD = "oraclecloud", _("Oracle Cloud Infrastructure")
+        ALIBABACLOUD = "alibabacloud", _("Alibaba Cloud")
+        CLOUDFLARE = "cloudflare", _("Cloudflare")
 
     @staticmethod
     def validate_aws_uid(value):
@@ -391,6 +392,24 @@ class Provider(RowLevelSecurityProtectedModel):
                 pointer="/data/attributes/uid",
             )
 
+    @staticmethod
+    def validate_alibabacloud_uid(value):
+        if not re.match(r"^\d{16}$", value):
+            raise ModelValidationError(
+                detail="Alibaba Cloud account ID must be exactly 16 digits.",
+                code="alibabacloud-uid",
+                pointer="/data/attributes/uid",
+            )
+
+    @staticmethod
+    def validate_cloudflare_uid(value):
+        if not re.match(r"^[a-f0-9]{32}$", value):
+            raise ModelValidationError(
+                detail="Cloudflare Account ID must be a 32-character hexadecimal string.",
+                code="cloudflare-uid",
+                pointer="/data/attributes/uid",
+            )
+
     id = models.UUIDField(primary_key=True, default=uuid4, editable=False)
     inserted_at = models.DateTimeField(auto_now_add=True, editable=False)
     updated_at = models.DateTimeField(auto_now=True, editable=False)
@@ -616,6 +635,101 @@ 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)
@@ -636,10 +750,6 @@ 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"),
@@ -694,6 +804,12 @@ 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)
 
@@ -742,7 +858,6 @@ 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"],
@@ -880,6 +995,11 @@ 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)
@@ -922,23 +1042,19 @@ 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(
-                fields=["tenant_id", "id"],
-                condition=Q(delta="new"),
-                name="find_delta_new_idx",
+                condition=models.Q(status=StatusChoices.FAIL, delta="new"),
+                fields=["tenant_id", "scan_id"],
+                name="find_tenant_scan_fail_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",
@@ -1006,10 +1122,6 @@ 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",
@@ -1326,14 +1438,6 @@ 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"
@@ -1499,10 +1603,6 @@ 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",
@@ -1917,7 +2017,7 @@ class SAMLConfiguration(RowLevelSecurityProtectedModel):
 
 class ResourceScanSummary(RowLevelSecurityProtectedModel):
     scan_id = models.UUIDField(default=uuid7, db_index=True)
-    resource_id = models.UUIDField(default=uuid4, db_index=True)
+    resource_id = models.UUIDField(default=uuid4)
     service = models.CharField(max_length=100)
     region = models.CharField(max_length=100)
     resource_type = models.CharField(max_length=100)
@@ -2022,6 +2122,67 @@ 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.
@@ -2595,3 +2756,92 @@ 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"],
+            ),
+        ]

api/src/backend/api/tests/test_apps.py

@@ -1,10 +1,13 @@
 import os
+import sys
+import types
 from pathlib import Path
-from unittest.mock import MagicMock
+from unittest.mock import MagicMock, patch
 
 import pytest
 from django.conf import settings
 
+import api
 import api.apps as api_apps_module
 from api.apps import (
     ApiConfig,
@@ -150,3 +153,82 @@ 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()

api/src/backend/api/tests/test_attack_paths.py

@@ -0,0 +1,174 @@
+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",
+        short_description="Short desc",
+        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",
+        short_description="Short desc",
+        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()

api/src/backend/api/tests/test_attack_paths_database.py

@@ -0,0 +1,303 @@
+"""
+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

api/src/backend/api/tests/test_compliance.py

@@ -6,7 +6,6 @@ from api.compliance import (
     get_prowler_provider_checks,
     get_prowler_provider_compliance,
     load_prowler_checks,
-    load_prowler_compliance,
 )
 from api.models import Provider
 
@@ -35,55 +34,6 @@ 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(

api/src/backend/api/tests/test_models.py

@@ -1,9 +1,21 @@
+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 Resource, ResourceTag, SAMLConfiguration, SAMLDomainIndex
+from api.models import (
+    ProviderComplianceScore,
+    Resource,
+    ResourceTag,
+    SAMLConfiguration,
+    SAMLDomainIndex,
+    StateChoices,
+    StatusChoices,
+    TenantComplianceSummary,
+)
 
 
 @pytest.mark.django_db
@@ -324,3 +336,159 @@ 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

api/src/backend/api/tests/test_utils.py

@@ -16,9 +16,11 @@ from api.utils import (
     return_prowler_provider,
     validate_invitation,
 )
+from prowler.providers.alibabacloud.alibabacloud_provider import AlibabacloudProvider
 from prowler.providers.aws.aws_provider import AwsProvider
 from prowler.providers.aws.lib.security_hub.security_hub import SecurityHubConnection
 from prowler.providers.azure.azure_provider import AzureProvider
+from prowler.providers.cloudflare.cloudflare_provider import CloudflareProvider
 from prowler.providers.gcp.gcp_provider import GcpProvider
 from prowler.providers.github.github_provider import GithubProvider
 from prowler.providers.iac.iac_provider import IacProvider
@@ -116,6 +118,8 @@ class TestReturnProwlerProvider:
             (Provider.ProviderChoices.MONGODBATLAS.value, MongodbatlasProvider),
             (Provider.ProviderChoices.ORACLECLOUD.value, OraclecloudProvider),
             (Provider.ProviderChoices.IAC.value, IacProvider),
+            (Provider.ProviderChoices.ALIBABACLOUD.value, AlibabacloudProvider),
+            (Provider.ProviderChoices.CLOUDFLARE.value, CloudflareProvider),
         ],
     )
     def test_return_prowler_provider(self, provider_type, expected_provider):
@@ -219,6 +223,10 @@ class TestGetProwlerProviderKwargs:
                 Provider.ProviderChoices.MONGODBATLAS.value,
                 {"atlas_organization_id": "provider_uid"},
             ),
+            (
+                Provider.ProviderChoices.CLOUDFLARE.value,
+                {"filter_accounts": ["provider_uid"]},
+            ),
         ],
     )
     def test_get_prowler_provider_kwargs(self, provider_type, expected_extra_kwargs):

api/src/backend/api/utils.py

@@ -1,4 +1,7 @@
+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
@@ -11,18 +14,26 @@ 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.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
-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
+
+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.cloudflare.cloudflare_provider import CloudflareProvider
+    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):
@@ -63,8 +74,9 @@ def merge_dicts(default_dict: dict, replacement_dict: dict) -> dict:
 
 def return_prowler_provider(
     provider: Provider,
-) -> [
-    AwsProvider
+) -> (
+    AlibabacloudProvider
+    | AwsProvider
     | AzureProvider
     | GcpProvider
     | GithubProvider
@@ -73,37 +85,73 @@ def return_prowler_provider(
     | M365Provider
     | MongodbatlasProvider
     | OraclecloudProvider
-]:
+):
     """Return the Prowler provider class based on the given provider type.
 
     Args:
         provider (Provider): The provider object containing the provider type and associated secrets.
 
     Returns:
-        AwsProvider | AzureProvider | GcpProvider | GithubProvider | IacProvider | KubernetesProvider | M365Provider | OraclecloudProvider | MongodbatlasProvider: The corresponding provider class.
+        AlibabacloudProvider | AwsProvider | AzureProvider | CloudflareProvider | GcpProvider | GithubProvider | IacProvider | KubernetesProvider | M365Provider | MongodbatlasProvider | OraclecloudProvider: The corresponding provider class.
 
     Raises:
         ValueError: If the provider type specified in `provider.provider` is not supported.
     """
     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 Provider.ProviderChoices.CLOUDFLARE.value:
+            from prowler.providers.cloudflare.cloudflare_provider import (
+                CloudflareProvider,
+            )
+
+            prowler_provider = CloudflareProvider
         case _:
             raise ValueError(f"Provider type {provider.provider} not supported")
     return prowler_provider
@@ -155,6 +203,11 @@ def get_prowler_provider_kwargs(
             **prowler_provider_kwargs,
             "atlas_organization_id": provider.uid,
         }
+    elif provider.provider == Provider.ProviderChoices.CLOUDFLARE.value:
+        prowler_provider_kwargs = {
+            **prowler_provider_kwargs,
+            "filter_accounts": [provider.uid],
+        }
 
     if mutelist_processor:
         mutelist_content = mutelist_processor.configuration.get("Mutelist", {})
@@ -169,8 +222,10 @@ def initialize_prowler_provider(
     provider: Provider,
     mutelist_processor: Processor | None = None,
 ) -> (
-    AwsProvider
+    AlibabacloudProvider
+    | AwsProvider
     | AzureProvider
+    | CloudflareProvider
     | GcpProvider
     | GithubProvider
     | IacProvider
@@ -186,9 +241,8 @@ def initialize_prowler_provider(
         mutelist_processor (Processor): The mutelist processor object containing the mutelist configuration.
 
     Returns:
-        AwsProvider | AzureProvider | GcpProvider | GithubProvider | IacProvider | KubernetesProvider | M365Provider | OraclecloudProvider | MongodbatlasProvider: An instance of the corresponding provider class
-            (`AwsProvider`, `AzureProvider`, `GcpProvider`, `GithubProvider`, `IacProvider`, `KubernetesProvider`, `M365Provider`, `OraclecloudProvider` or `MongodbatlasProvider`) initialized with the
-            provider's secrets.
+        AlibabacloudProvider | AwsProvider | AzureProvider | CloudflareProvider | GcpProvider | GithubProvider | IacProvider | KubernetesProvider | M365Provider | MongodbatlasProvider | OraclecloudProvider: An instance of the corresponding provider class
+            initialized with the provider's secrets.
     """
     prowler_provider = return_prowler_provider(provider)
     prowler_provider_kwargs = get_prowler_provider_kwargs(provider, mutelist_processor)
@@ -389,11 +443,21 @@ 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)

api/src/backend/api/v1/serializer_utils/providers.py

@@ -304,6 +304,75 @@ from rest_framework_json_api import serializers
                 },
                 "required": ["atlas_public_key", "atlas_private_key"],
             },
+            {
+                "type": "object",
+                "title": "Alibaba Cloud Static Credentials",
+                "properties": {
+                    "access_key_id": {
+                        "type": "string",
+                        "description": "The Alibaba Cloud access key ID for authentication.",
+                    },
+                    "access_key_secret": {
+                        "type": "string",
+                        "description": "The Alibaba Cloud access key secret for authentication.",
+                    },
+                    "security_token": {
+                        "type": "string",
+                        "description": "The STS security token for temporary credentials (optional).",
+                    },
+                },
+                "required": ["access_key_id", "access_key_secret"],
+            },
+            {
+                "type": "object",
+                "title": "Alibaba Cloud RAM Role Assumption",
+                "properties": {
+                    "role_arn": {
+                        "type": "string",
+                        "description": "The ARN of the RAM role to assume (e.g., acs:ram::1234567890123456:role/ProwlerRole).",
+                    },
+                    "access_key_id": {
+                        "type": "string",
+                        "description": "The Alibaba Cloud access key ID of the RAM user that will assume the role.",
+                    },
+                    "access_key_secret": {
+                        "type": "string",
+                        "description": "The Alibaba Cloud access key secret of the RAM user that will assume the role.",
+                    },
+                    "role_session_name": {
+                        "type": "string",
+                        "description": "An identifier for the role session (optional, defaults to 'ProwlerSession').",
+                    },
+                },
+                "required": ["role_arn", "access_key_id", "access_key_secret"],
+            },
+            {
+                "type": "object",
+                "title": "Cloudflare API Token",
+                "properties": {
+                    "api_token": {
+                        "type": "string",
+                        "description": "Cloudflare API Token for authentication (recommended).",
+                    },
+                },
+                "required": ["api_token"],
+            },
+            {
+                "type": "object",
+                "title": "Cloudflare API Key + Email",
+                "properties": {
+                    "api_key": {
+                        "type": "string",
+                        "description": "Cloudflare Global API Key for authentication (legacy).",
+                    },
+                    "api_email": {
+                        "type": "string",
+                        "format": "email",
+                        "description": "Email address associated with the Cloudflare account.",
+                    },
+                },
+                "required": ["api_key", "api_email"],
+            },
         ]
     }
 )

api/src/backend/api/v1/serializers.py

@@ -21,6 +21,7 @@ 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,
@@ -1132,6 +1133,119 @@ 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 AttackPathsQueryAttributionSerializer(BaseSerializerV1):
+    text = serializers.CharField()
+    link = serializers.CharField()
+
+    class JSONAPIMeta:
+        resource_name = "attack-paths-query-attributions"
+
+
+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()
+    short_description = serializers.CharField()
+    description = serializers.CharField()
+    attribution = AttackPathsQueryAttributionSerializer(allow_null=True, required=False)
+    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
@@ -1175,6 +1289,7 @@ class ResourceSerializer(RLSSerializer):
             "metadata",
             "details",
             "partition",
+            "groups",
         ]
         extra_kwargs = {
             "id": {"read_only": True},
@@ -1183,6 +1298,7 @@ class ResourceSerializer(RLSSerializer):
             "metadata": {"read_only": True},
             "details": {"read_only": True},
             "partition": {"read_only": True},
+            "groups": {"read_only": True},
         }
 
     included_serializers = {
@@ -1276,6 +1392,7 @@ 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.")
 
@@ -1302,6 +1419,7 @@ class FindingSerializer(RLSSerializer):
             "check_id",
             "check_metadata",
             "categories",
+            "resource_groups",
             "raw_result",
             "inserted_at",
             "updated_at",
@@ -1358,6 +1476,9 @@ 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.")
 
@@ -1390,12 +1511,35 @@ class BaseWriteProviderSecretSerializer(BaseWriteSerializer):
                 serializer = OracleCloudProviderSecret(data=secret)
             elif provider_type == Provider.ProviderChoices.MONGODBATLAS.value:
                 serializer = MongoDBAtlasProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.ALIBABACLOUD.value:
+                serializer = AlibabaCloudProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.CLOUDFLARE.value:
+                if "api_token" in secret:
+                    serializer = CloudflareTokenProviderSecret(data=secret)
+                elif "api_key" in secret and "api_email" in secret:
+                    serializer = CloudflareApiKeyProviderSecret(data=secret)
+                else:
+                    raise serializers.ValidationError(
+                        {
+                            "secret": "Cloudflare credentials must include either 'api_token' "
+                            "or both 'api_key' and 'api_email'."
+                        }
+                    )
             else:
                 raise serializers.ValidationError(
                     {"provider": f"Provider type not supported {provider_type}"}
                 )
         elif secret_type == ProviderSecret.TypeChoices.ROLE:
-            serializer = AWSRoleAssumptionProviderSecret(data=secret)
+            if provider_type == Provider.ProviderChoices.AWS.value:
+                serializer = AWSRoleAssumptionProviderSecret(data=secret)
+            elif provider_type == Provider.ProviderChoices.ALIBABACLOUD.value:
+                serializer = AlibabaCloudRoleAssumptionProviderSecret(data=secret)
+            else:
+                raise serializers.ValidationError(
+                    {
+                        "secret_type": f"Role assumption not supported for provider type: {provider_type}"
+                    }
+                )
         elif secret_type == ProviderSecret.TypeChoices.SERVICE_ACCOUNT:
             serializer = GCPServiceAccountProviderSecret(data=secret)
         else:
@@ -1532,6 +1676,49 @@ class OracleCloudProviderSecret(serializers.Serializer):
         resource_name = "provider-secrets"
 
 
+class CloudflareTokenProviderSecret(serializers.Serializer):
+    api_token = serializers.CharField()
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
+class CloudflareApiKeyProviderSecret(serializers.Serializer):
+    api_key = serializers.CharField()
+    api_email = serializers.EmailField()
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
+class AlibabaCloudProviderSecret(serializers.Serializer):
+    access_key_id = serializers.CharField()
+    access_key_secret = serializers.CharField()
+    security_token = serializers.CharField(required=False)
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
+class AlibabaCloudRoleAssumptionProviderSecret(serializers.Serializer):
+    role_arn = serializers.CharField(
+        help_text="Access Key ID of the RAM user that will assume the role"
+    )
+    access_key_id = serializers.CharField(
+        help_text="Access Key ID of the RAM user that will assume the role"
+    )
+    access_key_secret = serializers.CharField(
+        help_text="Access Key Secret of the RAM user that will assume the role"
+    )
+    role_session_name = serializers.CharField(
+        required=False,
+        help_text="Session name for the assumed role session (optional, defaults to 'ProwlerSession')",
+    )
+
+    class Meta:
+        resource_name = "provider-secrets"
+
+
 class AWSRoleAssumptionProviderSecret(serializers.Serializer):
     role_arn = serializers.CharField()
     external_id = serializers.CharField()
@@ -2264,6 +2451,36 @@ 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()
@@ -3795,3 +4012,31 @@ 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"

api/src/backend/api/v1/urls.py

@@ -4,6 +4,7 @@ from drf_spectacular.views import SpectacularRedocView
 from rest_framework_nested import routers
 
 from api.v1.views import (
+    AttackPathsScanViewSet,
     ComplianceOverviewViewSet,
     CustomSAMLLoginView,
     CustomTokenObtainView,
@@ -53,6 +54,9 @@ 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")

api/src/backend/api/v1/views.py

@@ -41,8 +41,9 @@ from django.db.models import (
     Sum,
     Value,
     When,
+    Window,
 )
-from django.db.models.functions import Coalesce
+from django.db.models.functions import Coalesce, RowNumber
 from django.http import HttpResponse, QueryDict
 from django.shortcuts import redirect
 from django.urls import reverse
@@ -73,6 +74,7 @@ from rest_framework.permissions import SAFE_METHODS
 from rest_framework_json_api.views import RelationshipView, Response
 from rest_framework_simplejwt.exceptions import InvalidToken, TokenError
 from tasks.beat import schedule_provider_scan
+from tasks.jobs.attack_paths import db_utils as attack_paths_db_utils
 from tasks.jobs.export import get_s3_client
 from tasks.tasks import (
     backfill_compliance_summaries_task,
@@ -89,6 +91,9 @@ from tasks.tasks import (
     refresh_lighthouse_provider_models_task,
 )
 
+from api.attack_paths import database as graph_database
+from api.attack_paths import get_queries_for_provider, get_query_by_id
+from api.attack_paths import views_helpers as attack_paths_views_helpers
 from api.base_views import BaseRLSViewSet, BaseTenantViewset, BaseUserViewset
 from api.compliance import (
     PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE,
@@ -96,11 +101,19 @@ from api.compliance import (
 )
 from api.db_router import MainRouter
 from api.db_utils import rls_transaction
-from api.exceptions import TaskFailedException
+from api.exceptions import (
+    TaskFailedException,
+    UpstreamAccessDeniedError,
+    UpstreamAuthenticationError,
+    UpstreamInternalError,
+    UpstreamServiceUnavailableError,
+)
 from api.filters import (
+    AttackPathsScanFilter,
     AttackSurfaceOverviewFilter,
     CategoryOverviewFilter,
     ComplianceOverviewFilter,
+    ComplianceWatchlistFilter,
     CustomDjangoFilterBackend,
     DailySeveritySummaryFilter,
     FindingFilter,
@@ -118,6 +131,7 @@ from api.filters import (
     ProviderGroupFilter,
     ProviderSecretFilter,
     ResourceFilter,
+    ResourceGroupOverviewFilter,
     RoleFilter,
     ScanFilter,
     ScanSummaryFilter,
@@ -129,6 +143,7 @@ from api.filters import (
     UserFilter,
 )
 from api.models import (
+    AttackPathsScan,
     AttackSurfaceOverview,
     ComplianceOverviewSummary,
     ComplianceRequirementOverview,
@@ -144,6 +159,7 @@ from api.models import (
     MuteRule,
     Processor,
     Provider,
+    ProviderComplianceScore,
     ProviderGroup,
     ProviderGroupMembership,
     ProviderSecret,
@@ -158,11 +174,13 @@ from api.models import (
     SAMLToken,
     Scan,
     ScanCategorySummary,
+    ScanGroupSummary,
     ScanSummary,
     SeverityChoices,
     StateChoices,
     Task,
     TenantAPIKey,
+    TenantComplianceSummary,
     ThreatScoreSnapshot,
     User,
     UserRoleRelationship,
@@ -173,11 +191,16 @@ from api.rls import Tenant
 from api.utils import (
     CustomOAuth2Client,
     get_findings_metadata_no_aggregations,
+    initialize_prowler_provider,
     validate_invitation,
 )
 from api.uuid_utils import datetime_to_uuid7, uuid7_start
 from api.v1.mixins import DisablePaginationMixin, PaginateByPkMixin, TaskManagementMixin
 from api.v1.serializers import (
+    AttackPathsQueryResultSerializer,
+    AttackPathsQueryRunRequestSerializer,
+    AttackPathsQuerySerializer,
+    AttackPathsScanSerializer,
     AttackSurfaceOverviewSerializer,
     CategoryOverviewSerializer,
     ComplianceOverviewAttributesSerializer,
@@ -185,6 +208,7 @@ from api.v1.serializers import (
     ComplianceOverviewDetailThreatscoreSerializer,
     ComplianceOverviewMetadataSerializer,
     ComplianceOverviewSerializer,
+    ComplianceWatchlistOverviewSerializer,
     FindingDynamicFilterSerializer,
     FindingMetadataSerializer,
     FindingSerializer,
@@ -229,6 +253,8 @@ from api.v1.serializers import (
     ProviderSecretUpdateSerializer,
     ProviderSerializer,
     ProviderUpdateSerializer,
+    ResourceEventSerializer,
+    ResourceGroupOverviewSerializer,
     ResourceMetadataSerializer,
     ResourceSerializer,
     RoleCreateSerializer,
@@ -258,6 +284,13 @@ from api.v1.serializers import (
     UserSerializer,
     UserUpdateSerializer,
 )
+from prowler.providers.aws.exceptions.exceptions import (
+    AWSAssumeRoleError,
+    AWSCredentialsError,
+)
+from prowler.providers.aws.lib.cloudtrail_timeline.cloudtrail_timeline import (
+    CloudTrailTimeline,
+)
 
 logger = logging.getLogger(BackendLogger.API)
 
@@ -359,7 +392,7 @@ class SchemaView(SpectacularAPIView):
 
     def get(self, request, *args, **kwargs):
         spectacular_settings.TITLE = "Prowler API"
-        spectacular_settings.VERSION = "1.17.2"
+        spectacular_settings.VERSION = "1.20.0"
         spectacular_settings.DESCRIPTION = (
             "Prowler API specification.\n\nThis file is auto-generated."
         )
@@ -401,6 +434,10 @@ class SchemaView(SpectacularAPIView):
                 "name": "Scan",
                 "description": "Endpoints for triggering manual scans and viewing scan results.",
             },
+            {
+                "name": "Attack Paths",
+                "description": "Endpoints for Attack Paths scan status and executing Attack Paths queries.",
+            },
             {
                 "name": "Schedule",
                 "description": "Endpoints for managing scan schedules, allowing configuration of automated "
@@ -2151,6 +2188,12 @@ class ScanViewSet(BaseRLSViewSet):
                 },
             )
 
+        attack_paths_db_utils.create_attack_paths_scan(
+            tenant_id=self.request.tenant_id,
+            scan_id=str(scan.id),
+            provider_id=str(scan.provider_id),
+        )
+
         prowler_task = Task.objects.get(id=task.id)
         scan.task_id = task.id
         scan.save(update_fields=["task_id"])
@@ -2231,6 +2274,188 @@ class TaskViewSet(BaseRLSViewSet):
         )
 
 
+@extend_schema_view(
+    list=extend_schema(
+        tags=["Attack Paths"],
+        summary="List Attack Paths scans",
+        description="Retrieve Attack Paths scans for the tenant with support for filtering, ordering, and pagination.",
+    ),
+    retrieve=extend_schema(
+        tags=["Attack Paths"],
+        summary="Retrieve Attack Paths scan details",
+        description="Fetch full details for a specific Attack Paths scan.",
+    ),
+    attack_paths_queries=extend_schema(
+        tags=["Attack Paths"],
+        summary="List Attack Paths queries",
+        description="Retrieve the catalog of Attack Paths queries available for this Attack Paths scan.",
+        responses={
+            200: OpenApiResponse(AttackPathsQuerySerializer(many=True)),
+            404: OpenApiResponse(
+                description="No queries found for the selected provider"
+            ),
+        },
+    ),
+    run_attack_paths_query=extend_schema(
+        tags=["Attack Paths"],
+        summary="Execute an Attack Paths query",
+        description="Execute the selected Attack Paths query against the Attack Paths graph and return the resulting subgraph.",
+        request=AttackPathsQueryRunRequestSerializer,
+        responses={
+            200: OpenApiResponse(AttackPathsQueryResultSerializer),
+            400: OpenApiResponse(
+                description="Bad request (e.g., Unknown Attack Paths query for the selected provider)"
+            ),
+            404: OpenApiResponse(
+                description="No Attack Paths found for the given query and parameters"
+            ),
+            500: OpenApiResponse(
+                description="Attack Paths query execution failed due to a database error"
+            ),
+        },
+    ),
+)
+class AttackPathsScanViewSet(BaseRLSViewSet):
+    queryset = AttackPathsScan.objects.all()
+    serializer_class = AttackPathsScanSerializer
+    http_method_names = ["get", "post"]
+    filterset_class = AttackPathsScanFilter
+    ordering = ["-inserted_at"]
+    ordering_fields = [
+        "inserted_at",
+        "started_at",
+    ]
+    # RBAC required permissions
+    required_permissions = [Permissions.MANAGE_SCANS]
+
+    def set_required_permissions(self):
+        if self.request.method in SAFE_METHODS:
+            self.required_permissions = []
+
+        else:
+            self.required_permissions = [Permissions.MANAGE_SCANS]
+
+    def get_serializer_class(self):
+        if self.action == "run_attack_paths_query":
+            return AttackPathsQueryRunRequestSerializer
+
+        return super().get_serializer_class()
+
+    def get_queryset(self):
+        user_roles = get_role(self.request.user)
+        base_queryset = AttackPathsScan.objects.filter(tenant_id=self.request.tenant_id)
+
+        if user_roles.unlimited_visibility:
+            queryset = base_queryset
+
+        else:
+            queryset = base_queryset.filter(provider__in=get_providers(user_roles))
+
+        return queryset.select_related("provider", "scan", "task")
+
+    def list(self, request, *args, **kwargs):
+        queryset = self.filter_queryset(self.get_queryset())
+
+        latest_per_provider = queryset.annotate(
+            latest_scan_rank=Window(
+                expression=RowNumber(),
+                partition_by=[F("provider_id")],
+                order_by=[F("inserted_at").desc()],
+            )
+        ).filter(latest_scan_rank=1)
+
+        page = self.paginate_queryset(latest_per_provider)
+        if page is not None:
+            serializer = self.get_serializer(page, many=True)
+            return self.get_paginated_response(serializer.data)
+
+        serializer = self.get_serializer(latest_per_provider, many=True)
+        return Response(serializer.data)
+
+    @extend_schema(exclude=True)
+    def create(self, request, *args, **kwargs):
+        raise MethodNotAllowed(method="POST")
+
+    @extend_schema(exclude=True)
+    def destroy(self, request, *args, **kwargs):
+        raise MethodNotAllowed(method="DELETE")
+
+    @action(
+        detail=True,
+        methods=["get"],
+        url_path="queries",
+        url_name="queries",
+    )
+    def attack_paths_queries(self, request, pk=None):
+        attack_paths_scan = self.get_object()
+        queries = get_queries_for_provider(attack_paths_scan.provider.provider)
+
+        if not queries:
+            return Response(
+                {"detail": "No queries found for the selected provider"},
+                status=status.HTTP_404_NOT_FOUND,
+            )
+
+        serializer = AttackPathsQuerySerializer(queries, many=True)
+        return Response(serializer.data, status=status.HTTP_200_OK)
+
+    @action(
+        detail=True,
+        methods=["post"],
+        url_path="queries/run",
+        url_name="queries-run",
+    )
+    def run_attack_paths_query(self, request, pk=None):
+        attack_paths_scan = self.get_object()
+
+        if attack_paths_scan.state != StateChoices.COMPLETED:
+            raise ValidationError(
+                {
+                    "detail": "The Attack Paths scan must be completed before running Attack Paths queries"
+                }
+            )
+
+        if not attack_paths_scan.graph_database:
+            logger.error(
+                f"The Attack Paths Scan {attack_paths_scan.id} does not reference a graph database"
+            )
+            return Response(
+                {"detail": "The Attack Paths scan does not reference a graph database"},
+                status=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            )
+
+        payload = attack_paths_views_helpers.normalize_run_payload(request.data)
+        serializer = AttackPathsQueryRunRequestSerializer(data=payload)
+        serializer.is_valid(raise_exception=True)
+
+        query_definition = get_query_by_id(serializer.validated_data["id"])
+        if (
+            query_definition is None
+            or query_definition.provider != attack_paths_scan.provider.provider
+        ):
+            raise ValidationError(
+                {"id": "Unknown Attack Paths query for the selected provider"}
+            )
+
+        parameters = attack_paths_views_helpers.prepare_query_parameters(
+            query_definition,
+            serializer.validated_data.get("parameters", {}),
+            attack_paths_scan.provider.uid,
+        )
+
+        graph = attack_paths_views_helpers.execute_attack_paths_query(
+            attack_paths_scan, query_definition, parameters
+        )
+        graph_database.clear_cache(attack_paths_scan.graph_database)
+
+        status_code = status.HTTP_200_OK
+        if not graph.get("nodes"):
+            status_code = status.HTTP_404_NOT_FOUND
+
+        response_serializer = AttackPathsQueryResultSerializer(graph)
+        return Response(response_serializer.data, status=status_code)
+
+
 @extend_schema_view(
     list=extend_schema(
         tags=["Resource"],
@@ -2289,6 +2514,20 @@ class ResourceViewSet(PaginateByPkMixin, BaseRLSViewSet):
     http_method_names = ["get"]
     filterset_class = ResourceFilter
     ordering = ["-failed_findings_count", "-updated_at"]
+
+    # Events endpoint constants (currently AWS-only, limited to 90 days by CloudTrail Event History)
+    EVENTS_DEFAULT_LOOKBACK_DAYS = 90
+    EVENTS_MIN_LOOKBACK_DAYS = 1
+    EVENTS_MAX_LOOKBACK_DAYS = 90
+    # Page size controls how many events CloudTrail returns (prepares for API pagination)
+    EVENTS_DEFAULT_PAGE_SIZE = 50
+    EVENTS_MIN_PAGE_SIZE = 1
+    EVENTS_MAX_PAGE_SIZE = 50  # CloudTrail lookup_events max is 50
+    # Allowed query parameters for the events endpoint
+    EVENTS_ALLOWED_PARAMS = frozenset(
+        {"lookback_days", "page[size]", "include_read_events"}
+    )
+
     ordering_fields = [
         "provider_uid",
         "uid",
@@ -2364,6 +2603,8 @@ class ResourceViewSet(PaginateByPkMixin, BaseRLSViewSet):
     def get_serializer_class(self):
         if self.action in ["metadata", "metadata_latest"]:
             return ResourceMetadataSerializer
+        if self.action == "events":
+            return ResourceEventSerializer
         return super().get_serializer_class()
 
     def get_filterset_class(self):
@@ -2372,8 +2613,8 @@ class ResourceViewSet(PaginateByPkMixin, BaseRLSViewSet):
         return ResourceFilter
 
     def filter_queryset(self, queryset):
-        # Do not apply filters when retrieving specific resource
-        if self.action == "retrieve":
+        # Do not apply filters when retrieving specific resource or events
+        if self.action in ["retrieve", "events"]:
             return queryset
         return super().filter_queryset(queryset)
 
@@ -2523,10 +2764,20 @@ class ResourceViewSet(PaginateByPkMixin, BaseRLSViewSet):
             .order_by("resource_type")
         )
 
+        # Get groups from Resource model (flatten ArrayField)
+        all_groups = Resource.objects.filter(
+            tenant_id=tenant_id,
+            groups__isnull=False,
+        ).values_list("groups", flat=True)
+        groups = sorted(
+            set(g for groups_list in all_groups if groups_list for g in groups_list)
+        )
+
         result = {
             "services": services,
             "regions": regions,
             "types": resource_types,
+            "groups": groups,
         }
 
         serializer = self.get_serializer(data=result)
@@ -2583,16 +2834,243 @@ class ResourceViewSet(PaginateByPkMixin, BaseRLSViewSet):
             .order_by("resource_type")
         )
 
+        # Get groups from Resource model for resources in latest scans (flatten ArrayField)
+        all_groups = Resource.objects.filter(
+            tenant_id=tenant_id,
+            groups__isnull=False,
+        ).values_list("groups", flat=True)
+        groups = sorted(
+            set(g for groups_list in all_groups if groups_list for g in groups_list)
+        )
+
         result = {
             "services": services,
             "regions": regions,
             "types": resource_types,
+            "groups": groups,
         }
 
         serializer = self.get_serializer(data=result)
         serializer.is_valid(raise_exception=True)
         return Response(serializer.data)
 
+    @extend_schema(
+        tags=["Resource"],
+        summary="Get events for a resource",
+        description=(
+            "Retrieve events showing modification history for a resource. "
+            "Returns who modified the resource and when. Currently only available for AWS resources.\n\n"
+            "**Note:** Some events may not appear due to CloudTrail indexing limitations. "
+            "Not all AWS API calls record the resource identifier in a searchable format."
+        ),
+        parameters=[
+            OpenApiParameter(
+                name="lookback_days",
+                type=OpenApiTypes.INT,
+                location=OpenApiParameter.QUERY,
+                description="Number of days to look back (default: 90, min: 1, max: 90).",
+                required=False,
+            ),
+            OpenApiParameter(
+                name="page[size]",
+                type=OpenApiTypes.INT,
+                location=OpenApiParameter.QUERY,
+                description="Maximum number of events to return (default: 50, min: 1, max: 50).",
+                required=False,
+            ),
+            OpenApiParameter(
+                name="include_read_events",
+                type=OpenApiTypes.BOOL,
+                location=OpenApiParameter.QUERY,
+                description=(
+                    "Include read-only events (Describe*, Get*, List*, etc.). "
+                    "Default: false. Set to true to include all events."
+                ),
+                required=False,
+            ),
+            # NOTE: drf-spectacular auto-generates page[number] and fields[resource-events]
+            # parameters. This endpoint does not support pagination (results are limited by
+            # page[size] only) nor sparse fieldsets.
+        ],
+        responses={
+            200: ResourceEventSerializer(many=True),
+            400: OpenApiResponse(description="Invalid provider or parameters"),
+            500: OpenApiResponse(description="Unexpected error retrieving events"),
+            502: OpenApiResponse(
+                description="Provider credentials invalid, expired, or lack required permissions"
+            ),
+            503: OpenApiResponse(description="Provider service unavailable"),
+        },
+    )
+    @action(
+        detail=True,
+        methods=["get"],
+        url_name="events",
+        filter_backends=[],  # Disable filters - we're calling external API, not filtering queryset
+    )
+    def events(self, request, pk=None):
+        """Get events for a resource."""
+        resource = self.get_object()
+
+        # Validate query parameters - reject unknown parameters
+        for param in request.query_params.keys():
+            if param not in self.EVENTS_ALLOWED_PARAMS:
+                raise ValidationError(
+                    [
+                        {
+                            "detail": f"invalid parameter '{param}'",
+                            "status": "400",
+                            "source": {"parameter": param},
+                            "code": "invalid",
+                        }
+                    ]
+                )
+
+        # Validate provider - currently only AWS CloudTrail is supported
+        if resource.provider.provider != Provider.ProviderChoices.AWS:
+            raise ValidationError(
+                [
+                    {
+                        "detail": "Events are only available for AWS resources",
+                        "status": "400",
+                        "source": {"pointer": "/data/attributes/provider"},
+                        "code": "invalid_provider",
+                    }
+                ]
+            )
+
+        # Validate and parse lookback_days from query params
+        lookback_days_str = request.query_params.get("lookback_days")
+        if lookback_days_str is None:
+            lookback_days = self.EVENTS_DEFAULT_LOOKBACK_DAYS
+        else:
+            try:
+                lookback_days = int(lookback_days_str)
+            except (ValueError, TypeError):
+                raise ValidationError(
+                    [
+                        {
+                            "detail": "lookback_days must be a valid integer",
+                            "status": "400",
+                            "source": {"parameter": "lookback_days"},
+                            "code": "invalid",
+                        }
+                    ]
+                )
+
+            if not (
+                self.EVENTS_MIN_LOOKBACK_DAYS
+                <= lookback_days
+                <= self.EVENTS_MAX_LOOKBACK_DAYS
+            ):
+                raise ValidationError(
+                    [
+                        {
+                            "detail": (
+                                f"lookback_days must be between {self.EVENTS_MIN_LOOKBACK_DAYS} "
+                                f"and {self.EVENTS_MAX_LOOKBACK_DAYS}"
+                            ),
+                            "status": "400",
+                            "source": {"parameter": "lookback_days"},
+                            "code": "out_of_range",
+                        }
+                    ]
+                )
+
+        # Validate and parse page[size] from query params (JSON:API pagination)
+        page_size_str = request.query_params.get("page[size]")
+        if page_size_str is None:
+            page_size = self.EVENTS_DEFAULT_PAGE_SIZE
+        else:
+            try:
+                page_size = int(page_size_str)
+            except (ValueError, TypeError):
+                raise ValidationError(
+                    [
+                        {
+                            "detail": "page[size] must be a valid integer",
+                            "status": "400",
+                            "source": {"parameter": "page[size]"},
+                            "code": "invalid",
+                        }
+                    ]
+                )
+
+            if not (
+                self.EVENTS_MIN_PAGE_SIZE <= page_size <= self.EVENTS_MAX_PAGE_SIZE
+            ):
+                raise ValidationError(
+                    [
+                        {
+                            "detail": (
+                                f"page[size] must be between {self.EVENTS_MIN_PAGE_SIZE} "
+                                f"and {self.EVENTS_MAX_PAGE_SIZE}"
+                            ),
+                            "status": "400",
+                            "source": {"parameter": "page[size]"},
+                            "code": "out_of_range",
+                        }
+                    ]
+                )
+
+        # Parse include_read_events (default: false)
+        include_read_events = (
+            request.query_params.get("include_read_events", "").lower() == "true"
+        )
+
+        try:
+            # Initialize Prowler provider using existing utility
+            prowler_provider = initialize_prowler_provider(resource.provider)
+
+            # Get the boto3 session from the Prowler provider
+            session = prowler_provider._session.current_session
+
+            # Create timeline service (currently only AWS/CloudTrail is supported)
+            timeline_service = CloudTrailTimeline(
+                session=session,
+                lookback_days=lookback_days,
+                max_results=page_size,
+                write_events_only=not include_read_events,
+            )
+
+            # Get timeline events
+            events = timeline_service.get_resource_timeline(
+                region=resource.region,
+                resource_uid=resource.uid,
+            )
+
+            serializer = ResourceEventSerializer(events, many=True)
+            return Response(serializer.data)
+
+        except NoCredentialsError:
+            # 502 because this is an upstream auth failure, not API auth failure
+            raise UpstreamAuthenticationError(
+                detail="Credentials not found for this provider. Please reconnect the provider."
+            )
+        except AWSAssumeRoleError:
+            # AssumeRole failed - usually IAM permission issue (not authorized to sts:AssumeRole)
+            raise UpstreamAccessDeniedError(
+                detail="Cannot assume role for this provider. Check IAM Role permissions and trust relationship."
+            )
+        except AWSCredentialsError:
+            # Handles expired tokens, invalid keys, profile not found, etc.
+            raise UpstreamAuthenticationError()
+        except ClientError as e:
+            error_code = e.response.get("Error", {}).get("Code", "")
+            # AccessDenied is expected when credentials lack permissions - don't log as error
+            if error_code in ("AccessDenied", "AccessDeniedException"):
+                raise UpstreamAccessDeniedError()
+
+            # Unexpected ClientErrors should be logged for debugging
+            logger.error(
+                f"Provider API error retrieving events: {str(e)}",
+                exc_info=True,
+            )
+            raise UpstreamServiceUnavailableError()
+        except Exception as e:
+            sentry_sdk.capture_exception(e)
+            raise UpstreamInternalError(detail="Failed to retrieve events")
+
 
 @extend_schema_view(
     list=extend_schema(
@@ -3015,11 +3493,23 @@ class FindingViewSet(PaginateByPkMixin, BaseRLSViewSet):
                     categories_set.update(categories_list)
             categories = sorted(categories_set)
 
+        # Get groups from ScanGroupSummary for latest scans
+        groups = list(
+            ScanGroupSummary.objects.filter(
+                tenant_id=tenant_id,
+                scan_id__in=latest_scans_queryset.values_list("id", flat=True),
+            )
+            .values_list("resource_group", flat=True)
+            .distinct()
+            .order_by("resource_group")
+        )
+
         result = {
             "services": services,
             "regions": regions,
             "resource_types": resource_types,
             "categories": categories,
+            "groups": groups,
         }
 
         serializer = self.get_serializer(data=result)
@@ -3954,7 +4444,7 @@ class ComplianceOverviewViewSet(BaseRLSViewSet, TaskManagementMixin):
         # If we couldn't determine from database, try each provider type
         if not provider_type:
             for pt in Provider.ProviderChoices.values:
-                if compliance_id in PROWLER_COMPLIANCE_OVERVIEW_TEMPLATE.get(pt, {}):
+                if compliance_id in get_compliance_frameworks(pt):
                     provider_type = pt
                     break
 
@@ -4093,6 +4583,30 @@ class ComplianceOverviewViewSet(BaseRLSViewSet, TaskManagementMixin):
         filters=True,
         responses={200: CategoryOverviewSerializer(many=True)},
     ),
+    resource_groups=extend_schema(
+        summary="Get resource group overview",
+        description=(
+            "Retrieve aggregated resource group metrics from latest completed scans per provider. "
+            "Returns one row per resource group with total, failed, and new failed findings counts, "
+            "plus a severity breakdown showing failed findings per severity level, "
+            "and a count of distinct resources evaluated per group."
+        ),
+        tags=["Overview"],
+        filters=True,
+        responses={200: ResourceGroupOverviewSerializer(many=True)},
+    ),
+    compliance_watchlist=extend_schema(
+        summary="Get compliance watchlist overview",
+        description=(
+            "Retrieve compliance metrics with FAIL-dominant aggregation. "
+            "Without filters: uses pre-aggregated TenantComplianceSummary. "
+            "With provider filters: queries ProviderComplianceScore with FAIL-dominant logic "
+            "where any FAIL in a requirement marks it as failed."
+        ),
+        tags=["Overview"],
+        filters=True,
+        responses={200: ComplianceWatchlistOverviewSerializer(many=True)},
+    ),
 )
 @method_decorator(CACHE_DECORATOR, name="list")
 class OverviewViewSet(BaseRLSViewSet):
@@ -4142,6 +4656,10 @@ class OverviewViewSet(BaseRLSViewSet):
             return AttackSurfaceOverviewSerializer
         elif self.action == "categories":
             return CategoryOverviewSerializer
+        elif self.action == "resource_groups":
+            return ResourceGroupOverviewSerializer
+        elif self.action == "compliance_watchlist":
+            return ComplianceWatchlistOverviewSerializer
         return super().get_serializer_class()
 
     def get_filterset_class(self):
@@ -4155,8 +4673,12 @@ class OverviewViewSet(BaseRLSViewSet):
             return DailySeveritySummaryFilter
         elif self.action == "categories":
             return CategoryOverviewFilter
+        elif self.action == "resource_groups":
+            return ResourceGroupOverviewFilter
         elif self.action == "attack_surface":
             return AttackSurfaceOverviewFilter
+        elif self.action == "compliance_watchlist":
+            return ComplianceWatchlistFilter
         return None
 
     def filter_queryset(self, queryset):
@@ -4240,6 +4762,8 @@ class OverviewViewSet(BaseRLSViewSet):
             self.request.query_params, exclude_keys=set(exclude_keys or [])
         )
         filterset = filterset_class(normalized_params, queryset=queryset)
+        if not filterset.is_valid():
+            raise ValidationError(filterset.errors)
         return filterset.qs
 
     def _latest_scan_ids_for_allowed_providers(self, tenant_id, provider_filters=None):
@@ -4256,9 +4780,10 @@ class OverviewViewSet(BaseRLSViewSet):
         )
 
     def _extract_provider_filters_from_params(self):
-        """Extract provider filters from query params to apply on Scan queryset."""
+        """Extract and validate provider filters from query params."""
         params = self.request.query_params
         filters = {}
+        valid_provider_types = {c[0] for c in Provider.ProviderChoices.choices}
 
         provider_id = params.get("filter[provider_id]")
         if provider_id:
@@ -4270,11 +4795,21 @@ class OverviewViewSet(BaseRLSViewSet):
 
         provider_type = params.get("filter[provider_type]")
         if provider_type:
+            if provider_type not in valid_provider_types:
+                raise ValidationError(
+                    {"provider_type": f"Invalid choice: {provider_type}"}
+                )
             filters["provider__provider"] = provider_type
 
         provider_type_in = params.get("filter[provider_type__in]")
         if provider_type_in:
-            filters["provider__provider__in"] = provider_type_in.split(",")
+            types = provider_type_in.split(",")
+            invalid = [t for t in types if t not in valid_provider_types]
+            if invalid:
+                raise ValidationError(
+                    {"provider_type__in": f"Invalid choices: {', '.join(invalid)}"}
+                )
+            filters["provider__provider__in"] = types
 
         return filters
 
@@ -4984,6 +5519,181 @@ class OverviewViewSet(BaseRLSViewSet):
             status=status.HTTP_200_OK,
         )
 
+    @action(
+        detail=False,
+        methods=["get"],
+        url_name="resource-groups",
+        url_path="resource-groups",
+    )
+    def resource_groups(self, request):
+        tenant_id = request.tenant_id
+        provider_filters = self._extract_provider_filters_from_params()
+        latest_scan_ids = self._latest_scan_ids_for_allowed_providers(
+            tenant_id, provider_filters
+        )
+
+        base_queryset = ScanGroupSummary.objects.filter(
+            tenant_id=tenant_id, scan_id__in=latest_scan_ids
+        )
+        provider_filter_keys = {
+            "provider_id",
+            "provider_id__in",
+            "provider_type",
+            "provider_type__in",
+        }
+        filtered_queryset = self._apply_filterset(
+            base_queryset,
+            ResourceGroupOverviewFilter,
+            exclude_keys=provider_filter_keys,
+        )
+
+        aggregation = (
+            filtered_queryset.values("resource_group", "severity")
+            .annotate(
+                total=Coalesce(Sum("total_findings"), 0),
+                failed=Coalesce(Sum("failed_findings"), 0),
+                new_failed=Coalesce(Sum("new_failed_findings"), 0),
+            )
+            .order_by("resource_group", "severity")
+        )
+
+        # Get resource_group-level resources_count:
+        # 1. Max per (scan, resource_group) to deduplicate within-scan severity rows
+        # 2. Sum across scans for cross-provider aggregation
+        scan_resource_group_resources = filtered_queryset.values(
+            "scan_id", "resource_group"
+        ).annotate(resources=Coalesce(Max("resources_count"), 0))
+        resources_by_resource_group = defaultdict(int)
+        for row in scan_resource_group_resources:
+            resources_by_resource_group[row["resource_group"]] += row["resources"]
+
+        resource_group_data = defaultdict(
+            lambda: {
+                "total_findings": 0,
+                "failed_findings": 0,
+                "new_failed_findings": 0,
+                "resources_count": 0,
+                "severity": {
+                    "informational": 0,
+                    "low": 0,
+                    "medium": 0,
+                    "high": 0,
+                    "critical": 0,
+                },
+            }
+        )
+
+        for row in aggregation:
+            grp = row["resource_group"]
+            sev = row["severity"]
+            resource_group_data[grp]["total_findings"] += row["total"]
+            resource_group_data[grp]["failed_findings"] += row["failed"]
+            resource_group_data[grp]["new_failed_findings"] += row["new_failed"]
+            if sev in resource_group_data[grp]["severity"]:
+                resource_group_data[grp]["severity"][sev] = row["failed"]
+
+        # Set resources_count from resource_group-level aggregation
+        for grp in resource_group_data:
+            resource_group_data[grp]["resources_count"] = (
+                resources_by_resource_group.get(grp, 0)
+            )
+
+        response_data = [
+            {"resource_group": grp, **data}
+            for grp, data in sorted(resource_group_data.items())
+        ]
+
+        return Response(
+            self.get_serializer(response_data, many=True).data,
+            status=status.HTTP_200_OK,
+        )
+
+    @action(
+        detail=False,
+        methods=["get"],
+        url_name="compliance-watchlist",
+        url_path="compliance-watchlist",
+    )
+    def compliance_watchlist(self, request):
+        """
+        Get compliance watchlist overview with FAIL-dominant aggregation.
+
+        Without filters: uses pre-aggregated TenantComplianceSummary (~70 rows).
+        With provider filters: queries ProviderComplianceScore with FAIL-dominant logic.
+        """
+        tenant_id = request.tenant_id
+        rbac_filter = self._get_provider_filter()
+        query_params = request.query_params
+
+        has_provider_filter = any(
+            key.startswith("filter[provider") for key in query_params.keys()
+        )
+        has_rbac_restriction = bool(rbac_filter)
+
+        if not has_provider_filter and not has_rbac_restriction:
+            response_data = list(
+                TenantComplianceSummary.objects.filter(tenant_id=tenant_id)
+                .values(
+                    "compliance_id",
+                    "requirements_passed",
+                    "requirements_failed",
+                    "requirements_manual",
+                    "total_requirements",
+                )
+                .order_by("compliance_id")
+            )
+        else:
+            base_queryset = ProviderComplianceScore.objects.filter(
+                tenant_id=tenant_id, **rbac_filter
+            )
+
+            filtered_queryset = self._apply_filterset(
+                base_queryset, ComplianceWatchlistFilter
+            )
+
+            aggregation = (
+                filtered_queryset.values("compliance_id", "requirement_id")
+                .annotate(
+                    has_fail=Sum(
+                        Case(When(requirement_status="FAIL", then=1), default=0)
+                    ),
+                    has_manual=Sum(
+                        Case(When(requirement_status="MANUAL", then=1), default=0)
+                    ),
+                )
+                .values("compliance_id", "requirement_id", "has_fail", "has_manual")
+            )
+
+            compliance_data = defaultdict(
+                lambda: {
+                    "requirements_passed": 0,
+                    "requirements_failed": 0,
+                    "requirements_manual": 0,
+                    "total_requirements": 0,
+                }
+            )
+
+            for row in aggregation:
+                cid = row["compliance_id"]
+                compliance_data[cid]["total_requirements"] += 1
+
+                if row["has_fail"] and row["has_fail"] > 0:
+                    compliance_data[cid]["requirements_failed"] += 1
+                elif row["has_manual"] and row["has_manual"] > 0:
+                    compliance_data[cid]["requirements_manual"] += 1
+                else:
+                    compliance_data[cid]["requirements_passed"] += 1
+
+            response_data = [
+                {"compliance_id": cid, **data}
+                for cid, data in sorted(compliance_data.items())
+            ]
+
+        return Response(
+            self.get_serializer(response_data, many=True).data,
+            status=status.HTTP_200_OK,
+        )
+
 
 @extend_schema(tags=["Schedule"])
 @extend_schema_view(
@@ -5653,7 +6363,7 @@ class TenantApiKeyViewSet(BaseRLSViewSet):
 
     @extend_schema(exclude=True)
     def destroy(self, request, *args, **kwargs):
-        raise MethodNotAllowed(method="DESTROY")
+        raise MethodNotAllowed(method="DELETE")
 
     @action(detail=True, methods=["delete"])
     def revoke(self, request, *args, **kwargs):

api/src/backend/config/celery.py

@@ -1,6 +1,7 @@
 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

api/src/backend/config/django/base.py

@@ -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.str("DJANGO_FINDINGS_BATCH_SIZE", 1000)
+DJANGO_FINDINGS_BATCH_SIZE = env.int("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", "")

api/src/backend/config/django/devel.py

@@ -44,6 +44,12 @@ 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"]

api/src/backend/config/django/production.py

@@ -45,6 +45,12 @@ 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"]

api/src/backend/conftest.py

@@ -1,5 +1,6 @@
 import logging
 from datetime import datetime, timedelta, timezone
+from types import SimpleNamespace
 from unittest.mock import MagicMock, patch
 
 import pytest
@@ -14,10 +15,16 @@ from rest_framework.test import APIClient
 from tasks.jobs.backfill import (
     backfill_resource_scan_summaries,
     backfill_scan_category_summaries,
+    backfill_scan_resource_group_summaries,
 )
 
+from api.attack_paths import (
+    AttackPathsQueryDefinition,
+    AttackPathsQueryParameterDefinition,
+)
 from api.db_utils import rls_transaction
 from api.models import (
+    AttackPathsScan,
     AttackSurfaceOverview,
     ComplianceOverview,
     ComplianceRequirementOverview,
@@ -30,6 +37,7 @@ from api.models import (
     MuteRule,
     Processor,
     Provider,
+    ProviderComplianceScore,
     ProviderGroup,
     ProviderSecret,
     Resource,
@@ -40,11 +48,13 @@ from api.models import (
     SAMLDomainIndex,
     Scan,
     ScanCategorySummary,
+    ScanGroupSummary,
     ScanSummary,
     StateChoices,
     StatusChoices,
     Task,
     TenantAPIKey,
+    TenantComplianceSummary,
     User,
     UserRoleRelationship,
 )
@@ -164,22 +174,20 @@ 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):
+def create_test_user_rbac_limited(django_db_setup, django_db_blocker, tenants_fixture):
     with django_db_blocker.unblock():
         user = User.objects.create_user(
             name="testing_limited",
             email="rbac_limited@rbac.com",
             password=TEST_PASSWORD,
         )
-        tenant = Tenant.objects.create(
-            name="Tenant Test",
-        )
+        tenant = tenants_fixture[0]
         Membership.objects.create(
             user=user,
             tenant=tenant,
             role=Membership.RoleChoices.OWNER,
         )
-        Role.objects.create(
+        role = Role.objects.create(
             name="limited",
             tenant_id=tenant.id,
             manage_users=False,
@@ -192,7 +200,7 @@ def create_test_user_rbac_limited(django_db_setup, django_db_blocker):
         )
         UserRoleRelationship.objects.create(
             user=user,
-            role=Role.objects.get(name="limited"),
+            role=role,
             tenant_id=tenant.id,
         )
     return user
@@ -517,6 +525,18 @@ def providers_fixture(tenants_fixture):
         alias="mongodbatlas_testing",
         tenant_id=tenant.id,
     )
+    provider9 = Provider.objects.create(
+        provider="alibabacloud",
+        uid="1234567890123456",
+        alias="alibabacloud_testing",
+        tenant_id=tenant.id,
+    )
+    provider10 = Provider.objects.create(
+        provider="cloudflare",
+        uid="a1b2c3d4e5f6a1b2c3d4e5f6a1b2c3d4",
+        alias="cloudflare_testing",
+        tenant_id=tenant.id,
+    )
 
     return (
         provider1,
@@ -527,6 +547,8 @@ def providers_fixture(tenants_fixture):
         provider6,
         provider7,
         provider8,
+        provider9,
+        provider10,
     )
 
 
@@ -730,6 +752,7 @@ def resources_fixture(providers_fixture):
         region="us-east-1",
         service="ec2",
         type="prowler-test",
+        groups=["compute"],
     )
 
     resource1.upsert_or_delete_tags(tags)
@@ -742,6 +765,7 @@ def resources_fixture(providers_fixture):
         region="eu-west-1",
         service="s3",
         type="prowler-test",
+        groups=["storage"],
     )
     resource2.upsert_or_delete_tags(tags)
 
@@ -753,6 +777,7 @@ def resources_fixture(providers_fixture):
         region="us-east-1",
         service="ec2",
         type="test",
+        groups=["compute"],
     )
 
     tags = [
@@ -1225,7 +1250,7 @@ def lighthouse_config_fixture(authenticated_client, tenants_fixture):
     return LighthouseConfiguration.objects.create(
         tenant_id=tenants_fixture[0].id,
         name="OpenAI",
-        api_key_decoded="sk-test1234567890T3BlbkFJtest1234567890",
+        api_key_decoded="sk-fake-test-key-for-unit-testing-only",
         model="gpt-4o",
         temperature=0,
         max_tokens=4000,
@@ -1374,11 +1399,13 @@ 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
 
 
@@ -1581,6 +1608,105 @@ 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",
+            "short_description": "Synthetic short description for tests.",
+            "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):
@@ -1620,10 +1746,209 @@ 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)

api/src/backend/tasks/beat.py

@@ -7,6 +7,7 @@ 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):
@@ -39,6 +40,12 @@ 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,

api/src/backend/tasks/jobs/attack_paths/__init__.py

@@ -0,0 +1,7 @@
+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",
+]

api/src/backend/tasks/jobs/attack_paths/aws.py

@@ -0,0 +1,253 @@
+# 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, 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

api/src/backend/tasks/jobs/attack_paths/config.py

@@ -0,0 +1,88 @@
+from dataclasses import dataclass
+from typing import Callable
+
+from config.env import env
+
+from tasks.jobs.attack_paths import aws
+
+
+# Batch size for Neo4j operations
+BATCH_SIZE = env.int("ATTACK_PATHS_BATCH_SIZE", 1000)
+
+# Neo4j internal labels (Prowler-specific, not provider-specific)
+# - `ProwlerFinding`: Label for finding nodes created by Prowler and linked to cloud resources.
+# - `ProviderResource`: Added to ALL synced nodes for provider isolation and drop/query ops.
+# - `Internet`: Singleton node representing external internet access for exposed-resource queries.
+PROWLER_FINDING_LABEL = "ProwlerFinding"
+PROVIDER_RESOURCE_LABEL = "ProviderResource"
+INTERNET_NODE_LABEL = "Internet"
+
+
+@dataclass(frozen=True)
+class ProviderConfig:
+    """Configuration for a cloud provider's Attack Paths integration."""
+
+    name: str
+    root_node_label: str  # e.g., "AWSAccount"
+    uid_field: str  # e.g., "arn"
+    # Label for resources connected to the account node, enabling indexed finding lookups.
+    resource_label: str  # e.g., "AWSResource"
+    ingestion_function: Callable
+
+
+# Provider Configurations
+# -----------------------
+
+AWS_CONFIG = ProviderConfig(
+    name="aws",
+    root_node_label="AWSAccount",
+    uid_field="arn",
+    resource_label="AWSResource",
+    ingestion_function=aws.start_aws_ingestion,
+)
+
+PROVIDER_CONFIGS: dict[str, ProviderConfig] = {
+    "aws": AWS_CONFIG,
+}
+
+# Labels added by Prowler that should be filtered from API responses
+# Derived from provider configs + common internal labels
+INTERNAL_LABELS: list[str] = [
+    "Tenant",
+    PROVIDER_RESOURCE_LABEL,
+    # Add all provider-specific resource labels
+    *[config.resource_label for config in PROVIDER_CONFIGS.values()],
+]
+
+
+# Provider Config Accessors
+# -------------------------
+
+
+def is_provider_available(provider_type: str) -> bool:
+    """Check if a provider type is available for Attack Paths scans."""
+    return provider_type in PROVIDER_CONFIGS
+
+
+def get_cartography_ingestion_function(provider_type: str) -> Callable | None:
+    """Get the Cartography ingestion function for a provider type."""
+    config = PROVIDER_CONFIGS.get(provider_type)
+    return config.ingestion_function if config else None
+
+
+def get_root_node_label(provider_type: str) -> str:
+    """Get the root node label for a provider type (e.g., AWSAccount)."""
+    config = PROVIDER_CONFIGS.get(provider_type)
+    return config.root_node_label if config else "UnknownProviderAccount"
+
+
+def get_node_uid_field(provider_type: str) -> str:
+    """Get the UID field for a provider type (e.g., arn for AWS)."""
+    config = PROVIDER_CONFIGS.get(provider_type)
+    return config.uid_field if config else "UnknownProviderUID"
+
+
+def get_provider_resource_label(provider_type: str) -> str:
+    """Get the resource label for a provider type (e.g., `AWSResource`)."""
+    config = PROVIDER_CONFIGS.get(provider_type)
+    return config.resource_label if config else "UnknownProviderResource"

api/src/backend/tasks/jobs/attack_paths/db_utils.py

@@ -0,0 +1,146 @@
+from datetime import datetime, timezone
+from typing import Any
+
+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.config 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"])

api/src/backend/tasks/jobs/attack_paths/findings.py

@@ -0,0 +1,355 @@
+"""
+Prowler findings ingestion into Neo4j graph.
+
+This module handles:
+- Adding resource labels to Cartography nodes for efficient lookups
+- Loading Prowler findings into the graph
+- Linking findings to resources
+- Cleaning up stale findings
+"""
+
+from collections import defaultdict
+from dataclasses import asdict, dataclass, fields
+from typing import Any, Generator
+from uuid import UUID
+
+import neo4j
+
+from cartography.config import Config as CartographyConfig
+from celery.utils.log import get_task_logger
+
+from api.db_router import READ_REPLICA_ALIAS
+from api.db_utils import rls_transaction
+from api.models import Finding as FindingModel
+from api.models import Provider, ResourceFindingMapping
+from prowler.config import config as ProwlerConfig
+from tasks.jobs.attack_paths.config import (
+    BATCH_SIZE,
+    get_node_uid_field,
+    get_provider_resource_label,
+    get_root_node_label,
+)
+from tasks.jobs.attack_paths.indexes import IndexType, create_indexes
+from tasks.jobs.attack_paths.queries import (
+    ADD_RESOURCE_LABEL_TEMPLATE,
+    CLEANUP_FINDINGS_TEMPLATE,
+    INSERT_FINDING_TEMPLATE,
+    render_cypher_template,
+)
+
+logger = get_task_logger(__name__)
+
+
+# Type Definitions
+# -----------------
+
+# Maps dataclass field names to Django ORM query field names
+_DB_FIELD_MAP: dict[str, str] = {
+    "check_title": "check_metadata__checktitle",
+}
+
+
+@dataclass(slots=True)
+class Finding:
+    """
+    Finding data for Neo4j ingestion.
+
+    Can be created from a Django .values() query result using from_db_record().
+    """
+
+    id: str
+    uid: str
+    inserted_at: str
+    updated_at: str
+    first_seen_at: str
+    scan_id: str
+    delta: str
+    status: str
+    status_extended: str
+    severity: str
+    check_id: str
+    check_title: str
+    muted: bool
+    muted_reason: str | None
+    resource_uid: str | None = None
+
+    @classmethod
+    def get_db_query_fields(cls) -> tuple[str, ...]:
+        """Get field names for Django .values() query."""
+        return tuple(
+            _DB_FIELD_MAP.get(f.name, f.name)
+            for f in fields(cls)
+            if f.name != "resource_uid"
+        )
+
+    @classmethod
+    def from_db_record(cls, record: dict[str, Any], resource_uid: str) -> "Finding":
+        """Create a Finding from a Django .values() query result."""
+        return cls(
+            id=str(record["id"]),
+            uid=record["uid"],
+            inserted_at=record["inserted_at"],
+            updated_at=record["updated_at"],
+            first_seen_at=record["first_seen_at"],
+            scan_id=str(record["scan_id"]),
+            delta=record["delta"],
+            status=record["status"],
+            status_extended=record["status_extended"],
+            severity=record["severity"],
+            check_id=str(record["check_id"]),
+            check_title=record["check_metadata__checktitle"],
+            muted=record["muted"],
+            muted_reason=record["muted_reason"],
+            resource_uid=resource_uid,
+        )
+
+    def to_dict(self) -> dict[str, Any]:
+        """Convert to dict for Neo4j ingestion."""
+        return asdict(self)
+
+
+# Public API
+# ----------
+
+
+def create_findings_indexes(neo4j_session: neo4j.Session) -> None:
+    """Create indexes for Prowler findings and resource lookups."""
+    create_indexes(neo4j_session, IndexType.FINDINGS)
+
+
+def analysis(
+    neo4j_session: neo4j.Session,
+    prowler_api_provider: Provider,
+    scan_id: str,
+    config: CartographyConfig,
+) -> None:
+    """
+    Main entry point for Prowler findings analysis.
+
+    Adds resource labels, loads findings, and cleans up stale data.
+    """
+    add_resource_label(
+        neo4j_session, prowler_api_provider.provider, str(prowler_api_provider.uid)
+    )
+    findings_data = stream_findings_with_resources(prowler_api_provider, scan_id)
+    load_findings(neo4j_session, findings_data, prowler_api_provider, config)
+    cleanup_findings(neo4j_session, prowler_api_provider, config)
+
+
+def add_resource_label(
+    neo4j_session: neo4j.Session, provider_type: str, provider_uid: str
+) -> int:
+    """
+    Add a common resource label to all nodes connected to the provider account.
+
+    This enables index usage for resource lookups in the findings query,
+    since Cartography nodes don't have a common parent label.
+
+    Returns the total number of nodes labeled.
+    """
+    query = render_cypher_template(
+        ADD_RESOURCE_LABEL_TEMPLATE,
+        {
+            "__ROOT_LABEL__": get_root_node_label(provider_type),
+            "__RESOURCE_LABEL__": get_provider_resource_label(provider_type),
+        },
+    )
+
+    logger.info(
+        f"Adding {get_provider_resource_label(provider_type)} label to all resources for {provider_uid}"
+    )
+
+    total_labeled = 0
+    labeled_count = 1
+
+    while labeled_count > 0:
+        result = neo4j_session.run(
+            query,
+            {"provider_uid": provider_uid, "batch_size": BATCH_SIZE},
+        )
+        labeled_count = result.single().get("labeled_count", 0)
+        total_labeled += labeled_count
+
+        if labeled_count > 0:
+            logger.info(
+                f"Labeled {total_labeled} nodes with {get_provider_resource_label(provider_type)}"
+            )
+
+    return total_labeled
+
+
+def load_findings(
+    neo4j_session: neo4j.Session,
+    findings_batches: Generator[list[Finding], None, None],
+    prowler_api_provider: Provider,
+    config: CartographyConfig,
+) -> None:
+    """Load Prowler findings into the graph, linking them to resources."""
+    query = render_cypher_template(
+        INSERT_FINDING_TEMPLATE,
+        {
+            "__ROOT_NODE_LABEL__": get_root_node_label(prowler_api_provider.provider),
+            "__NODE_UID_FIELD__": get_node_uid_field(prowler_api_provider.provider),
+            "__RESOURCE_LABEL__": get_provider_resource_label(
+                prowler_api_provider.provider
+            ),
+        },
+    )
+
+    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"] = [f.to_dict() for f in 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:
+    """Remove stale findings (classic Cartography behaviour)."""
+    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_FINDINGS_TEMPLATE, parameters)
+
+        deleted_count = result.single().get("deleted_findings_count", 0)
+        batch += 1
+
+
+# Findings Streaming (Generator-based)
+# -------------------------------------
+
+
+def stream_findings_with_resources(
+    prowler_api_provider: Provider,
+    scan_id: str,
+) -> Generator[list[Finding], None, None]:
+    """
+    Stream findings with their associated resources in batches.
+
+    Uses keyset pagination for efficient traversal of large datasets.
+    Memory efficient: yields one batch at a time, never holds all findings in memory.
+    """
+    logger.info(
+        f"Starting findings stream for scan {scan_id} "
+        f"(tenant {prowler_api_provider.tenant_id}) with batch size {BATCH_SIZE}"
+    )
+
+    tenant_id = prowler_api_provider.tenant_id
+    for batch in _paginate_findings(tenant_id, scan_id):
+        enriched = _enrich_batch_with_resources(batch, tenant_id)
+        if enriched:
+            yield enriched
+
+    logger.info(f"Finished streaming findings for scan {scan_id}")
+
+
+def _paginate_findings(
+    tenant_id: str,
+    scan_id: str,
+) -> Generator[list[dict[str, Any]], None, None]:
+    """
+    Paginate through findings using keyset pagination.
+
+    Each iteration fetches one batch within its own RLS transaction,
+    preventing long-held database connections.
+    """
+    last_id = None
+    iteration = 0
+
+    while True:
+        iteration += 1
+        batch = _fetch_findings_batch(tenant_id, scan_id, last_id)
+
+        logger.info(f"Iteration #{iteration}: fetched {len(batch)} findings")
+
+        if not batch:
+            break
+
+        last_id = batch[-1]["id"]
+        yield batch
+
+
+def _fetch_findings_batch(
+    tenant_id: str,
+    scan_id: str,
+    after_id: UUID | None,
+) -> list[dict[str, Any]]:
+    """
+    Fetch a single batch of findings from the database.
+
+    Uses read replica and RLS-scoped transaction.
+    """
+    with rls_transaction(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 = FindingModel.all_objects.filter(scan_id=scan_id).order_by("id")
+
+        if after_id is not None:
+            qs = qs.filter(id__gt=after_id)
+
+        return list(qs.values(*Finding.get_db_query_fields())[:BATCH_SIZE])
+
+
+# Batch Enrichment
+# -----------------
+
+
+def _enrich_batch_with_resources(
+    findings_batch: list[dict[str, Any]],
+    tenant_id: str,
+) -> list[Finding]:
+    """
+    Enrich findings with their resource UIDs.
+
+    One finding with N resources becomes N output records.
+    Findings without resources are skipped.
+    """
+    finding_ids = [f["id"] for f in findings_batch]
+    resource_map = _build_finding_resource_map(finding_ids, tenant_id)
+
+    return [
+        Finding.from_db_record(finding, resource_uid)
+        for finding in findings_batch
+        for resource_uid in resource_map.get(finding["id"], [])
+    ]
+
+
+def _build_finding_resource_map(
+    finding_ids: list[UUID], tenant_id: str
+) -> dict[UUID, list[str]]:
+    """Build mapping from finding_id to list of resource UIDs."""
+    with rls_transaction(tenant_id, using=READ_REPLICA_ALIAS):
+        resource_mappings = ResourceFindingMapping.objects.filter(
+            finding_id__in=finding_ids
+        ).values_list("finding_id", "resource__uid")
+
+        result = defaultdict(list)
+        for finding_id, resource_uid in resource_mappings:
+            result[finding_id].append(resource_uid)
+        return result

api/src/backend/tasks/jobs/attack_paths/indexes.py

@@ -0,0 +1,67 @@
+from enum import Enum
+
+import neo4j
+
+from cartography.client.core.tx import run_write_query
+from celery.utils.log import get_task_logger
+
+from tasks.jobs.attack_paths.config import (
+    INTERNET_NODE_LABEL,
+    PROWLER_FINDING_LABEL,
+    PROVIDER_RESOURCE_LABEL,
+)
+
+logger = get_task_logger(__name__)
+
+
+class IndexType(Enum):
+    """Types of indexes that can be created."""
+
+    FINDINGS = "findings"
+    SYNC = "sync"
+
+
+# Indexes for Prowler findings and resource lookups
+FINDINGS_INDEX_STATEMENTS = [
+    # Resources indexes for quick Prowler Finding lookups
+    "CREATE INDEX aws_resource_arn IF NOT EXISTS FOR (n:AWSResource) ON (n.arn);",
+    "CREATE INDEX aws_resource_id IF NOT EXISTS FOR (n:AWSResource) ON (n.id);",
+    # Prowler Finding indexes
+    f"CREATE INDEX prowler_finding_id IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.id);",
+    f"CREATE INDEX prowler_finding_provider_uid IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.provider_uid);",
+    f"CREATE INDEX prowler_finding_lastupdated IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.lastupdated);",
+    f"CREATE INDEX prowler_finding_status IF NOT EXISTS FOR (n:{PROWLER_FINDING_LABEL}) ON (n.status);",
+    # Internet node index for MERGE lookups
+    f"CREATE INDEX internet_id IF NOT EXISTS FOR (n:{INTERNET_NODE_LABEL}) ON (n.id);",
+]
+
+# Indexes for provider resource sync operations
+SYNC_INDEX_STATEMENTS = [
+    f"CREATE INDEX provider_element_id IF NOT EXISTS FOR (n:{PROVIDER_RESOURCE_LABEL}) ON (n.provider_element_id);",
+    f"CREATE INDEX provider_resource_provider_id IF NOT EXISTS FOR (n:{PROVIDER_RESOURCE_LABEL}) ON (n.provider_id);",
+]
+
+
+def create_indexes(neo4j_session: neo4j.Session, index_type: IndexType) -> None:
+    """
+    Create indexes for the specified type.
+
+    Args:
+        `neo4j_session`: The Neo4j session to use
+        `index_type`: The type of indexes to create (FINDINGS or SYNC)
+    """
+    if index_type == IndexType.FINDINGS:
+        logger.info("Creating indexes for Prowler Findings node types")
+        for statement in FINDINGS_INDEX_STATEMENTS:
+            run_write_query(neo4j_session, statement)
+
+    elif index_type == IndexType.SYNC:
+        logger.info("Ensuring ProviderResource indexes exist")
+        for statement in SYNC_INDEX_STATEMENTS:
+            neo4j_session.run(statement)
+
+
+def create_all_indexes(neo4j_session: neo4j.Session) -> None:
+    """Create all indexes (both findings and sync)."""
+    create_indexes(neo4j_session, IndexType.FINDINGS)
+    create_indexes(neo4j_session, IndexType.SYNC)