prowler-attack-paths-query（prowler 攻击路径查询）

Overview

Attack Paths queries are openCypher queries that analyze cloud infrastructure graphs (ingested via Cartography) to detect security risks like privilege escalation paths, network exposure, and misconfigurations.

Queries are written in openCypher Version 9 for compatibility with both Neo4j and Amazon Neptune.

Two query audiences

This skill covers two types of queries with different isolation mechanisms:

For predefined queries: every node must be reachable from the AWSAccount root via graph traversal. This is the isolation boundary.

For custom queries: write natural Cypher without isolation concerns. The query runner injects a _Provider_{uuid} label into every node pattern before execution, and a post-query filter catches edge cases.

Input Sources

Queries can be created from:

1. pathfinding.cloud ID (e.g., ECS-001, GLUE-001) # Fetch a single path by ID curl -s https://raw.githubusercontent.com/DataDog/pathfinding.cloud/main/docs/paths.json \ | jq '.[] | select(.id == "ecs-002")' # List all path IDs and names curl -s https://raw.githubusercontent.com/DataDog/pathfinding.cloud/main/docs/paths.json \ | jq -r '.[] | "\(.id): \(.name)"' # Filter by service prefix curl -s https://raw.githubusercontent.com/DataDog/pathfinding.cloud/main/docs/paths.json \ | jq -r '.[] | select(.id | startswith("ecs")) | "\(.id): \(.name)"' If jq is not available, use python3 -c "import json,sys;..." as a fallback.

- Reference: https://github.com/DataDog/pathfinding.cloud - The aggregated paths.json is too large for WebFetch. Use Bash:

1. Natural language description from the user

Query Structure

Provider scoping parameter

One parameter is injected automatically by the query runner:

All other nodes are isolated by path connectivity from the AWSAccount anchor.

Imports

All query files start with these imports:

from api.attack_paths.queries.types import (
    AttackPathsQueryAttribution,
    AttackPathsQueryDefinition,
    AttackPathsQueryParameterDefinition,
)
from tasks.jobs.attack_paths.config import PROWLER_FINDING_LABEL

The PROWLER_FINDING_LABEL constant (value: "ProwlerFinding") is used via f-string interpolation in all queries. Never hardcode the label string.

Privilege escalation sub-patterns

There are four distinct privilege escalation patterns. Choose based on the attack type:

Self-escalation (e.g., IAM-001)

The principal modifies resources attached to itself. path_target loops back to principal:

AWS_{QUERY_NAME} = AttackPathsQueryDefinition(
    id="aws-{kebab-case-name}",
    name="{Human-friendly label} ({REFERENCE_ID})",
    short_description="{Brief explanation, no technical permissions.}",
    description="{Detailed description of the attack vector and impact.}",
    attribution=AttackPathsQueryAttribution(
        text="pathfinding.cloud - {REFERENCE_ID} - {permission}",
        link="https://pathfinding.cloud/paths/{reference_id_lowercase}",
    ),
    provider="aws",
    cypher=f"""
        // Find principals with {permission}
        MATCH path_principal = (aws:AWSAccount {{id: $provider_uid}})--(principal:AWSPrincipal)--(policy:AWSPolicy)--(stmt:AWSPolicyStatement)
        WHERE stmt.effect = 'Allow'
            AND any(action IN stmt.action WHERE
                toLower(action) = '{permission_lowercase}'
                OR toLower(action) = '{service}:*'
                OR action = '*'
            )

        // Find target resources attached to the same principal
        MATCH path_target = (aws)--(target_policy:AWSPolicy)--(principal)
        WHERE target_policy.arn CONTAINS $provider_uid
            AND any(resource IN stmt.resource WHERE
                resource = '*'
                OR target_policy.arn CONTAINS resource
            )

        WITH collect(path_principal) + collect(path_target) AS paths
        UNWIND paths AS p
        UNWIND nodes(p) AS n

        WITH paths, collect(DISTINCT n) AS unique_nodes
        UNWIND unique_nodes AS n
        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})

        RETURN paths, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr
    """,
    parameters=[],
)

Other sub-pattern path_target shapes

The other 3 sub-patterns share the same path_principal, deduplication tail, and RETURN as self-escalation. Only the path_target MATCH differs:

// Lateral to user (e.g., IAM-002) - targets other IAM users
MATCH path_target = (aws)--(target_user:AWSUser)
WHERE any(resource IN stmt.resource WHERE resource = '*' OR target_user.arn CONTAINS resource OR resource CONTAINS target_user.name)

// Assume-role lateral (e.g., IAM-014) - targets roles the principal can assume
MATCH path_target = (aws)--(target_role:AWSRole)<-[:STS_ASSUMEROLE_ALLOW]-(principal)
WHERE any(resource IN stmt.resource WHERE resource = '*' OR target_role.arn CONTAINS resource OR resource CONTAINS target_role.name)

// PassRole + service (e.g., EC2-001) - targets roles trusting a service
MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {arn: '{service}.amazonaws.com'})
WHERE any(resource IN stmt.resource WHERE resource = '*' OR target_role.arn CONTAINS resource OR resource CONTAINS target_role.name)

Multi-permission: PassRole queries require a second permission. Add MATCH (principal)--(policy2:AWSPolicy)--(stmt2:AWSPolicyStatement) with its own WHERE before path_target, then check BOTH stmt.resource AND stmt2.resource against the target. See IAM-015 or EC2-001 in aws.py for examples.

Network exposure pattern

The Internet node is reached via CAN_ACCESS through the already-scoped resource, not via a standalone lookup:

AWS_{QUERY_NAME} = AttackPathsQueryDefinition(
    id="aws-{kebab-case-name}",
    name="{Human-friendly label}",
    short_description="{Brief explanation.}",
    description="{Detailed description.}",
    provider="aws",
    cypher=f"""
        // Match exposed resources (MUST chain from `aws`)
        MATCH path = (aws:AWSAccount {{id: $provider_uid}})--(resource:EC2Instance)
        WHERE resource.exposed_internet = true

        // Internet node reached via path connectivity through the resource
        OPTIONAL MATCH (internet:Internet)-[can_access:CAN_ACCESS]->(resource)

        WITH collect(path) AS paths, head(collect(internet)) AS internet, collect(can_access) AS can_access
        UNWIND paths AS p
        UNWIND nodes(p) AS n

        WITH paths, internet, can_access, collect(DISTINCT n) AS unique_nodes
        UNWIND unique_nodes AS n
        OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})

        RETURN paths, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr,
            internet, can_access
    """,
    parameters=[],
)

Register in query list

Add to the {PROVIDER}_QUERIES list at the bottom of the file:

AWS_QUERIES: list[AttackPathsQueryDefinition] = [
    # ... existing queries ...
    AWS_{NEW_QUERY_NAME},  # Add here
]

Step-by-step creation process

1. Read the queries module

FIRST, read all files in the queries module to understand the structure, type definitions, registration, and existing style:

api/src/backend/api/attack_paths/queries/
├── __init__.py      # Module exports
├── types.py         # AttackPathsQueryDefinition, AttackPathsQueryParameterDefinition
├── registry.py      # Query registry logic
└── {provider}.py    # Provider-specific queries (e.g., aws.py)

DO NOT use generic templates. Match the exact style of existing queries in the file.

2. Fetch and consult the Cartography schema

This is the most important step. Every node label, property, and relationship in the query must exist in the Cartography schema for the pinned version. Do not guess or rely on memory.

Check api/pyproject.toml for the Cartography dependency, then fetch the schema:

grep cartography api/pyproject.toml

Build the schema URL (ALWAYS use the specific tag, not master/main):

# Git dependency (prowler-cloud/cartography@0.126.1):
https://raw.githubusercontent.com/prowler-cloud/cartography/refs/tags/0.126.1/docs/root/modules/{provider}/schema.md

# PyPI dependency (cartography = "^0.126.0"):
https://raw.githubusercontent.com/cartography-cncf/cartography/refs/tags/0.126.0/docs/root/modules/{provider}/schema.md

Read the schema to discover available node labels, properties, and relationships for the target resources. Internal labels (_ProviderResource, _AWSResource, _Tenant_*, _Provider_*) exist for isolation but should never appear in queries.

4. Create query definition

Use the appropriate pattern (privilege escalation or network exposure) with:

• id: {provider}-{kebab-case-description}
• name: Short, human-friendly label. For sourced queries, append the reference ID: "EC2 Instance Launch with Privileged Role (EC2-001)".
• short_description: Brief explanation, no technical permissions.
• description: Full technical explanation. Plain text only.
• provider: Provider identifier (aws, azure, gcp, kubernetes, github)
• cypher: The openCypher query with proper escaping
• parameters: Optional list of user-provided parameters (parameters=[] if none)
• attribution: Optional AttackPathsQueryAttribution(text, link) for sourced queries. The text includes source, reference ID, and permissions. The link uses a lowercase ID. Omit for non-sourced queries.

5. Add query to provider list

Add the constant to the {PROVIDER}_QUERIES list.

Query naming conventions

Query ID

{provider}-{category}-{description}

Examples: aws-ec2-privesc-passrole-iam, aws-ec2-instances-internet-exposed

Query constant name

{PROVIDER}_{CATEGORY}_{DESCRIPTION}

Examples: AWS_EC2_PRIVESC_PASSROLE_IAM, AWS_EC2_INSTANCES_INTERNET_EXPOSED

Query categories

Common openCypher patterns

Match account and principal

MATCH path_principal = (aws:AWSAccount {id: $provider_uid})--(principal:AWSPrincipal)--(policy:AWSPolicy)--(stmt:AWSPolicyStatement)

Check IAM action permissions

WHERE stmt.effect = 'Allow'
    AND any(action IN stmt.action WHERE
        toLower(action) = 'iam:passrole'
        OR toLower(action) = 'iam:*'
        OR action = '*'
    )

Find roles trusting a service

MATCH path_target = (aws)--(target_role:AWSRole)-[:TRUSTS_AWS_PRINCIPAL]->(:AWSPrincipal {arn: 'ec2.amazonaws.com'})

Find roles the principal can assume

Note the arrow direction - STS_ASSUMEROLE_ALLOW points from the role to the principal:

MATCH path_target = (aws)--(target_role:AWSRole)<-[:STS_ASSUMEROLE_ALLOW]-(principal)

Check resource scope

WHERE any(resource IN stmt.resource WHERE
    resource = '*'
    OR target_role.arn CONTAINS resource
    OR resource CONTAINS target_role.name
)

Internet node via path connectivity

The Internet node is reached through CAN_ACCESS relationships to already-scoped resources. No standalone lookup needed:

OPTIONAL MATCH (internet:Internet)-[can_access:CAN_ACCESS]->(resource)

Multi-label OR (match multiple resource types)

MATCH path = (aws:AWSAccount {id: $provider_uid})-[r]-(x)-[q]-(y)
WHERE (x:EC2PrivateIp AND x.public_ip = $ip)
   OR (x:EC2Instance AND x.publicipaddress = $ip)
   OR (x:NetworkInterface AND x.public_ip = $ip)
   OR (x:ElasticIPAddress AND x.public_ip = $ip)

Include Prowler findings

Deduplicate nodes before the ProwlerFinding lookup to avoid redundant OPTIONAL MATCH calls on nodes that appear in multiple paths:

WITH collect(path_principal) + collect(path_target) AS paths
UNWIND paths AS p
UNWIND nodes(p) AS n

WITH paths, collect(DISTINCT n) AS unique_nodes
UNWIND unique_nodes AS n
OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})

RETURN paths, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr

For network exposure queries, aggregate the internet node and relationship alongside paths:

WITH collect(path) AS paths, head(collect(internet)) AS internet, collect(can_access) AS can_access
UNWIND paths AS p
UNWIND nodes(p) AS n

WITH paths, internet, can_access, collect(DISTINCT n) AS unique_nodes
UNWIND unique_nodes AS n
OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}})

RETURN paths, collect(DISTINCT pf) as dpf, collect(DISTINCT pfr) as dpfr,
    internet, can_access

Prowler-specific labels and relationships

These are added by the sync task, not part of the Cartography schema. For all other node labels, properties, and relationships, always consult the Cartography schema (see step 2 below).

Parameters

For queries requiring user input:

parameters=[
    AttackPathsQueryParameterDefinition(
        name="ip",
        label="IP address",
        # data_type defaults to "string", cast defaults to str.
        # For non-string params, set both: data_type="integer", cast=int
        description="Public IP address, e.g. 192.0.2.0.",
        placeholder="192.0.2.0",
    ),
],

Best practices

1. Chain all MATCHes from the root account node: Every MATCH clause must connect to the aws variable (or another variable already bound to the account's subgraph). An unanchored MATCH would return nodes from all providers. // WRONG: matches ALL AWSRoles across all providers MATCH (role:AWSRole) WHERE role.name = 'admin' // CORRECT: scoped to the specific account's subgraph MATCH (aws)--(role:AWSRole) WHERE role.name = 'admin' Exception: A second-permission MATCH like MATCH (principal)--(policy2:AWSPolicy)--(stmt2:AWSPolicyStatement) is safe because principal is already bound to the account's subgraph by the first MATCH. It does not need to chain from aws again.
2. Include Prowler findings: Always add OPTIONAL MATCH (n)-[pfr]-(pf:{PROWLER_FINDING_LABEL} {{status: 'FAIL'}}) with collect(DISTINCT pf).
3. Comment the query purpose: Add inline comments explaining each MATCH clause.
4. Never use internal labels in queries: _ProviderResource, _AWSResource, _Tenant_*, _Provider_* are for system isolation. They should never appear in predefined or custom query text.
5. Internet node uses path connectivity: Reach it via OPTIONAL MATCH (internet:Internet)-[can_access:CAN_ACCESS]->(resource) where resource is already scoped by the account anchor. No standalone lookup.

openCypher compatibility

Queries must be written in openCypher Version 9 for compatibility with both Neo4j and Amazon Neptune.

Avoid these (not in openCypher spec)

Reference

• pathfinding.cloud: https://github.com/DataDog/pathfinding.cloud (use curl | jq, not WebFetch)
• Cartography schema: https://raw.githubusercontent.com/{org}/cartography/refs/tags/{version}/docs/root/modules/{provider}/schema.md
• Neptune openCypher compliance: https://docs.aws.amazon.com/neptune/latest/userguide/feature-opencypher-compliance.html
• openCypher spec: https://github.com/opencypher/openCypher