Azure AD Graph Potential Enumeration (ROADrecon)
Detects an Azure AD Graph (graph.windows.net) burst from a user-agent identifying as "aiohttp" (the default HTTP library used by ROADrecon's "gather" command) where a single calling identity issues many requests in a short window. ROADrecon walks every interesting directory object type via aiohttp, producing a large volume of requests from one user / source IP / UA triple. The combination of "aiohttp" UA with a burst threshold is a structural ROADrecon signature; legitimate first-party Microsoft components do not identify as aiohttp.
Rule type: esql
Rule indices:
Rule Severity: medium
Risk Score: 47
Runs every:
Searches indices from: now-9m
Maximum alerts per execution: 100
References:
- https://github.com/dirkjanm/ROADtools
- https://github.com/dirkjanm/ROADtools/blob/master/roadrecon/roadtools/roadrecon/gather.py
- https://learn.microsoft.com/en-us/graph/migrate-azure-ad-graph-overview
Tags:
- Domain: Cloud
- Data Source: Azure
- Data Source: Azure AD Graph
- Data Source: Azure AD Graph Activity Logs
- Use Case: Threat Detection
- Tactic: Discovery
- Resources: Investigation Guide
Version: 1
Rule authors:
- Elastic
Rule license: Elastic License v2
Requires Azure AD Graph Activity Logs ingested into logs-azure.aadgraphactivitylogs-* via the Elastic Azure integration. Enable the AzureADGraphActivityLogs diagnostic-settings category on Entra ID.
This is an ES|QL aggregation rule. Alert documents contain summarized fields per burst window: the calling identity, the tenant, and a one-minute bucket. The alert itself is the signal that something resembling ROADrecon's gather walk happened against AAD Graph; the actual investigation happens against the raw logs-azure.aadgraphactivitylogs-* events for the same identity and window.
- Confirm the burst by filtering raw AAD Graph activity for the alerting user, tenant, and time window.
- Filter
logs-azure.aadgraphactivitylogs-*on the alerting user, tenant, and burst window. - ROADrecon's full
gatherwalks ~16 directory collections; five or more in a single minute is the structural fingerprint.
- Filter
- Tool fingerprint: aiohttp UA plus the hardcoded internal API version.
user_agent.originalcontainsaiohttp.api_version = 1.61-internal(hardcoded ingather.py, returns internal-only fields likestrongAuthenticationDetail).- No first-party Microsoft component identifies as aiohttp or pins
1.61-internal.
- Calling client + auth method: the typical device-code-flow ROADrecon entrypoint.
- ROADrecon is usually pointed at the Azure CLI client (
04b07795-…) via the-cflag. - Uses a public-client auth method (no client secret or certificate).
- ROADrecon is usually pointed at the Azure CLI client (
- HTTP shape distinguishes enumeration from operator follow-on.
gatherreads only, so GETs dominate.- A 403/404 tail indicates the identity probing endpoints it lacks permission for.
- PATCH / POST / DELETE in the same burst means the operator did more than enumerate.
- Source posture: residential ISP, generic VPS, or anonymising-network egress raises triage priority.
- Pivot to sign-in logs (
logs-azure.signinlogs-*) via the sign-in correlation ID on each AAD Graph event to land on the originating token-mint. - Pivot to audit logs (
logs-azure.auditlogs-*) for any directory writes by the same user near the burst that suggest persistence or modification activity. - Confirm the activity is not attributable to authorized testing before treating as malicious.
- Check for red team engagement, penetration test, or internal tooling validation.
- Validate against the engagement window and the operator's known source range.
- Enumerate device registrations created by the user during or around the burst window.
GET /v1.0/users/{id}/registeredDevicesandGET /v1.0/users/{id}/ownedDevices.- De-register anything not attributable to a known endpoint via
DELETE /v1.0/devices/{deviceObjectId}. - Do this BEFORE session revocation: device-bound PRTs survive
revokeSignInSessions.
- Revoke refresh tokens and active sessions for the calling user.
POST /v1.0/users/{id}/revokeSignInSessions.
- Temporarily disable the user if the alert is high-confidence or you need to halt further activity while investigation continues.
PATCH /v1.0/users/{id}with body{"accountEnabled": false}.
- Audit OAuth grants and app role assignments the user holds; revoke anything minted from a kit-egress or otherwise suspicious source.
GET /v1.0/oauth2PermissionGrants?$filter=principalId eq '{id}', revoke viaDELETE /v1.0/oauth2PermissionGrants/{grantId}.GET /v1.0/users/{id}/appRoleAssignments, revoke viaDELETE /v1.0/servicePrincipals/{spId}/appRoleAssignedTo/{assignmentId}.
- Reset the user's password and audit authentication methods added during the window.
GET /v1.0/users/{id}/authentication/methodsto list.- Remove anything unexpected via the method-type-specific endpoint.
- Audit directory writes by the user near the burst and roll back unauthorized changes.
- Query
logs-azure.auditlogs-*forRegister device,Update user,User registered security info, role assignment activity by the same user in the window.
- Query
- If the calling application has no legitimate AAD Graph dependency, block further use by that app.
PATCH /beta/applications/{id}with body{"authenticationBehaviors": {"blockAzureADGraphAccess": true}}.- This property lives on the Graph beta endpoint, not v1.0.
from logs-azure.aadgraphactivitylogs-* metadata _id, _version, _index
| where data_stream.dataset == "azure.aadgraphactivitylogs"
and to_lower(user_agent.original) like "*aiohttp*"
| eval Esql.target_endpoints = case(
url.path like "*/eligibleRoleAssignments*", "eligibleRoleAssignments",
url.path like "*/roleAssignments*", "roleAssignments",
url.path like "*/users*", "users",
url.path like "*/groups*", "groups",
url.path like "*/servicePrincipals*", "servicePrincipals",
url.path like "*/applications*", "applications",
url.path like "*/devices*", "devices",
url.path like "*/directoryRoles*", "directoryRoles",
url.path like "*/roleDefinitions*", "roleDefinitions",
url.path like "*/administrativeUnits*", "administrativeUnits",
url.path like "*/contacts*", "contacts",
url.path like "*/oauth2PermissionGrants*", "oauth2PermissionGrants",
url.path like "*/authorizationPolicy*", "authorizationPolicy",
url.path like "*/settings*", "settings",
url.path like "*/policies*", "policies",
url.path like "*/tenantDetails*", "tenantDetails",
"other"
)
| where Esql.target_endpoints != "other"
| eval Esql.time_window = date_trunc(1 minutes, @timestamp)
| stats
Esql.request_count = count(*),
Esql.distinct_endpoints = count_distinct(Esql.target_endpoints),
Esql.api_versions = values(azure.aadgraphactivitylogs.properties.api_version),
Esql.app_ids = values(azure.aadgraphactivitylogs.properties.app_id),
Esql.user_agent = values(user_agent.original),
Esql.http_methods = values(http.request.method),
Esql.status_codes = values(http.response.status_code),
Esql.source_ips = values(source.ip),
Esql.source_asn_orgs = values(source.`as`.organization.name),
Esql.source_countries = values(source.geo.country_name),
Esql.actor_types = values(azure.aadgraphactivitylogs.properties.actor_type),
Esql.client_auth_methods = values(azure.aadgraphactivitylogs.properties.client_auth_method),
Esql.session_ids = values(azure.aadgraphactivitylogs.properties.session_id),
Esql.sign_in_activity_ids = values(azure.aadgraphactivitylogs.properties.sign_in_activity_id),
Esql.scopes = values(azure.aadgraphactivitylogs.properties.scopes),
Esql.first_seen = min(@timestamp),
Esql.last_seen = max(@timestamp)
by
user.id,
azure.tenant_id,
Esql.time_window
| where Esql.distinct_endpoints >= 5
| keep
user.id,
azure.tenant_id,
Esql.*
Framework: MITRE ATT&CK
Tactic:
- Name: Discovery
- Id: TA0007
- Reference URL: https://attack.mitre.org/tactics/TA0007/
Technique:
- Name: Permission Groups Discovery
- Id: T1069
- Reference URL: https://attack.mitre.org/techniques/T1069/
Sub Technique:
- Name: Cloud Groups
- Id: T1069.003
- Reference URL: https://attack.mitre.org/techniques/T1069/003/
Technique:
- Name: Account Discovery
- Id: T1087
- Reference URL: https://attack.mitre.org/techniques/T1087/
Sub Technique:
- Name: Cloud Account
- Id: T1087.004
- Reference URL: https://attack.mitre.org/techniques/T1087/004/
Technique:
- Name: Cloud Service Discovery
- Id: T1526
- Reference URL: https://attack.mitre.org/techniques/T1526/