Unusual Azure Activity Logs Event for a User
A machine learning job detected Azure Activity Logs activity that, while not inherently suspicious or abnormal, is sourcing from user context that does not normally use the event action. This can be the result of…
Description
A machine learning job detected Azure Activity Logs activity that, while not inherently suspicious or abnormal, is sourcing from user context that does not normally use the event action. This can be the result of compromised credentials or keys as someone uses a valid account to persist, move laterally, or exfiltrate data.
Detection logic
Its licence does not clear it for publishing here
Sunturai publishes a detection's own text where the licence it arrived under has been reviewed and permits it, and Elastic License 2.0 has not. The query as its source wrote it, its canonical form and the hash that pins this revision are in the workspace record.
Detection requirements
- Platform
- ContainersESXiIaaSIdentity ProviderLinuxmacOSNetwork DevicesOffice SuiteSaaSWindows
The rule states no platform. This is derived from the 3 ATT&CK techniques it maps to.
Known benign triggers
- New or unusual user event activity can be due to manual troubleshooting or reconfiguration; changes in cloud automation scripts or workflows; adoption of new services; or changes in the way services are used.
MITRE ATT&CK mappings
0 exclusive techniques.This is coverage no other published rule has; it is not this rule's total technique count.
References
| Reference | Cited by |
|---|---|
| www.elastic.co/guide/en/security/current/prebuilt-ml-jobs.html | 103 |
From the source
- At source
- Open at source
- Upstream identifier
- 81892f44-4946-4b27-95d3-1d8929b114a7
- Tagged by the source as
- Data Source: AzureData Source: Azure Activity LogsDomain: CloudPlatform: AzureResources: Investigation GuideRule Type: Machine LearningRule Type: ML
Licence
- Published under
- Elastic License 2.0Read the licence
- Attribution
- Required
Authorship
- Written by
- Published
- Sep 20, 2026
- Version
- 2