GitLab - Personal Access Tokens creation over time

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Id	4d6d8b0e-6d9a-4857-a141-f5d89393cddb
Rulename	GitLab - Personal Access Tokens creation over time
Description	This queries GitLab Audit Logs for access tokens. Attacker can exfiltrate data from you GitLab repository after gaining access to it by generating or hijacking access tokens. This hunting queries allows you to track the personal access tokens creation for each of your repositories. The visualization allow you to quickly identify anomalies/excessive creation, to further investigate repo access & permissions.
Severity	Medium
Tactics	Collection
Techniques	T1213
Required data connectors	SyslogAma
Kind	Scheduled
Query frequency	1h
Query period	1d
Trigger threshold	0
Trigger operator	gt
Source Uri	https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/GitLab/Analytic Rules/GitLab_PAT_Repo.yaml
Version	1.0.1
Arm template	4d6d8b0e-6d9a-4857-a141-f5d89393cddb.json

KQL

// l_min_tokens_created - minimum tokens created per repository per user per day to consider
let l_min_tokens_created = 0;
let interval = 1d;
GitLabAudit
| where TargetType == "PersonalAccessToken"
| project Severity, TimeGenerated = bin(todatetime(EventTime),1d), AuthorName, IPAddress, Repository = EntityName, Action, TargetType
| summarize total = count() by Repository, TimeGenerated, AuthorName
| where total >= l_min_tokens_created

YAML

relevantTechniques:
- T1213
entityMappings:
- entityType: Account
  fieldMappings:
  - columnName: AuthorName
    identifier: FullName
version: 1.0.1
id: 4d6d8b0e-6d9a-4857-a141-f5d89393cddb
severity: Medium
kind: Scheduled
queryFrequency: 1h
description: |
  'This queries GitLab Audit Logs for access tokens. Attacker can exfiltrate data from you GitLab repository after gaining access to it by generating or hijacking access tokens. 
  This hunting queries allows you to track the personal access tokens creation for each of your repositories. 
  The visualization allow you to quickly identify anomalies/excessive creation, to further investigate repo access & permissions.'  
requiredDataConnectors:
- connectorId: SyslogAma
  dataTypes:
  - Syslog
triggerOperator: gt
name: GitLab - Personal Access Tokens creation over time
tactics:
- Collection
OriginalUri: https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/GitLab/Analytic Rules/GitLab_PAT_Repo.yaml
triggerThreshold: 0
queryPeriod: 1d
query: |
  // l_min_tokens_created - minimum tokens created per repository per user per day to consider
  let l_min_tokens_created = 0;
  let interval = 1d;
  GitLabAudit
  | where TargetType == "PersonalAccessToken"
  | project Severity, TimeGenerated = bin(todatetime(EventTime),1d), AuthorName, IPAddress, Repository = EntityName, Action, TargetType
  | summarize total = count() by Repository, TimeGenerated, AuthorName
  | where total >= l_min_tokens_created  
status: Available

ARM