O365 Multiple AppIDs and UserAgents Authentication Spike

Original Source: [splunk source]
Name:O365 Multiple AppIDs and UserAgents Authentication Spike
id:66adc486-224d-45c1-8e4d-9e7eeaba988f
version:4
date:2024-09-30
author:Mauricio Velazco, Splunk
status:production
type:Anomaly
Description:The following analytic identifies unusual authentication activity in an O365 environment, where a single user account experiences more than 8 authentication attempts using 3 or more unique application IDs and over 5 unique user agents within a short timeframe. It leverages O365 audit logs, focusing on authentication events and applying statistical thresholds. This behavior is significant as it may indicate an adversary probing for multi-factor authentication weaknesses. If confirmed malicious, it suggests a compromised account, potentially leading to unauthorized access, privilege escalation, and data exfiltration. Early detection is crucial to prevent further exploitation.
Data_source:
  • -O365 UserLoggedIn
  • -O365 UserLoginFailed
search:`o365_management_activity` Workload=AzureActiveDirectory (Operation=UserLoggedIn OR Operation=UserLoginFailed)
| bucket span=5m _time
| stats dc(_raw) as failed_attempts dc(ApplicationId) as unique_app_ids dc(UserAgent) as unique_user_agents values(ApplicationId) values(OS) by _time user src_ip
| where failed_attempts > 5 and unique_user_agents > 5 and unique_app_ids > 2
| `o365_multiple_appids_and_useragents_authentication_spike_filter`


how_to_implement:You must install the Splunk Microsoft Office 365 Add-on and ingest Office 365 management activity events.
known_false_positives:Rapid authentication from the same user using more than 5 different user agents and 3 application IDs is highly unlikely under normal circumstances. However, there are potential scenarios that could lead to false positives.
References:
  -https://attack.mitre.org/techniques/T1078/
  -https://www.blackhillsinfosec.com/exploiting-mfa-inconsistencies-on-microsoft-services/
  -https://github.com/dafthack/MFASweep
  -https://www.youtube.com/watch?v=SK1zgqaAZ2E
drilldown_searches:
name:'View the detection results for - "$user$"'
search:'%original_detection_search% | search user = "$user$"'
earliest_offset:'$info_min_time$'
latest_offset:'$info_max_time$'
name:'View risk events for the last 7 days for - "$user$"'
search:'| from datamodel Risk.All_Risk | search normalized_risk_object IN ("$user$") starthoursago=168 | stats count min(_time) as firstTime max(_time) as lastTime values(search_name) as "Search Name" values(risk_message) as "Risk Message" values(analyticstories) as "Analytic Stories" values(annotations._all) as "Annotations" values(annotations.mitre_attack.mitre_tactic) as "ATT&CK Tactics" by normalized_risk_object | `security_content_ctime(firstTime)` | `security_content_ctime(lastTime)`'
earliest_offset:'$info_min_time$'
latest_offset:'$info_max_time$'
tags:
  analytic_story:
    - 'Office 365 Account Takeover'
  asset_type:O365 Tenant
  confidence:80
  impact:60
  message:$user$ authenticated in a short period of time with more than 5 different user agents across 3 or more unique application ids.
  mitre_attack_id:
    - 'T1078'
  observable:
    name:'user'
    type:'User'
    - role:
      - 'Victim'
    name:'src_ip'
    type:'IP Address'
    - role:
      - 'Attacker'
  product:
    - 'Splunk Enterprise'
    - 'Splunk Enterprise Security'
    - 'Splunk Cloud'
  risk_score:48
  required_fields:
    - '_time'
    - 'Workload'
    - 'Operation'
    - 'ApplicationId'
    - 'UserAgent'
    - 'OS'
  security_domain:identity

tests:
name:'True Positive Test'
 attack_data:
  data: https://media.githubusercontent.com/media/splunk/attack_data/master/datasets/attack_techniques/T1078/o365_multiple_appids_and_useragents_auth/o365_multiple_appids_and_useragents_auth.log
  source: o365
  sourcetype: o365:management:activity
manual_test:None

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Office 365 Account Takeover