AWS Unusual Number of Failed Authentications From Ip

Original Source: [splunk source]
Name:AWS Unusual Number of Failed Authentications From Ip
id:0b5c9c2b-e2cb-4831-b4f1-af125ceb1386
version:4
date:2024-09-30
author:Bhavin Patel, Splunk
status:production
type:Anomaly
Description:The following analytic identifies a single source IP failing to authenticate into the AWS Console with multiple valid users. It uses CloudTrail logs and calculates the standard deviation for source IP, leveraging the 3-sigma rule to detect unusual numbers of failed authentication attempts. This behavior is significant as it may indicate a Password Spraying attack, where an adversary attempts to gain initial access or elevate privileges. If confirmed malicious, this activity could lead to unauthorized access, data breaches, or further exploitation within the AWS environment.
Data_source:
  • -AWS CloudTrail ConsoleLogin
search:`cloudtrail` eventName=ConsoleLogin action=failure
| bucket span=10m _time
| stats dc(_raw) AS distinct_attempts values(user_name) as tried_accounts by _time, src_ip
| eventstats avg(distinct_attempts) as avg_attempts , stdev(distinct_attempts) as ip_std by _time
| eval upperBound=(avg_attempts+ip_std*3)
| eval isOutlier=if(distinct_attempts > 10 and distinct_attempts >= upperBound, 1, 0)
| where isOutlier = 1 |`aws_unusual_number_of_failed_authentications_from_ip_filter`


how_to_implement:You must install Splunk Add-on for AWS in order to ingest Cloudtrail. We recommend the users to try different combinations of the bucket span time and the calculation of the upperBound field to tune this search according to their environment
known_false_positives:No known false postives for this detection. Please review this alert
References:
  -https://attack.mitre.org/techniques/T1110/003/
  -https://www.whiteoaksecurity.com/blog/goawsconsolespray-password-spraying-tool/
  -https://softwaresecuritydotblog.wordpress.com/2019/09/28/how-to-protect-against-credential-stuffing-on-aws/
drilldown_searches:
name:'View the detection results for - "$tried_accounts$"'
search:'%original_detection_search% | search tried_accounts = "$tried_accounts$"'
earliest_offset:'$info_min_time$'
latest_offset:'$info_max_time$'
name:'View risk events for the last 7 days for - "$tried_accounts$"'
search:'| from datamodel Risk.All_Risk | search normalized_risk_object IN ("$tried_accounts$") 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:
    - 'AWS Identity and Access Management Account Takeover'
  asset_type:AWS Account
  confidence:90
  impact:60
  message:Unusual number of failed console login attempts (Count: $distinct_attempts$) against users from IP Address - $src_ip$
  mitre_attack_id:
    - 'T1586'
    - 'T1586.003'
    - 'T1110'
    - 'T1110.003'
    - 'T1110.004'
  observable:
    name:'src_ip'
    type:'IP Address'
    - role:
      - 'Attacker'
    name:'tried_accounts'
    type:'User'
    - role:
      - 'Victim'
  product:
    - 'Splunk Enterprise'
    - 'Splunk Enterprise Security'
    - 'Splunk Cloud'
  required_fields:
    - '_time'
    - 'user'
    - 'action'
    - 'eventName'
    - 'src_ip'
  risk_score:54
  security_domain:threat

tests:
name:'True Positive Test'
 attack_data:
  data: https://media.githubusercontent.com/media/splunk/attack_data/master/datasets/attack_techniques/T1110.003/aws_mulitple_failed_console_login/aws_cloudtrail.json
  source: aws_cloudtrail
  sourcetype: aws:cloudtrail
  update_timestamp: True
manual_test:None