Unusual Number of Computer Service Tickets Requested


Description

The following analytic identifies an unusual number of computer service ticket requests from a single source, leveraging Event ID 4769, "A Kerberos service ticket was requested." It uses statistical analysis, including standard deviation and the 3-sigma rule, to detect anomalies in service ticket requests. This activity is significant as it may indicate malicious behavior such as lateral movement, malware staging, or reconnaissance. If confirmed malicious, an attacker could gain unauthorized access to multiple endpoints, facilitating further compromise and potential data exfiltration.

Query · spl

`wineventlog_security` EventCode=4769 Service_Name="*$" Account_Name!="*$*"
  | bucket span=2m _time
  | stats dc(Service_Name) AS unique_targets values(Service_Name) as host_targets
    BY _time, Client_Address, Account_Name
  | eventstats avg(unique_targets) as comp_avg , stdev(unique_targets) as comp_std
    BY Client_Address, Account_Name
  | eval upperBound=(comp_avg+comp_std*3)
  | eval isOutlier=if(unique_targets >10 and unique_targets >= upperBound, 1, 0)
  | `unusual_number_of_computer_service_tickets_requested_filter`

Implementation guide

To successfully implement this search, you need to be ingesting Domain Controller and Kerberos events. The Advanced Security Audit policy setting Audit Kerberos Authentication Service within Account Logon needs to be enabled.

Known false positives

  • An single endpoint requesting a large number of computer service tickets is not common behavior. Possible false positive scenarios include but are not limited to vulnerability scanners, administration systeams and missconfigured systems.

Analyst notes

Known false positives: An single endpoint requesting a large number of computer service tickets is not common behavior. Possible false positive scenarios include but are not limited to vulnerability scanners, administration systeams and missconfigured systems.

Raw source Unusual Number of Computer Service Tickets Requested · SPL
Esc
Published by splunk/security_content ↗, licensed under Apache 2.0 ↗. Reproduced here unmodified.
name: Unusual Number of Computer Service Tickets Requested
id: ac3b81c0-52f4-11ec-ac44-acde48001122
version: 9
creation_date: '2021-12-03'
modification_date: '2026-05-13'
author: Mauricio Velazco, Splunk
status: experimental
type: Hunting
description: The following analytic identifies an unusual number of computer service ticket requests from a single source, leveraging Event ID 4769, "A Kerberos service ticket was requested." It uses statistical analysis, including standard deviation and the 3-sigma rule, to detect anomalies in service ticket requests. This activity is significant as it may indicate malicious behavior such as lateral movement, malware staging, or reconnaissance. If confirmed malicious, an attacker could gain unauthorized access to multiple endpoints, facilitating further compromise and potential data exfiltration.
data_source:
    - Windows Event Log Security 4769
search: |-
    `wineventlog_security` EventCode=4769 Service_Name="*$" Account_Name!="*$*"
      | bucket span=2m _time
      | stats dc(Service_Name) AS unique_targets values(Service_Name) as host_targets
        BY _time, Client_Address, Account_Name
      | eventstats avg(unique_targets) as comp_avg , stdev(unique_targets) as comp_std
        BY Client_Address, Account_Name
      | eval upperBound=(comp_avg+comp_std*3)
      | eval isOutlier=if(unique_targets >10 and unique_targets >= upperBound, 1, 0)
      | `unusual_number_of_computer_service_tickets_requested_filter`
how_to_implement: To successfully implement this search, you need to be ingesting Domain Controller and Kerberos events. The Advanced Security Audit policy setting `Audit Kerberos Authentication Service` within `Account Logon` needs to be enabled.
known_false_positives: An single endpoint requesting a large number of computer service tickets is not common behavior. Possible false positive scenarios include but are not limited to vulnerability scanners, administration systeams and missconfigured systems.
references:
    - https://attack.mitre.org/techniques/T1078/
analytic_story:
    - Active Directory Lateral Movement
    - Active Directory Kerberos Attacks
    - Active Directory Privilege Escalation
    - Scattered Lapsus$ Hunters
asset_type: Endpoint
mitre_attack_id:
    - T1078
product:
    - Splunk Enterprise
    - Splunk Enterprise Security
    - Splunk Cloud
category: endpoint
security_domain: endpoint

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