---
title: Rare GCP Audit Failure Event Code
description: A machine learning job detected an unusual failure in a GCP Audit message. These can be byproducts of attempted or successful persistence, privilege escalation,...
url: https://www.elastic.co/docs/reference/security/prebuilt-rules/rules/integrations/gcp/ml_gcp_rare_error_code
products:
  - Elastic Security
---

# Rare GCP Audit Failure Event Code
A machine learning job detected an unusual failure in a GCP Audit message. These can be byproducts of attempted or
successful persistence, privilege escalation, defense evasion, discovery, lateral movement, or collection.
**Rule type**: machine_learning
**Rule indices**:
**Rule Severity**: low
**Risk Score**: 21
**Runs every**: 15m
**Searches indices from**: `now-2h`
**Maximum alerts per execution**: 100
**References**:
- [[https://www.elastic.co/guide/en/security/current/prebuilt-ml-jobs.html](https://www.elastic.co/guide/en/security/current/prebuilt-ml-jobs.html)](https://www.elastic.co/guide/en/security/current/prebuilt-ml-jobs.html)

**Tags**:
- Domain: Cloud
- Data Source: GCP
- Data Source: GCP Audit Logs
- Data Source: Google Cloud Platform
- Rule Type: ML
- Rule Type: Machine Learning
- Resources: Investigation Guide

**Version**: 1
**Rule authors**:
- Elastic

**Rule license**: Elastic License v2

## Setup

This rule requires the installation of associated Machine Learning jobs, as well as data coming in from GCP.

### Anomaly Detection Setup

Once the rule is enabled, the associated Machine Learning job will start automatically. You can view the Machine Learning job linked under the "Definition" panel of the detection rule. If the job does not start due to an error, the issue must be resolved for the job to commence successfully. For more details on setting up anomaly detection jobs, refer to the [helper guide](https://www.elastic.co/guide/en/kibana/current/xpack-ml-anomalies.html).

### GCP Audit logs Integration Setup

The Google Cloud Platform (GCP) Audit logs integration allows you to collect logs and metrics from Google Cloud Platform (GCP) with Elastic Agent.

#### The following steps should be executed in order to add the Elastic Agent System "Google Cloud Platform (GCP) Audit logs" integration to your system:

- Go to the Kibana home page and click “Add integrations”.
- In the query bar, search for “Google Cloud Platform (GCP) Audit logs” and select the integration to see more details about it.
- Click “Add Google Cloud Platform (GCP) Audit logs".
- Configure the integration.
- Click “Save and Continue”.
- For more details on the integration refer to the [helper guide](https://www.elastic.co/docs/current/integrations/gcp).

**Framework:** MITRE ATT&CK
- Tactic:
  - Name: Discovery
- Id: TA0007
- Reference URL: [[https://attack.mitre.org/tactics/TA0007/](https://attack.mitre.org/tactics/TA0007/)](https://attack.mitre.org/tactics/TA0007/)
- Technique:
  - Name: Cloud Service Discovery
- Id: T1526
- Reference URL: [[https://attack.mitre.org/techniques/T1526/](https://attack.mitre.org/techniques/T1526/)](https://attack.mitre.org/techniques/T1526/)
- Technique:
  - Name: Cloud Infrastructure Discovery
- Id: T1580
- Reference URL: [[https://attack.mitre.org/techniques/T1580/](https://attack.mitre.org/techniques/T1580/)](https://attack.mitre.org/techniques/T1580/)

**Framework:** MITRE ATT&CK
- Tactic:
  - Name: Privilege Escalation
- Id: TA0004
- Reference URL: [[https://attack.mitre.org/tactics/TA0004/](https://attack.mitre.org/tactics/TA0004/)](https://attack.mitre.org/tactics/TA0004/)

**Framework:** MITRE ATT&CK
- Tactic:
  - Name: Defense Evasion
- Id: TA0005
- Reference URL: [[https://attack.mitre.org/tactics/TA0005/](https://attack.mitre.org/tactics/TA0005/)](https://attack.mitre.org/tactics/TA0005/)

**Framework:** MITRE ATT&CK
- Tactic:
  - Name: Lateral Movement
- Id: TA0008
- Reference URL: [[https://attack.mitre.org/tactics/TA0008/](https://attack.mitre.org/tactics/TA0008/)](https://attack.mitre.org/tactics/TA0008/)

**Framework:** MITRE ATT&CK
- Tactic:
  - Name: Persistence
- Id: TA0003
- Reference URL: [[https://attack.mitre.org/tactics/TA0003/](https://attack.mitre.org/tactics/TA0003/)](https://attack.mitre.org/tactics/TA0003/)

**Framework:** MITRE ATT&CK
- Tactic:
  - Name: Collection
- Id: TA0009
- Reference URL: [[https://attack.mitre.org/tactics/TA0009/](https://attack.mitre.org/tactics/TA0009/)](https://attack.mitre.org/tactics/TA0009/)