Parses Kubernetes API server audit logs (JSON lines) to detect exec-into-pod, secret access, RBAC modifications, privileged pod creation, and anonymous API access, and builds SIEM detection rules from the event patterns. Use when investigating a suspected cluster compromise, reconstructing what an attacker did through the API server, or writing Kubernetes-specific detection content. Keywords: audit policy, audit log, kube-apiserver, exec into pod, RBAC change, anonymous access, detection rule...
Scanned 9/2/2026
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---
name: analyzing-kubernetes-audit-logs
description: >-
Parses Kubernetes API server audit logs (JSON lines) to detect exec-into-pod, secret access,
RBAC modifications, privileged pod creation, and anonymous API access, and builds SIEM
detection rules from the event patterns. Use when investigating a suspected cluster
compromise, reconstructing what an attacker did through the API server, or writing
Kubernetes-specific detection content. Keywords: audit policy, audit log, kube-apiserver,
exec into pod, RBAC change, anonymous access, detection rules. Do not use for syscall-level
detection inside a running container - use detecting-container-runtime-threats-with-falco.
'
domain: cybersecurity
subdomain: container-security
tags:
- kubernetes-security
- container-security
- audit-log-analysis
- rbac
- privilege-escalation
- k8s-api-server
- threat-detection
version: '1.0'
author: mahipal
license: Apache-2.0
nist_csf:
- PR.PS-01
- PR.IR-01
- ID.AM-08
- DE.CM-01
mitre_attack:
- T1610
- T1613
- T1078
- T1552.007
---
# Analyzing Kubernetes Audit Logs
## When to Use
- When investigating security incidents that require analyzing kubernetes audit logs
- When building detection rules or threat hunting queries for this domain
- When SOC analysts need structured procedures for this analysis type
- When validating security monitoring coverage for related attack techniques
## Prerequisites
- Familiarity with container security concepts and tools
- Access to a test or lab environment for safe execution
- Python 3.8+ with required dependencies installed
- Appropriate authorization for any testing activities
## Instructions
Parse Kubernetes audit log files (JSON lines format) to detect security-relevant
events including unauthorized access, privilege escalation, and data exfiltration.
```python
import json
with open("/var/log/kubernetes/audit.log") as f:
for line in f:
event = json.loads(line)
verb = event.get("verb")
resource = event.get("objectRef", {}).get("resource")
user = event.get("user", {}).get("username")
if verb == "create" and resource == "pods/exec":
print(f"Pod exec by {user}")
```
Key events to detect:
1. pods/exec and pods/attach (shell into containers)
2. secrets access (get/list/watch)
3. clusterrolebindings creation (RBAC escalation)
4. Privileged pod creation
5. Anonymous or system:unauthenticated access
## Examples
```python
# Detect secret enumeration
if verb in ("get", "list") and resource == "secrets":
print(f"Secret access: {user} -> {event['objectRef'].get('name')}")
```
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