Analyzing Kubernetes Audit Logs

Parses Kubernetes API server audit logs to detect exec-into-pod, secret access, RBAC modifications, privileged pod creation, and anonymous API access. Builds SIEM detection rules from event patterns for investigating cluster compromise.

Sby Skills Guide Bot
SecurityIntermediate
008/29/2026
Claude CodeCursorWindsurfCopilotCodex
#kubernetes-security#container-security#audit-log-analysis#rbac#privilege-escalation#k8s-api-server#threat-detection

Recommended for


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.

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

# Detect secret enumeration
if verb in ("get", "list") and resource == "secrets":
    print(f"Secret access: {user} -> {event['objectRef'].get('name')}")
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