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Pipeline Failure RCA
by Vivek K
Turn messy CI/CD, Docker, and Kubernetes failure logs into an evidence-backed Root Cause Analysis and a safe, human-run recovery plan.
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See it in action
You say
Context: GitLab CI → deploy payments-api to staging Kubernetes (EKS). Symptom: deploy:staging job fails; pods never Ready. Production not involved.
kubectl get pods -n payments-staging: payments-api-7f8c9d4b6-xk2m1 0/1 CrashLoopBackOff 6 11m payments-api-5a1b2c3d4-m8n7w 1/1 Running 0 2d
kubectl describe (excerpt): Readiness probe failed: HTTP probe failed with statuscode: 500 Back-off restarting failed container payments-api
kubectl logs --previous (excerpt): ERROR config validation failed: missing required env STRIPE_WEBHOOK_SECRET FATAL refusing to start with invalid config process exit code=1
GitLab CI / Helm (tail): helm upgrade --install payments-api ... --set image.tag=2.14.0 --wait --timeout 5m Error: UPGRADE FAILED: context deadline exceeded ERROR: Job failed: exit code 1
Your agent does
Pipeline Failure RCA Report
1. Executive Summary
The staging Helm rollout for payments-api:2.14.0 failed because new pods enter CrashLoopBackOff: process exits with code 1 after config validation fails on missing STRIPE_WEBHOOK_SECRET, readiness probes return HTTP 500, and helm upgrade --wait times out. Old pods remain healthy; production was not touched.
2. Root Cause Analysis (Evidence-Backed)
| Failure Domain | Specific Error | Log Evidence | | Infrastructure / Config | Missing required env | missing required env STRIPE_WEBHOOK_SECRET | | Runtime | Exit code 1 | refusing to start with invalid config | | Kubernetes Health | Readiness 500 | HTTP probe failed with statuscode: 500 | | CI/CD Deploy | Helm wait timeout | UPGRADE FAILED: context deadline exceeded |
3. Immediate Recovery Plan (human-run only)
- Inspect Secret + Deployment env refs in payments-staging
- Apply STRIPE_WEBHOOK_SECRET from vault (never commit secrets)
- helm upgrade … --wait; verify READY 1/1 and /health 200
- If blocked: helm rollback payments-api -n payments-staging
4. Long-Term Prevention
- CI pre-check for required secrets in target namespace
- Helm lint fails when secretKeyRefs unset
- Boot integration test with minimal env fixture
5. Blast Radius & Rollback
- Data impact: None (config at startup)
- Downtime risk: Staging rollout stuck; old pod still Running
- Rollback: helm rollback (staging only) — no namespace delete
Incident Management JSON
{ "incident_type": "Kubernetes Rollout Failure", "severity": "Medium (Staging)", "failure_domain": "Infrastructure/Config", "root_cause_summary": "payments-api:2.14.0 CrashLoopBackOff because STRIPE_WEBHOOK_SECRET is missing; readiness 500 and helm --wait timeout.", "immediate_fix_commands": ["kubectl get secret -n payments-staging", "helm rollback payments-api -n payments-staging", "..."], "prevention_tags": ["kubernetes", "helm", "secrets", "crashloopbackoff", "gitlab-ci"] }
What you get
About this skill
The problem
Failed deploys dump hundreds of lines of CI, Docker, and Kubernetes noise. Teams lose time scrolling for the real error code, guess the root cause, and sometimes apply unsafe “fixes” under pressure.
What it does
Pipeline Failure RCA turns raw failure evidence into a structured report:
- Executive summary of what failed and where
- Evidence-backed RCA with log quotes and failure domain
- Immediate recovery plan (unblock) + verification steps
- Long-term prevention recommendations
- Blast radius and rollback assessment
- Incident Management JSON for tickets / status pages
Frameworks & tools
- GitHub Actions, GitLab CI, Jenkins, CircleCI log triage
- Docker exit codes (e.g. 137 OOM, 143 SIGTERM, 1)
- Kubernetes CrashLoopBackOff, ImagePullBackOff, probe failures
- Common patterns: OOM, peer deps, IAM 403, missing config/secrets
- Production safety rules: fix-forward vs rollback, no destructive recovery
Why this beats prompting it yourself
- Every RCA claim must cite log evidence — less hand-waving
- Pattern library for frequent DevOps failure modes
- Safety gate rewrites unsafe recovery suggestions
- Blast radius + rollback decision matrix built in
- JSON artifact for incident tooling — not only a chat essay
- Strict read-only: analysis only, human executes
Use cases
- Broken CI build or deploy stage
- Container OOM or crash on start
- K8s rollout stuck / CrashLoopBackOff
- Cloud/IAM deploy permission errors
- Fast RCA for engineering managers and on-call
Known limitations
- Quality depends on the logs you provide (truncated logs lower confidence)
- Does not connect to clusters or CI systems by itself
- Does not execute remediation commands
- Not a substitute for on-call judgment on production data-path incidents
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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