Trace failures across code, pipelines, and security signals—without turning logs into new risks.
It is structured troubleshooting that spans application defects, build and deploy automation, and security controls (SAST, DAST, policy-as-code). You reproduce the failure, narrow the blast radius, fix root cause, and add guardrails so the class of issue does not return silently.
Security debugging often starts at a red pipeline stage or an alert, not only at a stack trace.
| Strategy | Use when |
|---|---|
| Log analysis | Pipeline stages, app servers, auth service—timestamp correlation |
| Breakpoint debugging | Reproducible logic bugs in IDEs locally or in ephemeral envs |
| Distributed trace analysis | Microservices; follow trace IDs across spans |
| Security event correlation | SIEM + IAM + WAF + scanner findings tied to a release |
Click through a typical triage sequence. Each step updates the panel below.
Click “Start triage” to simulate steps.