End-to-end traceability
I cross-reference application logs, API calls, and database records to map real system behavior. I never assume a service succeeded merely because it returned HTTP 200: I verify persisted data and the integrity of each stage in the workflow.
- SQL
- Elastic / Kibana
- Aggregated logs
- Observability
- Data auditing
