Reliability & Production Readiness

Production-grade metrics, dashboards, and SLO visibility.

• RED/USE metrics with custom business KPIs
• Grafana dashboards for latency, throughput, error rates
• Alerting and environment-aware scrape configuration

Performance validation for high-throughput, event-driven systems.

• Scenario-based tests (ramping, soak, constant-arrival-rate)
• Thresholds on p95/p99 latency and error rates
• CI-compatible execution and reports

Repeatable regression and smoke testing for REST APIs.

• Environment-driven collection execution
• Newman CLI with HTML/JUnit reports
• Pipeline-friendly contract validation

Deterministic testing of Kafka consumers and workflows.

• Forked Kafka simulation repos for event replay
• Partitioning and ordering validation
• Failure, retry, and backpressure testing