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Reliability & Production Readiness

Real-time metrics and system health indicators.

Live System Status

LIVE
CPU Usage45.0%
Memory Usage62.0%
Requests/sec1,250
Avg Latency24ms
System Load45.0%
Engineering Quality

Reliability & Production Readiness

📊

Observability

Prometheus + Grafana

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
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⚡

Load Testing

k6

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
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🔗

API Contract Testing

Postman + Newman

Repeatable regression and smoke testing for REST APIs.

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

Event-Driven Testing

Kafka Simulation

Deterministic testing of Kafka consumers and workflows.

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

  • StellarMIND — Chat-to-SQL — The project where these reliability practices were battle-tested.
  • All Projects — Browse the full engineering portfolio.
  • About Rohit Raj — 10+ years building production AI systems.

Rohit Raj — Backend & AI Systems

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