Observability & Monitoring

Implement microservices observability by applying structured logging, RED metrics, and OpenTelemetry tracing. Expose Prometheus-compatible metrics endpoints and build dashboards to monitor service health and visualize distributed request flows.

RED metrics monitor API performance by tracking Rate, Errors, and Duration. This pattern helps identify latency bottlenecks and reliability issues, feeding data into Grafana dashboards and Prometheus alerting rules for proactive incident response.

Set up distributed tracing across backend services and data pipelines using OpenTelemetry. This visualizes request flows across microservices, improving debugging and incident analysis by standardizing logs with context for searchability.

Yes, this observability pattern enforces structured logging and health checks. Standardizing logs with context improves tracing, while health checks and alerting rules ensure proactive incident response to prevent and quickly address reliability bottlenecks.

The best way to add alerting is to build effective Prometheus alerting rules alongside runbooks. Combining these with health checks and Grafana dashboards ensures proactive monitoring and structured incident response for modern applications.