Observability: logs, metrics, traces
Three pillars, one story
A production service you can't see into is a service you can't maintain. Observability rests on three pillars: logs for narrative per request, metrics for aggregate health and SLOs, and traces for the cross-service causality of a single request. Spring Boot Actuator, Micrometer, and an OpenTelemetry exporter give you all three in a few lines.
- Structured logs with correlation IDs — so you can follow one request across layers.
- Metrics with clear names and labels — latency histograms, error rates, queue depth.
- Traces that stitch spans across services — invaluable for distributed systems.
Takeaways
- Instrument the service layer — that is where business time disappears.
- Log events, not trivia. Every log line should be potentially useful at 3 a.m.
- Set SLOs; alert on burn rates, not on individual slow requests.
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