Observability In Production: Metrics, Traces, And Logs That Actually Matter

Observability hinges on metrics, logs, and traces. Combine the four golden signals with business‑specific metrics, use structured JSON logs, OpenTelemetry tracing, and Kubernetes‑aware monitoring, then build layered dashboards and actionable alerts. Reserve 5‑15 % of your budget for data sampling and retention.