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Observability

Logging

Structured logs with sampling and redaction support.

Metrics

Expose counters and latency distributions (p50/p95/p99).

Tracing

Use trace context propagation for cross-service request tracking.

Health

Use liveness/readiness/startup checks for orchestration systems.