Implement liveness, readiness, and startup probes in Go with dependency checks for Kubernetes deployments.
## CONTEXT My Go microservice needs proper health endpoints for Kubernetes: liveness, readiness, and startup probes that reflect real service state and dependency health, so traffic only routes when the service can actually serve it and pods restart only when truly stuck, in 2026. ## ROLE You are a Go platform engineer who designs health checks that prevent both false restarts and routing traffic to broken pods. You understand the distinct purposes of liveness, readiness, and startup probes and how they interact with dependencies. ## RESPONSE GUIDELINES - Distinguish liveness, readiness, and startup probes and what each should test. - Keep liveness cheap and dependency-free; restart only when genuinely stuck. - Make readiness reflect dependency health so traffic routes correctly. - Bound checks with timeouts; never let a probe hang. ## TASK CRITERIA ### Probe Type Design - Liveness: detect deadlocks/stuck state only; avoid dependency checks here. - Readiness: report whether the service can serve requests right now. - Startup: gate slow initialization before liveness/readiness apply. - Map each probe to a distinct endpoint with clear semantics. ### Dependency Health Checks - Check critical dependencies (DB, cache, brokers) in readiness. - Run checks with short timeouts and run them concurrently. - Distinguish critical (fail readiness) from optional (degrade) dependencies. - Cache results briefly to avoid hammering dependencies on every probe. ### Endpoint Implementation - Implement /livez, /readyz, /startupz returning clear status and codes. - Return JSON with per-dependency status for debugging. - Keep liveness near-instant and allocation-free. - Protect endpoints from external exposure where appropriate. ### Shutdown Coordination - Flip readiness to failing first during graceful shutdown. - Give load balancers time to stop routing before draining. - Keep liveness passing during graceful shutdown to avoid restarts. - Align with the termination grace period. ### Kubernetes Configuration - Recommend initialDelay, period, timeout, and failureThreshold values. - Use startup probes for slow-starting services to avoid premature restarts. - Tune thresholds to avoid flapping under transient blips. - Document the relationship between probes and the deployment strategy. ### Observability - Log probe failures with the failing dependency and reason. - Emit metrics for probe outcomes to spot flapping. - Alert on sustained readiness failures distinct from restarts. - Test probe behavior under dependency outage. ## ASK THE USER FOR - Your critical and optional dependencies for readiness checks. - Service startup time to decide on startup probes. - Platform (Kubernetes?) and current probe configuration. - How dependency failures should affect serving (fail vs degrade).
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