intermediate

Runtime operations

Operate deployed services with health checks, probes, logs, metrics, alerts, and basic incident response discipline.

Runtime operations interviews cover keeping services healthy in production: probes, structured logs, metrics tied to SLOs, actionable alerts, and disciplined incident response.

Subtopics: health checks, readiness/liveness probes, logs, metrics, alerts, incident basics.

On interviews: design `/health/ready` for an API with a database; choose one SLI and alert; walk through first 15 minutes of a checkout outage.

Common pitfalls: identical liveness and readiness; logging PII; high-cardinality metrics; paging on every error log.

The trade-off is observability coverage versus cost, noise, and on-call sustainability.

Checklist:

  • Separate readiness from liveness.
  • Correlate logs and metrics.
  • Alert on symptoms and SLO burn.
  • Run blameless incidents with follow-ups.