MLOps + Cloud Deploy (AWS-First)
Back to M4 — Monitoring/Drift + K8s Reading

K8s Reading-Level (Deployment/Service YAML)

Read + annotate a Deployment/Service pair.

3 minutesReading
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Read and annotate a Deployment/Service pair. Writing manifests from scratch is out of scope; recognizing what each field does is the bar.

1. Deployment (reading map)

replicas, image tag (pinned, never latest), env from secrets, resource requests/limits, readinessProbe (gates traffic) vs livenessProbe (restarts). Annotate each field in one line: what breaks if it is wrong.

2. Service (reading map)

Selector matching the Deployment labels, port mapping, ClusterIP vs LoadBalancer. Annotate: what the caller hits and what breaks on mismatch.

3. GCP parity note

Same reading skill transfers to Cloud Run service YAML (concurrency, min/max instances). Field names differ; the questions to ask of each field do not.

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