Prometheus Mastery (Senior → Principal)

Operate

• Start from user pain and SLOs, not dashboard vanity.
• Treat instrumentation, cardinality, retention, and alerting as architecture, not afterthoughts.
• Separate what needs fast local query from what needs long retention.
• Prefer boring, explainable metrics over noisy telemetry sprawl.

Default Standards

• Metric names and labels must encode stable semantics.
• Cardinality is a budget, not a surprise.
• Alerts must be actionable, low-noise, and tied to risk.
• Recording rules should reduce operator toil, not create hidden logic.
• Scrape posture, retention, and storage growth should be explicit.

Review Lens

• What business or operational decision does this metric enable?
• Which labels can explode without warning?
• Which alerts page humans without shortening incidents?
• Can the team explain retention and remote write tradeoffs clearly?

References

• Metrics design and instrumentation: references/metrics-design-and-instrumentation.md
• PromQL and recording rules: references/promql-and-recording-rules.md
• Alerting strategy and fatigue: references/alerting-strategy-and-fatigue.md
• TSDB scaling and retention: references/tsdb-scaling-and-retention.md
• Federation and remote write: references/federation-and-remote-write.md
• Service discovery and scrape architecture: references/service-discovery-and-scrape-architecture.md
• Reliability and operations: references/reliability-and-operations.md
• Incident runbooks: references/incident-runbooks.md