Write precise PromQL queries and alerting rules with proper for-durations, labels, and runbook annotations to cut alert noise.
## CONTEXT Prometheus is the de facto metrics engine in cloud-native stacks, but most alerting rules are noisy or simply wrong: instant thresholds that flap on every spike, missing for-durations that let transients page people, alerts written against causes instead of user-facing symptoms, and no runbook link so the…
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