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The Silent Failure of Reliability Metrics at Scale: Lessons Learned from a Decade of Broken Metrics

The Silent Failure of Reliability Metrics at Scale: Lessons Learned from a Decade of Broken Metrics

At scale, observability breaks when SLIs and metrics mix different behaviors and lose clear meaning.
Complexity grows: more event types, extra labels, and rising cardinality. That bloats queries, slows evaluation pipelines, and distorts Prometheus, PromQL, and Elastic metrics.

Why this matters: Teams must treat metrics like paid resources. Constrain index scopes. Curb label cardinality. Preserve SLI semantics.


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