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

2026-05-29

Reliability metrics and SLIs gradually lose accuracy as systems evolve, with broadened scopes and shifting semantics causing green dashboards to mask real issues. Improving fidelity requires bounded instrumentation, explicit metrics, and strong correlation to prevent misleading operational confidence.