Anomaly Detector — Operations Intelligence Engine

Automated metric anomaly detection that reduces alert fatigue and catches real problems. UAOP Stage 1 + Stage 5 for Operations.

When to use

• Investigating a metric spike or deviation
• Tuning alert thresholds to reduce false positives
• Post-incident — "what signals did we miss?"
• Capacity planning — "what's trending toward limits?"
• Weekly ops review — "what's abnormal this week?"

When NOT to use

• Active incident response (use production-monitoring + incident-responder)
• Infrastructure changes (use devops-patterns)
• Cost analysis (use cost-optimization)

Pipeline