How do you detect anomalies in metrics and avoid false alarms?

Start with baselines and seasonality. Approaches: - Rolling averages with thresholds - Week-over-week comparisons - Statistical control charts - Time-series models for complex patterns Reduce false alarms by setting alert policies, using guardrail metrics, and requiring sustained deviation before paging.