Playbook: Continuous Validation, Canarying & Retraining Strategies

Continuous Validation & Canarying Pipeline Template

A practical, ready-to-adapt template for continuous validation: test catalog, staged canary rollout steps, essential metrics and thresholds, automated sampling rules, drift detection settings, retraining patterns, and explicit rollback and approval criteria to keep production models safe and effective.