Deploy ML model updates to a fraction of traffic, watch Prometheus metrics for both versions, and automatically promote or roll back - no human required. FastAPI serving + Redis traffic split + Prometheus health checks + Streamlit dashboard. Part of a 3-project MLOps platform.