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- In a canary deployment, the new model serves a small slice of production traffic (e.g., 1-5%), with metrics monitored before scaling up. Shadow deployment runs the new model in parallel without serving its responses to users (useful for offline comparison). A/B testing splits traffic between two variants for statistical comparison. Blue-green keeps two full environments and switches traffic atomically.