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Amazon SageMaker Shadow Testing helps you safely test new machine learning models in production alongside your existing models. It routes a small percentage of your live traffic to the new model, allowing you to compare its performance against the production model in a real-world setting before fully deploying it. This minimizes disruption and risk, giving you confidence in your model's accuracy and reliability before a complete switch.