seniorMLOps
What is data contracts in MLOps?
Updated May 17, 2026
Short answer
Data contracts define schema, expectations, and quality guarantees between data producers and consumers.
Deep explanation
They formalize agreements on schema, nullability, freshness, and data quality. This prevents downstream ML pipeline failures. Contracts are enforced via validation systems and schema registries.
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