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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