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Data contracts are internal agreements between data producers and consumers, typically including a schema definition, data semantics, SLA, and terms of use. They are structured and consistent, often involving a cultural change within the organization and accountability from the CDO and CTO. The need for data contracts arises from data producers not understanding downstream use cases due to a lack of visibility. Data teams are now striving for higher standards to support machine learning and consumer-facing apps.