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: Contracts can be integrated into CI/CD pipelines. If an upstream change violates the schema or quality rules, the pipeline is automatically blocked, preventing "junk" data from flowing downstream. Here is the verified content summary: : Contracts
The full text is available for digital subscribers on O'Reilly Learning , which often provides a free 10-day trial for new users to read the content online. Think of it like an API contract in software engineering
Think of it like an API contract in software engineering. When you use an API, you expect specific fields, data types, and response structures. If the backend changes, it breaks the contract. Traditionally, data has lacked this rigor; a backend engineer might change a column name from user_id to id without telling the data team, causing dashboards to crash. Traditionally, data has lacked this rigor; a backend