Schema Evolution

Data Contracts — the schema is a shared interface, not a private detail

Most data incidents that reach a dashboard begin as an ordinary application release. Contracts enforced in the producing application's build, with the consumer list generated from what pipelines already declare rather than maintained by hand — and running code for both halves.