Data Governance Is Dead. Long Live Data Contracts.
Traditional data governance has a 70% failure rate. It is not a people problem or a tool problem. It is a structural problem. Here is what replaces it.
Traditional governance is additive. You build a pipeline, then you add governance on top: documentation requirements, quality reviews, approval workflows. These are afterthoughts, applied to data that already exists, by people who did not build it, using processes disconnected from delivery.
When governance and delivery are separated, the team that owns quality is not the team that produces the data. The incentives do not align. The feedback loops are too slow. The policies arrive too late. When governance is a committee review that happens after the pipeline ships, it is bureaucracy. When governance is built into the pipeline itself, it is engineering.
What Data Contracts Do Differently
A data contract does not add governance on top of delivery. It makes governance part of delivery. The contract is written before the pipeline is built. The producer signs off on it. The consumer relies on it. Enforcement is automated, not human-mediated.
This is the shift from governance-as-process to governance-as-code. It changes the entire accountability model. Instead of a governance team chasing producers for documentation, the pipeline itself refuses to run if the contract is violated.
An overview of why the shift from governance programs to data contracts changes the accountability model entirely.
Is This Governance Abolition?
No. It is governance maturation. The goal has always been trustworthy data. The old approach tried to achieve it through process. The new approach achieves it through engineering. Organizations that make this shift typically see a 75% reduction in the effort required to maintain governed data products. Enforcement becomes automatic instead of manual.