Data product framework for domain teams
Domains ship the data they own without queuing behind a central team, each product carrying a data contract, a named owner and a versioned lifecycle. We define the framework and build the first products.
Every dataset is somebody else’s problem
Pipelines get built for a single request, handed over and then forgotten: no contract, no named owner, no schema versioning. Every consumer compensates with defensive joins and private copies, and the central team ends up arbitrating each breaking change, so it becomes the bottleneck for all data work.
A data product framework changes the unit of work. Instead of a pipeline, the domain ships a product with a named owner, a documented contract, quality thresholds and a deprecation policy consumers can plan against. The question you answer first is not which pipelines to rebuild, but which domains are ready to own and publish their own data.
What turns a dataset into a product
Four elements. Miss one and it goes back to being a pipeline somebody maintains out of goodwill.
product
Contract
Schema, semantics and guarantees documented and versioned
Owner
A named domain owner accountable for it, not a ticket queue
Quality
Freshness, completeness and consistency validated automatically
Lifecycle
Versioning, deprecation and a roadmap consumers can plan around
What makes this different
Products with an owner
A named owner per data product, accountable for it beyond the first delivery.
A documented contract
Schema, semantics and guarantees versioned, so changes are deliberate and announced.
Domains that ship
A framework and golden paths that let each domain publish safely on its own.
What you take away
The framework, the golden paths and the first data products the domains build with them. Not for organisations without named domain owners; if one team still owns every dataset, fix the operating model first.
Data product standard
Templates and tooling
Reference data products
Federated governance model
Review your data product readiness
A half-day session with your data and domain leads. You leave with the candidate domains ranked and the first data contract drafted.
Book the readiness review