Managing knowledge fashions at scale is a typical problem for knowledge groups utilizing dbt (knowledge construct instrument). Initially, groups usually begin with easy fashions which can be simple to handle and deploy. Nevertheless, because the quantity of knowledge grows and enterprise wants evolve, the complexity of those fashions will increase.
This development usually results in a monolithic repository the place all dependencies are intertwined, making it tough for various groups to collaborate effectively. To handle this, knowledge groups could discover it helpful to distribute their knowledge fashions throughout a number of dbt initiatives. This method not solely promotes higher organisation and modularity but additionally enhances the scalability and maintainability of the whole knowledge infrastructure.
One important complexity launched by dealing with a number of dbt initiatives is the best way they’re executed and deployed. Managing library dependencies turns into a essential concern, particularly when completely different initiatives require completely different variations of dbt. Whereas dbt Cloud gives a strong resolution for scheduling and executing multi-repo dbt initiatives, it comes with important investments that not each organisation can afford or discover…
