Plenty of stuff in common with dbt's philosophy. One big thing though, dbt does not run your compute or manage your lake. It orchestrate your code and pushes it down to a runtime (e.g. 90% of the time Snowflake).

This IS a runtime.

You import bauplan, write your functions and run them in straight into the cloud - you don't need anything more. When you want to make a pipeline you chain the functions together, and the system manages the dependencies, the containerization, the runtime, and gives you a git-like abstractions over runs, tables and pipelines.