[sagiba]

That's a clean architecture and the dataset abstraction isn't really needed when every file has a DB row and clear lifecycle.

The post is more about the pipeline / ML / log / export world where ownership isn't enforced by application code.

The DMS case sits somewhere in between - there's a per-table grouping that could be useful, but the files are usually transient enough that it doesn't matter much. Different problem from yours.