I use pandas with multiple sources and try to keep as much as possible in the db.

But many sources are outside the db, or run on multiple, disconnected dbs.

Loading data into a db is impractical and I only do it if necessary.

Also, different people run and manage dbs so it’s frequently easier to run in pandas.