My nvidia GPU worked just fine.
Debian has non-free repo you know...
It used to be the case that the normal download from the homepage was often useless because it didn't support most networking hardware, but this is no longer the case now.
(The issue I do remember encountering was random kernel panics that I didn’t have with Ubuntu on the same machine.)