Large files is actually what git-lfs was made for. I haven’t used it extensively but the project has been around for quite a while (implying some measure of stability/userbase). I heard about it over ten years ago.
But your point still stands. GitHub isn’t the solution unless you have few files that you don’t mind being public (because I think GitHub has exposed private repos before).