If I'm not using the package manager, I use mostly Flatpak. I will use a random AppImage here and there.

I prefer those two because I can pick when I update them, and I've not had a lot of issues so far. I don't like Snap because it reminds me too much of Windows Update. I know it can all be adjusted to my taste, but I already have an option that works out of the box.