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Bottle's developers disagree with this meme
I cannot use bottles since months due to their faltpak monogamy policy :/
I don't wanna be that guy, but someone has to say it: Nix Flakes
I have both nix and flatpak lol. Different usecases: flatpak for stuff that I would rather have sandboxed (browsers, games), nix for stuff that I would rather be integrated into the system (command line tools, etc). Tho I still have to learn about flakes, right now I'm just using nix-env for everything like a caveman lol
You don't need the distro to package your sodtware through their package management systems though. Apt and dnf repositories are extensible, anyone can publish. If you go to copr or ppa you can have a little extra help too, without distro maintainers.
The headache comes up when multiple third party repositories start conflicting with each other when you add enough of them, despite they're best efforts. This scenario starts needing flatpack, which can, for example concurrently provide multiple distinct library versions installed that traditionally would conflict with each other. This doesn't mean application has to bundle the dependency, that dependency can still be external to the package and independently updated, it just means conflicts can be gracefully handled.