just use a community-lead or non-profit foundation lead distro: NixOS (better than silverblue/kinoite in all aspects they try to sell), Arch, or Debian.

For professional usage, you generally go Ubuntu, or some RHEL derivative.

When I was packaging Flatpaks, the greatest downside is

No built in package manager

There is a repo with shared dependencies, but it is very few. So needs to package all the dependencies… So, I personally am not interested in packaging for flatpak other than in very rare occasions… Nix and Guix are definitely better solutions (except the isolation aspect, which is not a feature, you need to do it manually), and one can use at many distros; Nix even on MacOS!