I’ve been using NixOS with flatpaks and distrobox and have had pretty much the same experience. NixOS provides rock solid base system, services, and CLI tools that are easy to configure and flatpaks provide the rest of the desktop applications.
One neat feature of installing eveything through flatpak is that you can update applications individually without having to upgrade the whole system.