immutable + reproducible packages - learning curve = ?

NixOS learning curve maybe is not so hard. You can start with default configurations and installed Calamares what is as simple as on other distros. Than look for options and try.

Otherwise, Flatpaks are reproducible (build with flatpak-builder as on Flathub).