If the primary concern is the lack of a common packaging format/app store, please consider publishing to https://flathub.org/. It should solve these for you across all distributions.
Testing should also be simpler as most of your dependencies will bundled and testing in one distribution should suffice.
Testing should also be simpler as most of your dependencies will bundled and testing in one distribution should suffice.