Even the smallest amount if research into Linux will have illustrated the sheer range of distributions out there. They are all based on the original Linux kernel built by Linus Torvalds (the father of modern Linux) and can all interoperate to varying degrees.
There are three base values that ensure all of the different distros will work together, and what application works for one should work for all.