Of course, one Linux-installed PC can handle all sorts of servers it can handle. However, ideally, you can have one PC to handle different type of servers but its not practical.
But which Linux flavor/distro you asked? That would now depend on your preferences and for your needs. Why go with the fad? Choose which is right for you.