"UV printing" is pad-printing followed by a coating of clear UV-cured resin. The resin coating is supposed to make it last longer against wear than ordinary pad-printing.
So, yes, it can wear out. Just not as easily as pad-printed keys. And by then the keys are probably already shiny.
You can often spot it as a raised outline.