The gamma function shows up in a number of common probability distributions. For example, there is the gamma distribution, which is useful for modeling how long it will be until some random-ish thing happens: how long until some machine fails, how long until some extreme weather event happens. (Or something like that; I'm at the far borders of my field of expertise here.)