The gamma distribution appears as a result of all kinds of math - and in nature.
It is handy for statistical modelling - you'll see as you get more familiar with it.
The Gamma distribution has been used to model the distribution of times between earthquakes, though the Weibull distribution is a more popular choice for earthquake inter-event time applications.