Hello,

Consider the event : the customer arrives at the first hour, and its complementary : the customer doesn't arrive at the first hour.

Then we have a binomial distribution.

You can approximate it by a Poisson distribution (see here : Binomial distribution - Wikipedia, the free encyclopedia )