Can't believe no one has yet mentioned the PASTA theorem - Poisson Arrivals See Time Averages (https://en.wikipedia.org/wiki/Arrival_theorem#Theorem_for_ar...).
It is one of the theorems I remember the most from my Queuing Theory classes at the university!