For a queue with many servers and constant holding time, the distribution of the total service time for a fixed observation interval during a period of statistical equilibrium has been derived. The derivation, while peculiar to the special case where holding time is assumed constant, involves elementary probabilistic arguments. An application is given in which the distribution of the total service time for a fixed observation interval is used to solve a problem in plumbing design.