Dick Van Dyke was offered the role of Richard Schlichting. Originally, Mary Tyler Moore was to play the role of his wife Mary but she eventually switched roles in order to portray Pearl Coplin.
At the airport when boarding the plane at 46 minutes in, the baby switches to a completely different baby. In the next shot they are on the plane and the baby has switched back.