"Father's Day" was filmed on location at a mansion in the Pittsburgh suburb of Fox Chapel, Pennsylvania.
In a 2015 interview with The A.V. Club, Ted Danson explained the brief shot of his character drowning underwater: "So they make a little aquarium tank.