The episode's title is a reference to "Goodbye, My Coney Island Baby," a popular song composed in 1924 by Les Applegate. Despite the jaunty tune and frequent inclusion in a context and genre (barbershop quartet music) that is considered family-friendly, old-fashioned, and wholesome, the song's stridently anti-marriage lyrics actually describe a man preparing to callously abandon his sweetheart.