The title song, "Rosie", was composer 'Harry Warren''s final song contribution to a produced movie. The melody is actually a rework of a song, "Me And My Baby," with original lyrics by Sammy Cahn, that was written for, but not used in, the Jerry Lewis film Rock-a-Bye Baby (1958).