Other actors in the movie included Frank Lovejoy, Patrice Wymore, Mary Wickes, and James Gleason. The film is a biography of lyricist Gus Kahn, and includes a number of songs written by Kahn, including the title song.
An album of the same name was released by Columbia Records, containing songs sung by Day (some of them duets with Thomas) in the film.