- One in a Million(1936)Lyrics by Sidney D. MitchellMusic by Lew PollackPlayed by the girls band and sung by Leah Ray on the trainReprised on harmonicas by Borrah Minevitch and His Harmonica Rascals as the first part of a medley with "Limehouse Blues"Reprised by ice skaters singing and by Sonja Henie skating to the musicPlayed during the opening credits and as background music often
- We're Back in Circulation Again(1936)Lyrics by Sidney D. MitchellMusic by Lew PollackPlayed during the opening credits and often as background music
- Horror Boys of Hollywood(1936)Written by Harold Rome and Lester Lee
- Who's Afraid of the Big Bad WolfWritten by Frank Churchill and Ann RonellContained within "Horror Boys of Hollywood"
- Who's Afraid of Love?(1936)Lyrics by Sidney D. MitchellMusic by Lew PollackSung by Leah Ray and Don Ameche
- The Moonlit Waltz(1936)Lyrics by Sidney D. MitchellMusic by Lew Pollack
- Limehouse Blues(1921)Music by Philip BrahamLyrics by Douglas FurberPlayed by Borrah Minevitch and His Harmonica Rascals as the second part of a medley with "One in a Million"
- Lovely Lady in White(1936)Lyrics by Sidney D. MitchellMusic by Lew Pollack
- Chloe(1927)Music by Neil MoretLyrics by Gus KahnSung in part by The Ritz Brothers during their first comedy routine
- (I Wish I Was in) Dixie's Land(1860)Written by Daniel Decatur EmmettSung in part by The Ritz Brothers during their first comedy routine
- Old Folks at Home (Swanee River)(1851)Written by Stephen FosterSung in part by The Ritz Brothers during their first comedy routine
- My Old Kentucky Home, Good Night(1853)Written by Stephen FosterSung in part by The Ritz Brothers during their first comedy routine
- Roses From the SouthMusic by Johann StraussPlayed at the Olympics for the skating routine of Sonja Henie
- La Marseillaise(1792)Written by Claude Joseph Rouget de LislePlayed at the Olympics when the French flag is raised
- Swiss National Anthem(1841)Written by Alberik ZwyssigPlayed at the Olympics when the Swiss flag is raised
- Toreador Songfrom "Carmen"Music by Georges BizetPlayed during The Ritz Brothers' spoof of bullfighting
- Can Canfrom "Orpheus in the Underworld"Music by Jacques OffenbachPlayed during The Ritz Brothers' spoof of bullfighting
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