| # | Title | Artist | Length |
|---|
| 1 | Overture | MGM Studio Orchestra | 3:14 |
| 2 | Singin’ in the Rain | Cliff Edwards, Jimmy Durante, Judy Garland, Gene Kelly, Debbie Reynolds & Donald O’Connor | 2:16 |
| 3 | Main Title (That’s Entertainment!) | MGM Studio Orchestra | 2:19 |
| 4 | Broadway Melody | Charles E. King | 2:30 |
| 5 | Indian Love Call | Jeanette MacDonald & Nelson Eddy | 2:10 |
| 6 | A Pretty Girl Is Like a Melody | Allan Jones (for Dennis Morgan) and the MGM Studio Chorus | 2:10 |
| 7 | Begin the Beguine | The Music Maids and the MGM Studio Orchestra, taps by Eleanor Powell & Fred Astaire | 3:40 |
| 8 | The Song’s Gotta Come From the Heart | Frank Sinatra & Jimmy Durante | 4:16 |
| 9 | Honeysuckle Rose | Lena Horne with Benny Carter and His Orchestra | 2:50 |
| 10 | Take Me Out to the Ball Game | Frank Sinatra & Gene Kelly | 2:06 |
| 11 | Thou Swell | June Allyson, with Eugene Cox and Pete Roberts (for the Blackburn Twins Ramon & Royce) | 3:55 |
| 12 | The Varsity Drag | June Allyson, Peter Lawford, Jimmie Garland and the MGM Studio Chorus | 4:53 |
| 13 | Aba Daba Honeymoon | Debbie Reynolds, Carleton Carpenter and the MGM Studio Chorus | 3:14 |
| 14 | It’s a Most Unusual Day (reprise version) | Jane Powell | 1:18 |
| 15 | On the Atchison, Topeka, and the Santa Fe | Judy Garland, Joe Karnes, Frank Laine, Don Ellis, Eugene Dorian, Ralph Blane, Don Williams, and the MGM Studio Chorus | 8:39 |
| 16 | Gotta Feelin’ for You | Joan Crawford and the MGM Studio Chorus | 2:40 |
| 17 | Easy to Love | James Stewart & Marjorie Lane (for Eleanor Powell) | 2:51 |
| 18 | Puttin’ on the Ritz | Clark Gable and the MGM Studio Chorus | 0:56 |
| 19 | Dear Mr. Gable / You Made Me Love You (I Didn’t Want to Do It) | Judy Garland | 3:58 |
| 20 | Babes in Arms | Douglas MacPhail, Judy Garland, Mickey Rooney, Betty Jaynes, and the MGM Studio Chorus | 4:33 |
| 21 | They Can’t Take That Away From Me- recorded in:
- Los Angeles, California, United States (in 1952-12)
- producer:
- Norman Granz
- double bass:
- Ray Brown (in 1952-12)
- drums (drum set):
- Alvin Stoller (in 1952-12)
- guitar:
- Barney Kessel (in 1952-12)
- piano:
- Oscar Peterson (in 1952-12)
- tenor saxophone:
- Flip Phillips (in 1952-12)
- trumpet:
- Charlie Shavers (in 1952-12)
- vocals:
- Fred Astaire (in 1952-12)
- phonographic copyright (℗) by:
- UMG Recordings, Inc. (in 1952)
- recording of:
- They Can’t Take That Away From Me (in 1952-12)
- lyricist:
- Ira Gershwin (in 1937)
- composer:
- George Gershwin (in 1937)
- publisher:
- Chappell & Co., Inc., Chappell Music, Chappell Music Ltd., Ira Gershwin Music, Warner/Chappell Music Holland BV, Warner/Chappell North America Limited, WB Music Corp. (until 2019-05-28) and Gershwin Publishing Corp (in 1937)
- part of:
- The 10th Academy Award for Best Original Song (number: 2)
- part of:
- An American in Paris
- part of:
- Crazy for You
- part of:
- Shall We Dance
| Fred Astaire | 4:33 |
| 22 | I Guess I’ll Have to Change My Plan | Fred Astaire & Jack Buchanan | 1:51 |
| 23 | Dancing in the Dark | MGM Studio Orchestra | 3:27 |
| 24 | I Wanna Be Loved by You | Helen Kane (for Debbie Reynolds) | 1:36 |
| 25 | Be My Love | Mario Lanza & Kathryn Grayson | 2:57 |
