| # | Title | Artist | Length |
|---|
| 1 | That's Amore | Dean Martin | 3:09 |
| 2 | When You're Smiling | Frank Sinatra | 2:32 |
| 3 | Love Me or Leave Me | Sammy Davis Jr. | 2:59 |
| 4 | Memories Are Made of This | Dean Martin | 2:18 |
| 5 | I Get a Kick Out of You | Frank Sinatra | 2:58 |
| 6 | That Old Black Magic | Sammy Davis Jr. | 3:21 |
| 7 | Sway | Dean Martin | 2:44 |
| 8 | Young at Heart | Frank Sinatra | 2:54 |
| 9 | Frankie & Johny | Sammy Davis Jr. | 3:20 |
| 10 | You Belong to Me | Dean Martin | 3:05 |
| 11 | Three Coins in the Fountain | Frank Sinatra | 3:08 |
| 12 | My Funny Valentine | Sammy Davis Jr. | 2:58 |
| 13 | Bye Bye Blackbird | Dean Martin | 3:06 |
| 14 | Can't Take That Away From Me- producer:
- Voyle Gilmore
- cello:
- Eleanor Slatkin
- double bass:
- Joe Comfort
- drums (drum set):
- Alvin Stoller
- guitar:
- Al Hendrickson and Allan Reuss
- harp:
- Kathryn Julye
- saxophone and woodwind:
- Mahlon Clark and Skeets Herfurt
- viola:
- Paul Robyn
- violin:
- Paul Shure and Felix Slatkin
- vocals:
- Frank Sinatra (on 1953-11-05)
- orchestra:
- The Nelson Riddle Orchestra (on 1953-11-05)
- conductor:
- Nelson Riddle (on 1953-11-05)
- arranger:
- George Siravo
- recorded at:
- KHJ Studios in Hollywood, Los Angeles, California, United States (on 1953-11-05)
- recording of:
- They Can’t Take That Away From Me (on 1953-11-05)
- 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
| Frank Sinatra | 2:00 |