| # | Title | Rating | Length |
|---|
| 1 | That’s Amore | 4.35 | 3:11 |
| 2 | Once in a While | | 2:56 |
| 3 | When You’re Smiling | 5 | 3:04 |
| 4 | Innamorata (Sweetheart) | | 2:27 |
| 5 | True Love | | 2:33 |
| 6 | Non dimenticar | | 3:07 |
| 7 | Volare (Nel blu dipinto di blu) | 4 | 3:02 |
| 8 | You Belong to Me | 3 | 3:04 |
| 9 | Just Say I Love Her (Dicitencello vuie) | | 2:48 |
| 10 | Dream a Little Dream of Me | | 3:17 |
| 11 | Just in Time | | 2:17 |
| 12 | I’ve Grown Accustomed to Her Face | | 2:44 |
| 13 | Return to Me | 4.5 | 2:45 |
| 14 | Someday (You’ll Want Me to Want You) | | 2:22 |
| 15 | Come Back to Sorrento | | 3:15 |
| 16 | You’re Nobody ’Til Somebody Loves You- producer:
- Lee Gillette
- bass:
- Joe Comfort (on 1960-05-10)
- cello:
- Jacques Gasselin (on 1960-05-10), Edgar Lustgarten (on 1960-05-10) and Eleanor Slatkin (on 1960-05-10)
- drums (drum set):
- Alvin Stoller (on 1960-05-10)
- guitar:
- Al Hendrickson (on 1960-05-10)
- piano:
- Bill Miller (on 1960-05-10)
- saxophone:
- Buddy Collette (on 1960-05-10), Plas Johnson (on 1960-05-10), Harry Klee (on 1960-05-10), Joe Koch (on 1960-05-10) and Wilbur Schwartz (on 1960-05-10)
- trombone:
- Russell Brown (on 1960-05-10), Dick Noel (on 1960-05-10), Tom Pederson (on 1960-05-10) and Thomas Shepard (on 1960-05-10)
- trumpet:
- Pete Candoli (on 1960-05-10), Conrad Gozzo (on 1960-05-10), Carroll Lewis (on 1960-05-10) and Shorty Sherock (on 1960-05-10)
- viola:
- Alvin Dinkin (on 1960-05-10) and Paul Robyn (on 1960-05-10)
- violin:
- Victor Bay (on 1960-05-10), Alex Beller (on 1960-05-10), Dan Lube (on 1960-05-10), Felix Slatkin (on 1960-05-10), Marshall Sosson (on 1960-05-10) and Gerald Vinci (on 1960-05-10)
- vocals:
- Dean Martin (on 1960-05-10)
- orchestra:
- Nelson Riddle and His Orchestra (on 1960-05-10)
- conductor:
- Nelson Riddle (on 1960-05-10)
- recorded at:
- Capitol Studios in Hollywood, Los Angeles, California, United States (on 1960-05-10)
- cover recording of:
- You’re Nobody Till Somebody Loves You (on 1960-05-10)
- writer:
- James Cavanaugh, Russ Morgan and Larry Stock
- publisher:
- Capitol Records , Shapiro, Bernstein & Co., Inc. and Southern Music Publishing Co., Inc.
- part of:
- The Real Book
| 4.35 | 2:11 |
| 17 | Dream | | 3:22 |
| 18 | Standing on the Corner | | 2:49 |
| 19 | You’re Breaking My Heart (Mattinata) | | 2:47 |
| 20 | Memories Are Made of This | 5 | 2:18 |
| 21 | I Don’t Know Why (I Just Do) | | 2:56 |
| 22 | I’ll Always Love You (Day After Day) | | 2:34 |