| Front Row Center Songs: You Can't Get a Man with a Gun, They Say It's Wonderful, There's No Business Like Show Business | 0 | Compilation Album |
| Musicals! Songs: Anything You Can Do, I Got the Sun in the Morning, There's No Business Like Show Business | 0 | London Symphony Orchestra |
| The Broadway Kick Songs: The Girl That I Marry, There's No Business Like Show Business, They Say It's Wonderful | 0 | Frank Sinatra |
| Great American Songwriters, Vol. 4: Irving Berlin Songs: Doin' What Comes Naturally | 0 | Irving Berlin |
| Al Goodman Salutes Irving Berlin: An Album For Dancing Songs: There's No Business Like Show Business, They Say It's Wonderful, Doin' What Comes Naturally, I Got the Sun in the Morning | 1957 | Al Goodman |
| Song Hits from Theatreland Songs: They Say It's Wonderful | 1958 | Mantovani and his Orchestra |
| Polly Bergen Sings Songs from Do Re Mi & Annie Get Your Gun Songs: They Say It's Wonderful, Doin' What Comes Naturally, I Got Lost in His Arms, I Got the Sun in the Morning, My Defenses Are Down, There's No Business Like Show Business | 1961 | Studio Cast |
| Broadway's Greatest Marches Songs: There's No Business Like Show Business | 1962 | Frederick Fennell |
| Sings Selections from Pal Joey & Annie Get Your Gun Songs: Doin' What Comes Naturally, They Say It's Wonderful, Anything You Can Do, I Got Lost in His Arms, I Got the Sun in the Morning, There's No Business Like Show Business | 1963 | Vivian Blaine |
| To Broadway with Love Songs: There's No Business Like Show Business | 1964 | Original Cast |
| Broadway Blockbusters Songs: There's No Business Like Show Business | 1965 | London Festival Orchestra |
| Together On Broadway Songs: An Old-fashioned Wedding | 1967 | Steve Lawrence & Eydie Gorme |
| The Madwoman Of Central Park West Songs: The Girl That I Marry | 1979 | Original Broadway Cast |
 | Live In Concert Songs: My Defenses Are Down, They Say It's Wonderful | 1989 | Howard Keel |
| Romance & The Stage Songs: They Say It's Wonderful, I Got Lost in His Arms | 1993 | Elaine Paige |
| What I Did for Love Songs: I Got the Sun in the Morning | 1998 | Caroline O'Connor |
| The Midnight Blues Songs: I Got Lost in His Arms | 1998 | Wynton Marsalis |
| The Champion Season: Live at the Cafe Carlyle Songs: They Say It's Wonderful, I Got Lost in His Arms, I Got the Sun in the Morning | 1999 | Barbara Cook |
| Classic Broadway Songs: They Say It's Wonderful | 1999 | Judy Collins |
| There's No Business Like Show Business Songs: There's No Business Like Show Business, I Got the Sun in the Morning, You Can't Get a Man with a Gun | 2000 | European Cast |
| Love's Labour's Lost Songs: There's No Business Like Show Business | 2000 | Film Soundtrack |
| Romance on Film, Romance on Broadway Songs: They Say It's Wonderful | 2000 | Michael Feinstein |
| Rita Moreno Songs: I Got Lost in His Arms | 2000 | Rita Moreno |
| Mostly Sondheim Songs: You Can't Get a Man with a Gun, I Got Lost in His Arms | 2001 | Barbara Cook |
| Everything the Traffic Will Allow Songs: I Got Lost in His Arms, There's No Business Like Show Business | 2002 | Klea Blackhurst |
| Sketches of Broadway Songs: I Got the Sun in the Morning | 2004 | Janis Siegel |
| United Songs: I Got Lost in His Arms | 2005 | The Governors |
| Like It Was Songs: I Got Lost in His Arms | 2006 | Karen Akers |
| I've Gotta Get Back To New York Songs: I Got Lost in His Arms | 2008 | Teri Ralston |
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