
| There's No Business Like Show Business | 1954 | Film Soundtrack | ||
| There's No Business Like Show Business | 2000 | European Cast |
| There's No Business Like Show Business | 1954 | Film |
| Miyoshi Songs: How Deep Is the Ocean? | 0 | Miyoshi Umeki | |
| Great American Songwriters, Vol. 4: Irving Berlin Songs: How Deep Is the Ocean? | 0 | Irving Berlin | |
| How Deep Is the Ocean?: The Irving Berlin Songbook Songs: A Pretty Girl Is Like a Melody, How Deep Is the Ocean? | 0 | Various Artists | |
| Al Goodman Salutes Irving Berlin: An Album For Dancing Songs: How Deep Is the Ocean? | 1957 | Al Goodman | |
| Dress Casual Songs: Let Yourself Go | 1990 | Mandy Patinkin | |
| Let's Go Back To The Waltz Songs: When I Lost You | 1990 | Bobbi Baird | |
| First and Foremost Songs: Let Me Sing and I'm Happy | 1996 | David Campbell | |
| Irving Berlin's White Christmas Songs: How Deep Is the Ocean?, Count Your Blessings Instead of Sheep, Let Me Sing and I'm Happy | 2006 | San Francisco Cast members |