1951 Doris Day recorded the song twice in 1950. The first was with the Norman Luboff Choir and the Buddy Cole Quartet on December 8. This was included in the albumLullaby of Broadway. The second was on December 28, 1950 with Harry James and his orchestra..
1962 The song was recorded by Connie Francis in 1962 and 1963 and a version can be found on her album Connie Francis Sings Award Winning Motion Picture Hits.
1964 Caterina Valente - included on her album I Happen to Like New York.
1973 Bette Midler recorded a cover of the song for her album Bette Midler. The song is performed as a medley with "Optimistic Voices". It also appears on her album Live At Last.
2003 Dianne Reeves recorded it on her album, A Little Moonlight.
2004 Chelsea Krombach covered this song on her debut album Profile.
2006 Tony Bennett and the Dixie Chicks as a track for his album .
2016 Swing revivalists the Cherry Poppin' Daddies recorded a version for their album The Boop-A-Doo, a cover album of 1920s and 1930s jazz standards, taking its title from a lyric from the song.
Film appearances
1936 The Dorsey Brothers Orchestra version served as part of the background music of the Merrie Melodies cartoon Page Miss Glory, also based on a Dubin-Warren song.
It is also featured in an episode of Taxi and the Broadway musical42nd Street, originated by Jerry Orbach playing Julian Marsh in the 1980 original cast. In 1976, Wini Shaw's original recorded version of the song was released as a 45rpm single and made No. 42 in the UK Charts. Subsequently, the BBC interviewed Wini Shaw O'Malley in New York about her new success with it. She could not believe it. The song was used in a commercial for the Milford Plaza Hotel, where it was called the "Lullabuy of Broadway". The song was performed by a group Muppet eskimos in the Gilda Radner episode of The Muppet Show. In Lisa Stansfield's 1990 music video for her cover of Cole Porter's Down in the Depths, the beginning and ending are both references to the song. The video begins with her disembodied head zooming in, while singing the opening to the song, and ends with it zooming out, while singing the outro. Linda Lavin and Martha Raye sang this song in the 1970s TV showAlice in the episode In 2005, Idina Menzel recorded a pop/hip-hop version of the song for the end credits of . The song appears on the dancing game Dance on Broadway.