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• The first recording was made by John Kirby and The Onyx Club Boys on October 28, 1938, and released by Decca Records as catalog number 2216,[1] with the B-side, "From A Flat to C".[2]
• It was also recorded by Chick Webb and his Orchestra with vocal by Ella Fitzgerald on February 17, 1939 and released by Decca Records as catalog number 2323, with the B-side, "In the Groove at the Grove".[2]
• The Dandridge Sisters recorded a cover in July, 1939, and Django Reinhardt recorded a version with Quintette du Hot Club de France, and Beryl Davis on vocals, in August of the same year.
• The biggest hit version was recorded by The Ames Brothers with Les Brown's orchestra on June 25, 1951 and released by Coral Records as catalog number 60566, with the B-side, "Sentimental Journey".[3] It first reached the Billboard chart on September 28, 1951 and lasted 20 weeks on the chart, peaking at number 6.[4]
• Also in 1951, a bebop treatment of the song was released by Gene Ammons.[5] Billy May recorded the song as part of his 1955 album Arthur Murray Cha Cha Mambos.
• In 1960, Harry James released a version on his album, Harry James...Today. (MGM E-3848)
• Al Hirt released a version on his 1961 album, The Greatest Horn in the World.[6]
• Raffi recorded his version on his 1977 album, Adult Entertainment.
• Natalie Cole recorded the song for her 1993 album, Take a Look.[7]

This song is featured in the 2015 role-playing video game Fallout 4.