In 1939, Glenn Miller and His Orchestra released a hit version of the song on RCA Bluebird, as an A side 78 single, B-10286-A, in a new arrangement by Bill Finegan backed with "Pavanne".

The personnel on the Glenn Miller recording: Saxes: Hal McIntyre, Tex Beneke, Wilbur Schwartz, Stanley Aronson, Al Klink; Trumpets: Bob Price, R. D. McMickle, Legh Knowles; Trombones: Glenn Miller, Paul Tanner, Al Mastren; Piano: Chummy MacGregor; String Bass: Rowland Bundock; Guitar: Allen Reuss; Drums: Moe Purtill.

The song was featured in and was central to the plot of the 1954 Universal Pictures film biography The Glenn Miller Story starring James Stewart and June Allyson.

The tone and tune, however, are bright and cheerful, indicating the irony of the singer not knowing his degraded condition.

[2] In the 1948 Famous Studios Screen Song animated short titled "Little Brown Jug", a "bouncing ball" cartoon, it is sung with the music credited to Winston Sharples and entirely new lyrics by Buddy Kaye.