Glenn Miller wrote both the music and the lyrics. Glenn Miller copyrighted the song with the U.S. Library of Congress on January 23, 1935. The Dorsey Brothers released the song as an A side 78 single in 1935 on Decca Records, 515A, Matrix # 39346. The B side was "I've Got Your Number" written by Bonnie Lake. The song, arranged by Glenn Miller, was recorded at the Decca Studios on Wednesday, February 6, 1935 in New York City. Kay Weber sang the lead vocals. Glenn Miller was not on the recording session. Glenn Miller's full name appears on the Decca 78 record label under the songwriting credit.
The recording appeared on the 2010 Hallmark album Bring Back the Good Times by The Dorsey Brothers, the 2013 Cmtk collection All the Great White Jazz Musicians in New York City by the Dorsey Brothers Orchestra, the 2005 collection The Dorsey Brothers on The Sky's The Limit, and the 2013 collection The Dorsey Brothers: New York Jazz Orchestra on Underground Inside Records.