The song was composed in 1946 by American songwriter Bobby Troup. It was first recorded in the same year by Nat King Cole, and was subsequently covered by many artists including Chuck Berry in 1961, The Rolling Stones in 1964, and Depeche Mode in 1987. The title was suggested to Troup by his first wife, Cynthia.