The song was written for the musical film, Swing Time. where it was co-introduced by Fred Astaire and Ginger Rogers. Astaire had a major record hit on Brunswick records.

In a version sung by Judi Dench it also became the theme song of A Fine Romance, a British television series starring Judi Dench and her husband Michael Williams.