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The video is considered very camp and has similar references to other music videos and styles of the 1980s including Bananarama's "Venus", a touch of Michael Jackson towards the end, and even a reference to the Broadway Melody ballet from Singin' in the Rain with Gene Kelly and Cyd Charisse.
She would appear in the next two entries in the Broadway Melody series: Broadway Melody of 1938 and Broadway Melody of 1940.
In an interview promoting That's Entertainment! III, Ann Miller stated that MGM was on the verge of bankruptcy at the time Broadway Melody of 1936 was made, and it, along with subsequent films starring Eleanor Powell, were so successful the company was rescued.