That's Dancing! is a 1985 retrospective documentary produced by Metro-Goldwyn-Mayer that looked back at the history of dancing in film. Unlike the That's Entertainment! series, this film did not focus specifically on MGM films and included more recent performances by the likes of John Travolta (from Saturday Night Fever) and Michael Jackson and from the then-popular films Fame (1980) and Flashdance (1983), as well as classic films from other studios, including Carousel, released by 20th Century Fox, and Oklahoma!, released by Magna Corporation (roadshow) and 20th Century Fox (general release).
A highlight of the film was the first theatrical release of a complete dance routine by Ray Bolger for his "If I Only Had a Brain" number that had been shortened in The Wizard of Oz.
The hosts for this film are Gene Kelly (who also executive produced), Ray Bolger (his last film appearance before his death in 1987), Liza Minnelli, Sammy Davis, Jr., and Mikhail Baryshnikov. Pop singer Kim Carnes was commissioned to sing an original song, "Invitation to Dance", that plays over the closing credits.