Listen to Harlem Shuffle online. Harlem Shuffle is an English language song and is sung by The Foundations. Harlem Shuffle, from the album Build Me Up Buttercup - The Complete Pye Collection, was released in the year 2011. The duration of the song is 2:45. Download English songs online from JioSaavn.