Listen to Happy Feet online. Happy Feet is an English language song and is sung by Cab Calloway. Happy Feet, from the album The Ultimate Jazz Store, Vol. 26, was released in the year 2012. The duration of the song is 2:37. Download English songs online from JioSaavn.