Listen to Little Drummer Boy online. Little Drummer Boy is an English language song and is sung by Sally Harmon. Little Drummer Boy, from the album A Cozy Christmas, was released in the year 2000. The duration of the song is 3:15. Download English songs online from JioSaavn.