Listen to Little Drummer Boy online. Little Drummer Boy is an English language song and is sung by The Starlite Singers. Little Drummer Boy, from the album Daddy Cool's Christmas Party, was released in the year 2007. The duration of the song is 4:26. Download English songs online from JioSaavn.