Listen to Little Drummer Boy online. Little Drummer Boy is an English language song and is sung by Jennifer Nettles. Little Drummer Boy, from the album To Celebrate Christmas, was released in the year 2016. The duration of the song is 5:03. Download English songs online from JioSaavn.