Listen to When It's Sleepy Time Down South online. When It's Sleepy Time Down South is an English language song and is sung by Billie Holiday. When It's Sleepy Time Down South, from the album Big Hit Collection, was released in the year 2015. The duration of the song is 4:01. Download English songs online from JioSaavn.