Listen to Come Back Baby (One More Time) online. Come Back Baby (One More Time) is an English language song and is sung by Billy Lee Riley. Come Back Baby (One More Time), from the album Sun Rockabilly Meltdown, was released in the year 2012. The duration of the song is 2:13. Download English songs online from JioSaavn.