Listen to Baby I Don't Cry Over You online. Baby I Don't Cry Over You is an English language song and is sung by Billie Holiday. Baby I Don't Cry Over You, from the album The Best of Early Years, was released in the year 2010. The duration of the song is 3:12. Download English songs online from JioSaavn.