Listen to Come Rain or Come Shine online. Come Rain or Come Shine is an English language song and is sung by Billie Holiday. Come Rain or Come Shine, from the album The Anthology Album, was released in the year 2015. The duration of the song is 4:17. Download English songs online from JioSaavn.