Listen to Come Rain or Come Shine online. Come Rain or Come Shine is an English language song and is sung by Chet Baker. Come Rain or Come Shine, from the album Little Girl Blue, was released in the year 2013. The duration of the song is 2:06. Download English songs online from JioSaavn.