Listen to Come Rain or Come Shine online. Come Rain or Come Shine is an English language song and is sung by Nelson Riddle, His Orchestra and Judy Garland. Come Rain or Come Shine, from the album The Nelson Riddle Collection 1941-62, Vol. 2, was released in the year 2014. The duration of the song is 3:41. Download English songs online from JioSaavn.