Listen to Come Rain or Shine online. Come Rain or Shine is an English language song and is sung by Judy Garland and Nelson Riddle And Orchestra. Come Rain or Shine, from the album Two On One Musicals - the Wizard of Oz and the Sound of Music, was released in the year 2011. The duration of the song is 3:41. Download English songs online from JioSaavn.