Listen to The Man That Got Away online. The Man That Got Away is an English language song and is sung by Jeri Southern. The Man That Got Away, from the album The Great Lyricists – Ira Gershwin, was released in the year 2013. The duration of the song is 3:19. Download English songs online from JioSaavn.