Listen to Come Fly with Me online. Come Fly with Me is an English language song and is sung by Frank Sinatra. Come Fly with Me, from the album 100 Best of Jazz, was released in the year 2014. The duration of the song is 3:19. Download English songs online from JioSaavn.