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 Fifties Hits & Greatest No.1 50s Classics - The Very Best Classic Jukebox Songs from the Legends of the 1950s, was released in the year 2016. The duration of the song is 3:17. Download English songs online from JioSaavn.