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 Loungin' Love Songs Of The 50s, was released in the year 2014. The duration of the song is 2:46. Download English songs online from JioSaavn.