Listen to Come Fly With Me online. Come Fly With Me is an Unknown language song and is sung by Frank Sinatra. Come Fly With Me, from the album Frank Sinatra & Dean Martin, was released in the year 2013. The duration of the song is 3:16. Download Unknown songs online from JioSaavn.