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 A Christmas Present From Frank, was released in the year 2010. The duration of the song is 3:20. Download English songs online from JioSaavn.