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 Come Fly With Me: A Great Collection of Songs About Places & Travel, was released in the year 2015. The duration of the song is 2:46. Download English songs online from JioSaavn.