Listen to Just a Gigolo online. Just a Gigolo is an English language song and is sung by Louis Armstrong. Just a Gigolo, from the album 100 Greatest Classics - Jazz (The Best Jazz Hits Ever!), was released in the year 2016. The duration of the song is 3:21. Download English songs online from JioSaavn.