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 Masters of Jazz: Louis Armstrong, was released in the year 2001. The duration of the song is 3:23. Download English songs online from JioSaavn.