Listen to Shoeshine Boy online. Shoeshine Boy is an English language song and is sung by Fletcher Henderson and His Orchestra. Shoeshine Boy, from the album Jazz Classics: You're Not The Only Oyster In The Stew, was released in the year 2011. The duration of the song is 3:33. Download English songs online from JioSaavn.