Listen to Joe's Mattress Shop online. Joe's Mattress Shop is an English language song and is sung by The Dixieland Garage Band. Joe's Mattress Shop, from the album New Orleans Lover, was released in the year 2017. The duration of the song is 1:45. Download English songs online from JioSaavn.