Listen to When My Sugar Walks Down the Street online. When My Sugar Walks Down the Street is an English language song and is sung by Johnny Mathis with Nelson Riddle and His Orchestra. When My Sugar Walks Down the Street, from the album I'll Buy You a Star (Original Album), was released in the year 2014. The duration of the song is 3:32. Download English songs online from JioSaavn.