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 Aileen Stanley and Gene Austin. When My Sugar Walks Down the Street, from the album The Jimmy McHugh Songbook, was released in the year 2016. The duration of the song is 2:44. Download English songs online from JioSaavn.