Listen to Sugar That Sugar Baby O'Mine online. Sugar That Sugar Baby O'Mine is an English language song and is sung by Peggy Lee. Sugar That Sugar Baby O'Mine, from the album Peggy Lee Fifty Favourites, was released in the year 2011. The duration of the song is 2:31. Download English songs online from JioSaavn.