Listen to As Simple as That online. As Simple as That is an English language song and is sung by Wild Bill Davis and Charlie Shavers. As Simple as That, from the album The Music from Milk & Honey, was released in the year 1961. The duration of the song is 2:11. Download English songs online from JioSaavn.