Listen to Picking up the Pieces online. Picking up the Pieces is an Unknown language song and is sung by Mitch and Cass. Picking up the Pieces, from the album Picking up the Pieces, was released in the year 2016. The duration of the song is 2:45. Download Unknown songs online from JioSaavn.