Listen to Come and Get It online. Come and Get It is an English language song and is sung by Fats Waller & His Rhythm Plus Orchestra. Come and Get It, from the album Jazz from the 40th, was released in the year 2014. The duration of the song is 2:41. Download English songs online from JioSaavn.