"Shake That"on YouTube. "Shake That" (also known as "Shake That Ass") is the second and final single taken from American rapper Eminem's first compilation album, Curtain Call: The Hits(2005), following "When I'm Gone". Featuring Nate Dogg, it is one of three new songs featured on the album.