Riske was drafted by the Cleveland Indians in the 56th round of the June 1996 amateur draft. In January 2006, he was traded along with outfielder Coco Crisp, and catcher Josh Bard to the Boston Red Sox in exchange for reliever Guillermo Mota, third baseman Andy Marte, and catcher Kelly Shoppach.