I really like Datafeedr. It's a WP plugin that allows you to build a full-scale affiliate store using CJ and tons of other affiliate networks.

I stopped using it because I wasn't really working on the site, and there's a recurring monthly fee. But if I had the time and resources, I would totally use that and build a store.