How to see what I have bought in the past

You can check the purchase history on your account via the Store > View My Account (Store > View My Apple ID on iTunes 11) drop-down menu option on your computer's iTunes (though I'm not sure if that shows in-app purchases and/or auto-renewing subscriptions) - you should seea Purchase History section on that page, with a View All link to its right