Originally Posted by DR_

I don't think it matters. Straight up on a rack is what the pro teams do but that is probably more due to accessibility. If you look at a warehouse like Tire Rack they leave them on their sides. I've always stored mine sideways, usually four high, in a closet. If you can bag them airtight that is even better.