Of course. I recall going into a little grocery store in Celebration to buy a drink.
You might also consider stopping at a WalMart on the way down. Prices tend to increase as you near central Florida, so if you’re buying items that don’t need to be kept cool, you could purchase around half an hour (sorry - I don’t speak mileage!) before approaching Celebration.