Booze is really expensive in Iceland, so stock up on the duty free.
There is one hack though. De-alcoholised beer is available in the grocery, and is tax free, When I was there, they set the limit at 3%. It's not bad, although not as satisfying as a pub pint, it's great for a whistle wetter in the hotel room before dinner.