Bloody Bay really doesn't have a lot in terms of stores and such. Because most of the resorts are all inclusive. There is a rustic area called Office of the Nature that is kind of cool but not really a commercial place. Your best bet is to catch a short ride down Norman Manley if you are looking at going to a store or whatever.
Where are you staying?
