Yes, inventory changes and having items on a permanent basis is unlikely. You watch the ads and go to the store searching for treasures. What's available one week may not be there the next.
I don't think their web site is really designed to be able to sesrch for specific items. It'll show current deals and some items for the deal, but otherwise you kind of just have to go there.
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