Dang... I am sorry for asking before reading thru it myself.
I just read:
Your Site to Store order should arrive at your store approximately 7-10 business days after your order is processed (it may take up to 48 hours to process an order). When your order is ready to be picked up, you'll receive an email letting you know.
Site to Store pickup hours are 8:00 a.m. to 10:00 p.m., 7 days a week.
Once the order arrives at the store, you will have 21 days to pick up your order before it is returned to the distributor. We will issue a full refund for all orders returned to the distributor.
So I'll just go ahead and give it a shot now (as I will be arriving in less than 3 weeks, that should be fine). Will update anyway, in case this could be interesting for other non US travelers.