Depends on the shop. Target, Walmart and CVS are really good about being able to check inventory at the local store online, then buy the item online, and pick it up at the customer service counter in an hour or two.

This is the model that Amazon will have to beat. And the only way it can do that is through offering a better selection. Which should be possible since Amazon won't have aisles to stock.