It just removes the price out of the equation. There will be any number of other factors pushing a customer to choose a store or another.

On a personal level, delivery network was a big one, and Amazon wasn't the best on this as you can't choose in most cases (delivery guys randomly calling on my phone because they got lost in another town...). But everyone will have their pet peeve, some people will just chose on how warm they feel about the company.