Infinity Shoes has a brick and mortar store in Nolita where I used to work. It's highly likely that they could run out of stock before they get the opportunity to process orders. It's quite a small store with a small staff, so don't expect Zappos-like customer service. They are friendly and do the best they can though, so don't write them off either.