Brick and mortar stores found that out ages ago. They were closed for large parts of the day/night and the customers just came back the next day.
If people didn't leave Tumblr and Twitter, with their constant massive outages (at some point in their life), when why would the leave Amazon, a huge established player, for a few hours outage?