This would apply more to purchases from a specific and exceptional point than those which can be made from multiple providers. Say, my usual lunch spot is closed or out of an item, and I can walk down the street elsewhere (or a drugstore, etc.). However if you're selling hard-to-find exclusive items, or we've got an established relationship and the item isn't something I need right now, I'll simply get it later.
On the macro scale, it makes me suspect that shorter interruptions to service don't have a significant regional financial impact.
Though this is all armchair economics.
If I may, could I suggest another possibility;
People know, and trust, Amazon.
"I can't load the shopping site. Maybe it'll work if I reboot."
It's quite different for a site that's not as well known as this one.
From a customer standpoint their a-z guarantee probably helps a lot.
Musing over my own post, I can think of instances where the same would not be true. A financial trading platform in particular -- trades are already occurring at volume, and lost time would be lost trades.
Thanks for sharing a non-obvious data point.