I was CTO at a SaaS company with a whole host of companies you've heard of relying on us as a core part of their business. They absolutely would and did accept "AWS was down, soz" as an excuse, where they were much spikier about fuckups where we were to blame.
Tangential: nobody got fired for buying IBM