Comment by inlined

The section about calculating the availability of hard and redundant dependencies ignores the fact that systems often fail in tandem. For e.g. you might have a primary and secondary database in different AZs, each with 99.9% availability. This gives read operations a hypothetical uptime of 6-9s. But hidden SPOFs like operator error, VM infra failing, load balancer or other networking outages can make the 0.01% failure time overlap, blowing away your 6-9s dependency guarantee.