Looks like AWS just published their post-mortem of their big outage this week: you can find it here.
For a lay person, this explanation might suffice.
CNN also has a good synopsis that includes other recent major outages and asks: why does this keep happening?
I think it is safe to say that we will see more of these major outages in this decade. So keep good backups, among other precautions. 🙂