Judging by the size of the AWS bill that companies pay without a peep, I don't think anyone here is incredibly surprised.
With reserved instances, prepayment, and other tricks you can about halve AWS costs at scale.
Disclaimer: DevOps for AWS and bare metal infrastructure.