The entire value proposition of AWS vs running one's own server is basically this: is it easier to ask for permission, or forgiveness? You're asking for permission to get a million dollars worth of servers / hardware / power upgrades now, or you're asking for forgiveness for spending five million dollars in AWS after 10 months. Which will be easy: permission or forgiveness?