The fourth stage doesn't even involve owning your own infrastructure.
We pay a 3rd party for our AWS (and Azure) usage to get better rates than AWS would give us (and without a commitment to increased spend like AWS reps have tried to push for Amazon's available programs).
I wouldn't be surprised if they just used volume discounts / negotiated pricing and reservations at their end to make it massively profitable for them.