In what world is AWS a startup?
With that definition, AWS is a startup. So was the iPhone. Both invented their respective markets, and had to grow quickly to do it. If either of them had needed to raise money from VCs, smart VCs would’ve invested. But they didn’t need to raise capital, since they were already a successful company.
It sounds good to perpetuate the "but Amazon.com had extra capacity they could sell" but it's not true.
But, when the gold rush is over, the shovel-seller may have to do big layoffs.