Except as I told you not always.
If we optimized and saved $100 per month on hardware at the cost of even 1 engineer hour, it would be a net loss.
I think a LOT of startups are very simple from the hardware level. You can go real far on just a few servers. And at that level, who care who manages them? Do what is easier.