The crazy amount they're spending should give you an idea of how much throughput they have and what would be required for their own setup. That means a lot of design, additional time implementing, more time updating to new tech (including on the software side, in gems, etc), then in the end, ongoing maintenance.
There's probably a lot more that I'm not mentioning as hey, like them, I'm not interested in spending my time developing, purchasing and administrating my own hosting systems, either. I have apps to write.