Everpix, Snapchat, and the Startup Lie
This wouldn't have been enough to save them, but if your AWS bill is $35,000/month, it's likely much cheaper to buy (or even lease) hardware and co-locate -- even if you factor in making 1-2 new hires to support the hardware.