I remember going to a presentation by someone from FanDuel where he discussed something similar. Their usage patterns (heavy spike on NFL Sundays) caused similar problems with infrastructure that expected more gradual build-up. They engineered for it with synthetic traffic in advance of their expected spike to ensure their infrastructure was warm.

TL;DR it’s still your responsibility to understand the limitations of your infrastructure decisions and engineer your systems accordingly.