The TechEmpower benchmarks showed roughly a 10x difference in performance between AWS and bare-metal for basic webserving + DB, across many different languages and frameworks:
https://www.techempower.com/benchmarks/#section=data-r18&hw=...
https://www.techempower.com/benchmarks/#section=data-r18&hw=...