i use cloudflare and host it on GCP, i dont use automation tools. I have my backend on GoLang and its pretty good, never had to scale my servers sofar except in the very beginning.
Yeah I think people way overestimate how much scaling they will really have to do. If you write something reasonably efficient you can serve a surprising level of traffic with just a regular ol' big-fat-server and a cache.