The easiest plan for scaling up is "don't buy the literal biggest server out there" because if you at all MAKE money when you're scaling up, you'll be able to do a hardware swap to a massive device, which will buy you tons of time to work out what to do next.

Here's Let's Encrypt doing just that: https://letsencrypt.org/2021/01/21/next-gen-database-servers...