The SQL database is probably the hardest part to scale, but depending on your type of app there is a lot of room with optimizing indices or add caching.
In my last company we could easily develop and provide on-call support for multiple production critical deployments with only 3 engineers that way. Got so little calls that I had trouble to remember everything and had to look it up.