Does that mean ones only hope to scale would be to deploy on a bigger server (I know one can get pretty far just by that)
Blitz.js basically "compiles" down to Next.js, which can be deployed fully using serverless functions, which basically means infinite scalability (for the application, the database is another point).
That may be a good feature for teams as things progress.