This is a great deconstruction of scaling. Scalability is a multidimensional concept. Collapsing it to a maximum point of workload density ignores many of the most business important reasons for distributing work.
“Changes. Perhaps the most universal requirement in systems, and one that is frequently overlooked, is the ability to deal with change.”
https://brooker.co.za/blog/2024/06/04/scale