A βscaleβ is not a universal, concrete phenomenon, but a relative measure of productivity and capacity according to a specific set of criteria. Therefore, in order for this conversation to make any sense, you need a set of criteria and some indicators.
I found Apdex to be a very useful mechanism for thinking and reasoning about required metrics:
Apdex (Application Performance Index) is an open standard developed by an alliance of companies that defines a standardized reporting method, benchmarking, and application performance tracking.
The beauty of a system, such as the Apdex index, is that it is directly related to how users perceive a satisfactory application response. This is the only thing that really matters in any discussion of scale and performance.
So, for example, when you think of your system in this way, you determine the response speed necessary to satisfy the response expected by the user, you evaluate the level of traffic that you need to support, and then add capacity to achieve your goals,
source share