Funny enough, the easiest way to experience this is probably to do some performance experimentation on the machine you code on. If it's a laptop made in the last few years, the performance you can get out of it knowing that it's sipping on a 45W power brick with probably not great cooling will make you very skeptical of when people talk about "scale".