Also, philosophically, I guess, a "distributed" systems starts at "two machines". (And you actually get most of the "fun" of distributed systems with "two processes on the same machine".)
We're taught how to deal with "N=1" in school, and "N=all fans of Taylor Swift in the same seconds" in FAANGS.
Yet I suspect most people will be working on "N=12, 5 hours a day during office hours, except twice a year." And I'm not sure what's the reference techniques for that.