> In distributed systems there is no real shared state (imagine one machine in the USA another in Sweden) where is the shared state? In the middle of the Atlantic? - shared state breaks laws of physics. State changes are propagated at the speed of light - we always know how things were at a remote site not how they are now. What we know is what they last told us. If you make a software abstraction that ignores this fact you’ll be in trouble.[2]
[1]: “The Mess We’re In”, 2014 https://www.youtube.com/watch?v=lKXe3HUG2l4
And yet we scale the shit out of it, shifting limitations further and further. On that scale different problems emerge and there is no single person or even single team that could comprehend this complexity in isolation. You start to encounter problems that have never been solved before.
You can horizontally scale cargo transport by running more cargo planes until you're constrained in some way.