You can often see a bit bump in complexity when going from single computer to some kind of cluster environment (be that hadoop or similar). That complexity also often decreases efficiency.
So it can be useful to think a bit to be able to stay on one machine.
But making those trade-offs is exactly what engineering is about, and what's hard. So talking in the very abstract is seldom useful.