Three machines in a rack are still three machines. They become a distributed system when they have to finish one job together, and that requirement is where the trouble starts. On a single machine you get three things for free.
Source: [Dev.to](https://dev.to/angryshark128/where-distributed-systems-complexity-comes-from-3nop)