It depends entirely on the problem domain. Sure, it is more of a devops problem when the problem is trivially parallelizable, but often you have a bottleneck service (e.g. the database) that has to run on a single machine. No matter how many instance serves the frontend * if every call will have to pass through that single machine.

* after a certain scale