Questions about long distance communication

Communication between base and rover is not necessary, so radios are not necessary. You just collect the log files afterward and post-process them (usually called PPK).

However if you want real-time results (for RTK), then you need real-time communication. Usually that is done with radios (like 3DR), but it could be WiFi, or cellular, etc.