The secret base is no longer a secret. Even in Andor they stress on how important it is to keep the location a secret from the Empire. Once.the Empire knows the location, it's time to move. In Empire Strikes Back, when the Probe Droid finds the location of the new base, they start the evacuation.

Secrecy is the key, not the planet itself