If you recall, a helicopter from that base crashed in that episode or the one before and a survivor said that the base had effectively fallen.
That’s how the governor knew to expect the small convoy. Its been months but I think the helicopter was scouting a path for the guys traveling by road.
I’m hoping Rick got some ideas on how to shore up defenses at the prison after their little visit with Morgan.