No difference until recently. The main difference now is that astronomers successfully predict things that happened half a billion years ago, while astrologers can't predict things that happened yesterday.

The old Aussies from the description to have been rather scientific, if I get the story right- having seen and heard meteorite impacts, they not only associated the new craters with the phenomena, but extrapolated the knowledge to ancient craters that were created before humans colonised Australia.