The calculated distance (air line) between Caulfield South and Geelong is approximately 40 miles respectively 65 kilometers.
By car or train, the actual journey to Geelong is certainly longer, as only the direct route (as the crow flies) between Caulfield South and Geelong has been calculated here.
Air line (approximately)
65 kilometers
35 nautical miles