The calculated distance (air line) between Caulfield North and Geelong is approximately 41 miles respectively 66 kilometers.
By car or train, the actual journey to Geelong is certainly longer, as only the direct route (as the crow flies) between Caulfield North and Geelong has been calculated here.
Air line (approximately)
66 kilometers
35 nautical miles