The calculated distance (air line) between Elsternwick and Geelong is approximately 39 miles respectively 63 kilometers.
By car or train, the actual journey to Geelong is certainly longer, as only the direct route (as the crow flies) between Elsternwick and Geelong has been calculated here.
Air line (approximately)
63 kilometers
34 nautical miles