The calculated distance (air line) between East Melbourne 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 East Melbourne and Geelong has been calculated here.
Air line (approximately)
66 kilometers
36 nautical miles