The calculated distance (air line) between Geelong city centre and Tarneit is approximately 27 miles respectively 44 kilometers.
By car or train, the actual journey to Tarneit is certainly longer, as only the direct route (as the crow flies) between Geelong city centre and Tarneit has been calculated here.
Air line (approximately)
44 kilometers
24 nautical miles