The calculated distance (air line) between South Melbourne and Tarneit is approximately 17 miles respectively 27 kilometers.
By car or train, the actual journey to Tarneit is certainly longer, as only the direct route (as the crow flies) between South Melbourne and Tarneit has been calculated here.
Air line (approximately)
27 kilometers
15 nautical miles