The calculated distance (air line) between North Melbourne and Tarneit is approximately 16 miles respectively 25 kilometers.
By car or train, the actual journey to Tarneit is certainly longer, as only the direct route (as the crow flies) between North Melbourne and Tarneit has been calculated here.
Air line (approximately)
25 kilometers
14 nautical miles