The calculated distance (air line) between East Melbourne and Tarneit is approximately 18 miles respectively 29 kilometers.
By car or train, the actual journey to Tarneit is certainly longer, as only the direct route (as the crow flies) between East Melbourne and Tarneit has been calculated here.
Air line (approximately)
29 kilometers
16 nautical miles