The calculated distance (air line) between Melbourne and Flemington is approximately 3 miles respectively 4 kilometers.
By car or train, the actual journey to Flemington is certainly longer, as only the direct route (as the crow flies) between Melbourne and Flemington has been calculated here.
Air line (approximately)
4 kilometers
2 nautical miles