The calculated distance (air line) between Warrandyte and Melbourne is approximately 15 miles respectively 25 kilometers.
By car or train, the actual journey to Melbourne is certainly longer, as only the direct route (as the crow flies) between Warrandyte and Melbourne has been calculated here.
Air line (approximately)
25 kilometers
13 nautical miles