The calculated distance (air line) between Sandringham and Melbourne is approximately 10 miles respectively 16 kilometers.
By car or train, the actual journey to Melbourne is certainly longer, as only the direct route (as the crow flies) between Sandringham and Melbourne has been calculated here.
Air line (approximately)
16 kilometers
9 nautical miles