The calculated distance (air line) between Dundee and Prestonpans is approximately 35 miles respectively 57 kilometers.
By car or train, the actual journey to Prestonpans is certainly longer, as only the direct route (as the crow flies) between Dundee and Prestonpans has been calculated here.
Air line (approximately)
57 kilometers
31 nautical miles