The calculated distance (air line) between Aberdeen and Prestonpans is approximately 88 miles respectively 142 kilometers.
By car or train, the actual journey to Prestonpans is certainly longer, as only the direct route (as the crow flies) between Aberdeen and Prestonpans has been calculated here.
Air line (approximately)
142 kilometers
77 nautical miles