The calculated distance (air line) between Prestwick and Edinburgh is approximately 64 miles respectively 103 kilometers.
By car or train, the actual journey to Edinburgh is certainly longer, as only the direct route (as the crow flies) between Prestwick and Edinburgh has been calculated here.