The calculated distance (air line) between Reading and Peterborough is approximately 83 miles respectively 134 kilometers.
By car or train, the actual journey to Peterborough is certainly longer, as only the direct route (as the crow flies) between Reading and Peterborough has been calculated here.
Air line (approximately)
134 kilometers
72 nautical miles