The calculated distance (air line) between Bielefeld and Paderborn is approximately 24 miles respectively 38 kilometers.
By car or train, the actual journey to Paderborn is certainly longer, as only the direct route (as the crow flies) between Bielefeld and Paderborn has been calculated here.