The calculated distance (air line) between Cologne and Bielefeld is approximately 102 miles respectively 164 kilometers.
By car or train, the actual journey to Bielefeld is certainly longer, as only the direct route (as the crow flies) between Cologne and Bielefeld has been calculated here.