The calculated distance (air line) between Karlsruhe and Aachen is approximately 160 miles respectively 257 kilometers.
By car or train, the actual journey to Aachen is certainly longer, as only the direct route (as the crow flies) between Karlsruhe and Aachen has been calculated here.