The calculated distance (air line) between Columbia and O'Fallon is approximately 19 miles respectively 30 kilometers.
By car or train, the actual journey to O'Fallon is certainly longer, as only the direct route (as the crow flies) between Columbia and O'Fallon has been calculated here.