When flying from Columbia to Birmingham, the time of day you decide to fly out makes little to no difference towards the overall price you’ll pay on tickets.
These are just IATA (International Air Transport Association) codes. They are used in aviation to identify and differentiate airports. That’s why a Columbia Metropolitan Airport to Birmingham Airport flight would often be abbreviated as a CAE to BHX flight.