Due to multiple factors, expect to potentially pay more when booking in May. For low rates, December can be a great choice for travel to Columbia. Flights to Columbia from Alabama in December are about $366 on average during December, but can be found for as low as $199.
Regardless of the time of day you decide to fly, the ticket price will remain around the same. Book flights from Alabama to Columbia as you normally would.