Should I winterize the pump and filter first or last when closing my pool?

Do the pump and filter last, not first. Start with chemical balance and water level, then drain the pump and filter, backwash, and leave the valve open. Sand filters need special care against freezing — drain the tank and set the multiport valve to “winter” or “open” to prevent freeze damage. Disconnect and store hoses and pump indoors if possible.