Don't start it dry, not just can harm be accomplished to the pump, extra stress & strain is designed into the entire system. It is definitely worth investing slightly more in a system with good quality. You are almost ready to put the pool cover on however you it is fair to lower the water level in line with the cover manufacturer's recommendations. Close your in-ground pool with pool winter topper.