As outdoor temperatures get colder and colder, it gets increasingly difficult for a heat pump to absorb heat from the air, and the efficiency of the system goes down. On the coldest of days, it will typically be cheaper to run a conventional heating system. The exact transition temperature will depend on the heat pump model, electricity, and backup fuel prices, and whether the heat pump is sized for heating.