Should I turn off my heat pump when it gets cold?

There is no clear cut answer here. It depends on how old your unit is and how efficient it is. Units produced from about 1985 on are probably going to work just fine to below zero weather conditions. Trane does not recommend turning their units off anytime. By our calculations, they still produce more heat than they consume in electricity to well below zero.