Air compressors can still operate in cold weather but you're likely to cause either short-term or long-term damage by doing so. It is generally advised that air compressors shouldn't be run below 40°F unless specified otherwise. You'll risk the moisture content inside the compressor freezing and either causing parts of the system to clog, or crack.