Do cars backfire when running out of gas?

While running out of gas can sometimes cause a car to backfire, it's not the only or most common cause of backfiring. Backfiring generally happens when unburned fuel ignites in the exhaust system instead of the combustion chamber. Various factors, including ignition and fuel system malfunctions, can contribute to backfiring.