Yes, it's safe to drive with a popping noise in the brakes. As long as you are able to stop the vehicle, there is no immediate danger. If you have difficulty stopping the vehicle or if there is a grinding sound accompanying the popping noise, then we recommend having your brakes checked by a professional mechanic.