Cumulonimbus clouds can reach heights of several miles and are capable of producing heavy rainfall, hail, and strong winds. They are also associated with lightning and thunder, which are produced when the electrical charges in the cloud build up and eventually discharge. In some cases, cumulonimbus clouds can also produce tornadoes, which are violently rotating columns of air that extend from the base of the cloud to the ground.