Average Weather in November in East Chattanooga Tennessee, United States. In East Chattanooga, the month of November is characterized by rapidly falling daily high temperatures, with daily highs decreasing by 10°F, from 67°F to 57°F over the course of the month, and rarely exceeding 77°F or dropping below 45°F.