In October, the weather in Upper Marlboro is typically warm. Average daily high temperature in October is about 18 degrees above zero. On average, Upper Marlboro has 13 sunny, 12 partly cloudy, 4 rainy, and 2 cloudy days in October. The rains are usually heavy.