Chengdu Weather in December. CityWeather. Chengdu is not as cold as Beijing in December because it is located in a basin in south China. But the weather is damp which makes it unpleasant. Also, there is no central heating, so you may feel cold even though the average low temperature never falls below 0 °C (32°F).