February in Richmond Hill is the cloudiest month of the year. In February, the weather in Richmond Hill is typically freezing. Average daily high temperature in February is about 3 degrees below zero. On average, Richmond Hill has 15 cloudy, 11 snowy, 2 sunny, and 1 partly cloudy day in February. The snowfalls are usually moderate.