February in Kelowna is the snowiest month of the year. In February, the weather in Kelowna is typically freezing. Average daily high temperature in February is about 1 degree below zero. On average, Kelowna has 16 cloudy, 10 snowy, 2 rainy, and 1 sunny day in February. The snowfalls are usually light.