February in Idaho Falls is the cloudiest month of the year. In February, the weather in Idaho Falls is typically freezing. Average daily high temperature in February is about zero. On average, Idaho Falls has 16 cloudy, 5 snowy, 4 rainy, 3 sunny, and 1 partly cloudy day in February. The snowfalls are usually light.