January in Palm Harbor is the windiest and the coldest month of the year. In January, the weather in Palm Harbor is typically warm. Average daily high temperature in January is about 17 degrees above zero. On average, Palm Harbor has 12 sunny, 8 partly cloudy, 7 rainy, and 4 cloudy days in January. The rains are usually moderate.