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