Safety Harbor is a city located in Pinellas County, Florida. Safety Harbor has a 2026 population of 16,972. Safety Harbor is currently declining at a rate of -0.55% annually and its population has decreased by -0.51% since the most recent census, which recorded a population of 17,059 in 2020.