Safety Harbor is a city on the west shore of Tampa Bay in Pinellas County, Florida, United States. It was incorporated in 1917. The population was 16,884 at the 2010 census.It is governed by an elected Mayor and City Commission. City governmental departments are administered by a City Manager, who is appointed by the City Commission.