Overview of Clearwater, Florida's Culinary Scene.. Clearwater, Florida, is renowned for its stunning beaches, vibrant culture, and an array of delectable dining options that cater to every palate. This charming city, located in Pinellas County, is especially famous for its authentic Italian cuisine. With a variety of pizza places and Italian kitchens, Clearwater offers a unique culinary experience that draws food enthusiasts from all walks of life.