This catfish chowder recipe is similar in flavor to a manhattan clam chowder, but with catfish. The tomato-based broth mixture is perfectly seasoned with chopped vegetables, creole seasoning, and herbs. The bacon adds depth of flavor, but feel free to use 1 tablespoon of extra-virgin olive oil if you're counting calories or cutting down on fat.