Pepperidge Farm Goldfish Cheddar Baked Crackers. When it comes to Goldfish crackers, you can feel good about serving your favorite snacks. All of our cheese varieties, like cheddar, are baked with real cheese, and Goldfish crackers are made with no artificial preservatives or flavors. Everyone loves Goldfish crackers - they're tasty and fun.