Dogs should avoid foods that are toxic or harmful to them, such as chocolate, grapes, raisins, onions, garlic, avocado, and alcohol. High-fat, high-sodium, or heavily processed foods should also be limited, as they can cause gastrointestinal issues, pancreatitis, and other health concerns.