Food allergies in cats can be caused by a simple bowl of milk, scrap of shrimp or shred of chicken. Even if your cat has thrived on these foods before, sudden stomach or skin problems could indicate that your beloved feline has a new allergy. Luckily, most food allergies in cats can be easily identified by following an elimination diet and careful observation.