There are provided products, methods and systems related to identifying and fulfilling dynamic health and nutritional needs of an animal by building a predictive health and nutrition model capable of generating nutrition profiles for the animals based on collected data. The nutrition profile can be translated into a custom meal and made available to the animal for consumption.