By-products are the leftovers, such as the eyes, hooves, skin, feathers and feet, that are not good for human consumption (unless the dog food specifically states otherwise.) Beware of ingredients that do not list exactly what it is, such as words like "animal" and "meat" as opposed to "chicken," "beef," "duck," etc. See Rendered Products in Dog Food.