Unhealthy foods are typically high in calories, saturated fats, trans fats, sugars, and sodium, while being low in essential nutrients like vitamins, minerals, and fiber. Common examples include fast food, sugary snacks, and highly processed foods. These foods are associated with numerous adverse health outcomes, making them a focal point in the field of epidemiology.