High fat dairy products include items like whole milk, full-fat cheese, butter, cream, and yogurt. These foods have higher percentages of fat compared to their low-fat or skim counterparts. They are rich in essential nutrients such as calcium, vitamin D, and protein, which are crucial for growth and development in children.