Baking supplies include all the essential ingredients and tools needed for baking, such as flour, sugar, butter, baking powder, eggs, and frosting. Tools like mixing bowls, measuring cups, baking pans, rolling pins, and spatulas are also crucial for creating baked goods like cakes, cookies, bread, and pastries.