Place all ingredients into a large glass container and mix until combined.
Cover the glass container with a lid or plastic wrap. Place in the refrigerator for at least 2 hours or overnight. Toppings can be added the night before or immediately before serving.
Uncover and enjoy from the glass container the next day. Thin with a little more milk or water, if desired.