Milk tea shop design planning involves creating a concept and layout for a milk tea shop. This includes deciding on the theme, interior design, menu planning, and customer flow. Key aspects include creating an inviting atmosphere, ensuring efficient space usage, and showcasing the milk tea products attractively.