Store design for a milk tea shop involves creating an inviting and functional space that reflects the brand's identity. Key elements include choosing a suitable location, selecting appropriate interior and exterior finishes, ensuring proper lighting and ventilation, and incorporating elements that enhance the milk tea experience, such as a display area for tea leaves and milk tea products.