Building a scalable design pattern library involves creating a system that supports design consistency across projects while facilitating collaboration among team members. Key steps include defining a clear structure, documenting guidelines, and ensuring easy access to components for designers and developers. This approach not only enhances efficiency but also fosters a cohesive user experience.