Designing a scalable architecture for a crypto derivatives exchange involves considerations like modular design, horizontal scaling, and efficient order matching algorithms. Utilize microservices architecture to isolate components and facilitate horizontal scaling as user demand grows. Implement robust caching mechanisms and optimize database queries for high throughput. Regularly stress-test your infrastructure to identify bottlenecks and optimize performance for a seamless trading experience even during peak loads.