Design a distributed cache invalidation system for a large-scale e-commerce site

A system design question testing ability to create scalable, efficient caching mechanisms for high-traffic platforms. Key considerations include handling cache consistency, managing invalidation strategies, minimizing performance overhead, and ensuring data freshness across distributed systems.