Design a distributed caching layer for a social media platform serving 10 million requests per second. Address cache eviction policies, consistency models (strong vs. eventual), sharding strategies to minimize hotspots, and handling cache stampede scenarios. Provide a detailed explanation of how you would handle failover and data recovery during a node outage.