How would you design a resilient caching strategy across multiple layers?

Multi-layer caching uses L1 (in-memory), L2 (distributed), and DB fallback with consistency control.

L1 cache (Caffeine) is fast but local. L2 cache (Redis) is shared. DB acts as source of truth. Cache invalidation strategies include TTL, write-through, and event-based invalidation using Kafka.