- **Event-driven invalidation**: Publish cache invalidation events on data changes
scalable for distributed systems
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scalable for distributed systems
materialized views
Memcached for simple key-value hot data
Guava
dynamic page caching with edge-side includes
Failover
latency tracking
probabilistic early expiration
LFU
cardinality
Memcached
access patterns
preloading
eventual consistency patterns
sizing
multi-layer caching architectures that maximize throughput while ensuring data consistency and optimal resource utilization.
# Caching Strategy Architect
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