- **Hot key mitigation**: Local caching of hot keys
key replication across shards
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key replication across shards
probabilistic early expiration
scalable for distributed systems
materialized views
Memcached for simple key-value hot data
Guava
dynamic page caching with edge-side includes
probabilistic early expiration
latency tracking
Failover
LFU
cardinality
Memcached
access patterns
preloading
sizing
eventual consistency patterns
multi-layer caching architectures that maximize throughput while ensuring data consistency and optimal resource utilization.
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