- **Event-driven invalidation**: Publish cache invalidation events on data changes
scalable for distributed systems
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scalable for distributed systems
key replication across shards
simple but risk of stale reads
lower write latency
strong consistency
materialized views
Guava
Memcached for simple key-value hot data
probabilistic early expiration
latency tracking
dynamic page caching with edge-side includes
Failover
LFU
cardinality
Memcached
write-behind for write-heavy workloads
preloading
access patterns
sizing
write-behind
eventual consistency patterns
multi-layer caching architectures that maximize throughput while ensuring data consistency and optimal resource utilization.
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actionable information rather than vague disclaimers