General
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Memcached (Distributed
Multi-threaded)
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General
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- Monitor with INFO command metrics: keyspace_hits
keyspace_misses
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General
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- Configure maxmemory-policy per instance based on workload (allkeys-lfu for general caching
volatile-ttl for mixed workloads)
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General
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Redis (Clusters
Sentinel
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General
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- Enable compression (LZ4
Snappy) for large values where CPU overhead is acceptable
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General
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- Choose binary serialization (Protocol Buffers
MessagePack) over JSON for reduced size and faster parsing
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General
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- [ ] Security controls (TLS
authentication
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General
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- Use hierarchical namespaced keys (e.g.
app:user:123:profile) for logical grouping and bulk invalidation
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General
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- [ ] Monitoring covers hit rates
latency
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General
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- Define alerting thresholds for cache health (hit rate drops
latency spikes
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Creative
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- Design load tests simulating cache stampede
hot key
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General
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- Create benchmark suite measuring cache hit rates
latency percentiles (p50
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General
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- Document cache key schema with namespaces
versioning
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General
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- Cost optimization: Right-sizing cache instances
tiered storage (hot/warm/cold)
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General
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- Security: Encryption in transit (TLS)
authentication (Redis AUTH
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General
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- High availability: Redis Sentinel or Cluster mode
Memcached replication
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General
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- Cache stampede prevention: Mutex locks
probabilistic early expiration
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General
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- Hot key mitigation: Local caching of hot keys
key replication across shards
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General
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- Application-level caching: In-process caches (e.g.
Guava
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General
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- Implement cache hit rate monitoring
latency tracking
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General
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- CDN caching: Static assets
dynamic page caching with edge-side includes
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General
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- Plan for cache stampede prevention using locking
probabilistic early expiration
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General
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5. Monitoring
Failover
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General
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- Configure eviction policies (LRU
LFU
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