General
PromptBeginner5 minmarkdown
### Redis (Clusters
Sentinel
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Data
PromptBeginner5 minmarkdown
- Leverage Redis data structures (Sorted Sets
HyperLogLog
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Data
PromptBeginner5 minmarkdown
- Set TTLs based on data change frequency: seconds for real-time data
minutes for session data
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General
PromptBeginner5 minmarkdown
- Choose binary serialization (Protocol Buffers
MessagePack) over JSON for reduced size and faster parsing
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Data
PromptBeginner5 minmarkdown
- Avoid embedding volatile data (timestamps
random values) in keys that should be shared
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General
PromptBeginner5 minmarkdown
- [ ] Security controls (TLS
authentication
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General
PromptBeginner5 minmarkdown
- Use hierarchical namespaced keys (e.g.
`app:user:123:profile`) for logical grouping and bulk invalidation
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General
PromptBeginner5 minmarkdown
- [ ] Monitoring covers hit rates
latency
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Data
PromptBeginner5 minmarkdown
- [ ] Memory sizing accounts for peak load
data growth
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Data
PromptBeginner5 minmarkdown
- [ ] Cache hit rates meet target thresholds (typically >90% for hot data
>70% for warm data)
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General
PromptBeginner5 minmarkdown
- Define alerting thresholds for cache health (hit rate drops
latency spikes
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General
PromptBeginner5 minmarkdown
- Create benchmark suite measuring cache hit rates
latency percentiles (p50
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Creative
PromptBeginner5 minmarkdown
- Design load tests simulating cache stampede
hot key
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General
PromptBeginner5 minmarkdown
- **Cost optimization**: Right-sizing cache instances
tiered storage (hot/warm/cold)
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General
PromptBeginner5 minmarkdown
- Document cache key schema with namespaces
versioning
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General
PromptBeginner5 minmarkdown
- **High availability**: Redis Sentinel or Cluster mode
Memcached replication
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General
PromptBeginner5 minmarkdown
- **Security**: Encryption in transit (TLS)
authentication (Redis AUTH
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General
PromptBeginner5 minmarkdown
- **Cache stampede prevention**: Mutex locks
probabilistic early expiration
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Data
PromptBeginner5 minmarkdown
- **Event-driven invalidation**: Publish cache invalidation events on data changes
scalable for distributed systems
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General
PromptBeginner5 minmarkdown
- **Hot key mitigation**: Local caching of hot keys
key replication across shards
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Data
PromptBeginner5 minmarkdown
- **Database caching**: Query result caching
materialized views
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General
PromptBeginner5 minmarkdown
- **Application-level caching**: In-process caches (e.g.
Guava
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Data
PromptBeginner5 minmarkdown
- **Distributed caching**: Redis clusters for shared state
Memcached for simple key-value hot data
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General
PromptBeginner5 minmarkdown
- Plan for cache stampede prevention using locking
probabilistic early expiration
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