Data
PromptBeginner5 minmarkdown
- **Analyze** algorithmic complexity
data structure choices
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General
PromptBeginner5 minmarkdown
Optimization Auditor Agent Role
# Optimization Auditor
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General
PromptBeginner5 minmarkdown
- [ ] Monitoring and alerting covers hit rates
latency
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General
PromptBeginner5 minmarkdown
- [ ] All cache layers are documented with technology
configuration
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`CACHE-ITEM-1.1`):
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General
PromptBeginner5 minmarkdown
Before finalizing
verify:
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General
PromptBeginner5 minmarkdown
- **Configuration**: Key settings (TTL
eviction
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General
PromptBeginner5 minmarkdown
Use checkboxes and stable IDs (e.g.
`CACHE-PLAN-1.1`):
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General
PromptBeginner5 minmarkdown
- **No monitoring or alerting**: Operating caches blind without visibility into hit rates
latency
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General
PromptBeginner5 minmarkdown
In `TODO_caching-architect.md`
include:
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General
PromptBeginner5 minmarkdown
- Configure cache-control headers (`max-age`
`s-maxage`
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General
PromptBeginner5 minmarkdown
### CDN (CloudFront
Cloudflare
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General
PromptBeginner5 minmarkdown
- Implement consistent hashing client-side (e.g.
libketama) for predictable key distribution
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General
PromptBeginner5 minmarkdown
- Monitor with `INFO` command metrics: `keyspace_hits`
`keyspace_misses`
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General
PromptBeginner5 minmarkdown
### Memcached (Distributed
Multi-threaded)
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General
PromptBeginner5 minmarkdown
- Configure `maxmemory-policy` per instance based on workload (allkeys-lfu for general caching
volatile-ttl for mixed workloads)
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General
PromptBeginner5 minmarkdown
### Redis (Clusters
Sentinel
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Data
PromptBeginner5 minmarkdown
- Leverage Redis data structures (Sorted Sets
HyperLogLog
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General
PromptBeginner5 minmarkdown
- Enable compression (LZ4
Snappy) for large values where CPU overhead is acceptable
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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
- Set TTLs based on data change frequency: seconds for real-time data
minutes for session data
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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
- [ ] Monitoring covers hit rates
latency
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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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