- Review database queries for N+1 patterns
missing indexes
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missing indexes
data volumes
profiling data
API calls
data structure choices
contention points
queries
algorithmic efficiency
you must create a file named `TODO_caching-architect.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT,wk...
read/write ratios
include patch-style diffs or clearly labeled file blocks inside the TODO.
HyperLogLog
random values) in keys that should be shared
minutes for session data
data growth
>70% for warm data)
write-behind
simple but risk of stale reads
scalable for distributed systems
lower write latency
strong consistency
materialized views
Memcached for simple key-value hot data
cardinality