- **Identify** cost optimization opportunities in infrastructure
API calls
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API calls
contention points
queries
data structure choices
algorithmic efficiency
cold start
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
minutes for session data
random values) in keys that should be shared
data growth
>70% for warm data)
hot key
write-behind
scalable for distributed systems
lower write latency
simple but risk of stale reads
strong consistency
materialized views
Memcached for simple key-value hot data
cardinality
write-behind for write-heavy workloads