ClickHouse Cuts LLM Logging Latency from Seconds to Milliseconds at Million-Request Scale

For teams logging millions of LLM requests daily, PostgreSQL's row-oriented design becomes an analytics bottleneck; ClickHouse's columnar storage and materialized views slice query latency from 3.2 seconds to 12ms, enabling real-time cost dashboards and cost-effective scaling.