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Measuring real-time performance per dollar under continuous load: CostBench’s first end-to-end results

CostBench's inaugural benchmark tested four cloud data warehouses under continuous load, ingesting data while queries run, and found ClickHouse Cloud delivered 412 to 1,996× better performance per dollar than Snowflake, BigQuery, and Redshift Serverless.

WHY IT MATTERS

This benchmark measures the full real-time analytics path from ingestion to query readiness to query serving, not just query speed on static data. For engineers evaluating warehouses for continuous-ingest workloads, it captures a combined cost metric that reflects both data preparation and query execution expenses. The results come from a ClickHouse-authored benchmark with no independent corroboration yet.

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The three things worth knowing

01

CostBench tested ClickHouse Cloud, Snowflake, BigQuery, and Redshift Serverless by streaming over 100 billion stock-market quotes at a target rate of 1 million rows per second using each vendor's recommended real-time ingest path.

02

ClickHouse Cloud had the lowest fresh-data-path cost, query-serving cost, and accumulated runtime across all tested alternatives.

03

The benchmark measures ingestion, ongoing query-readiness work, and aggregate and drill-down query serving as one continuous workload rather than testing each phase in isolation.

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