Data freshness matters for agents

ClickHouse Cloud · Fresh-data pathQuery-ready dataIngestserviceOrderedraw dataOrdered pre-aggregatedFreshdatacontinuouslyIn memoryOrderPre-aggregate + orderQuery engineQuerycomputeFastanswerscontinuously Ordering work Caught up Pre-aggregation work Caught up Scan work Less Aggregate work Less Latency & query cost ↓ Lower

Give agents current context before they spend tokens reasoning and acting.

Up-to-date pre-aggregations give agents current summaries in milliseconds, even across billions of rows.