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  5. 1 year and 1 million messages later: Lessons learned building AI agents on the Elasticsearch Platform
1 year and 1 million messages later: Lessons learned building AI agents on the Elasticsearch Platform
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1 year and 1 million messages later: Lessons learned building AI agents on the Elasticsearch Platform

After a year and one million messages, Elastic's Field Technology team shares five lessons from building production AI agents: why logs matter most, how retrieval thresholds shape quality, and what high token counts actually signal.

DatabasesElastic BlogPublished: May 14, 2026
Databases
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Our billing pipeline was suddenly slow. The culprit was a hidden bottleneck in ClickHouse

When a partitioning change to our petabyte-scale ClickHouse cluster caused critical billing jobs to stall, standard metrics showed no obvious errors. This post explores how we identified severe lock contention in ClickHouse's query planner…

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Henrietta Dombrovskaya: Prairie Postgres May meetup: the Mythical data Warehouse

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