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Fresh context: change data capture, not batch ETL

calendar_today August 12, 2026 person Simran Regmi domain redis

In many systems, the reason an agent quotes yesterday’s data isn’t the model. It’s the pipeline behind it: a nightly ETL job that refreshed the agent’s context hours ago. Change data capture (CDC) can shrink that staleness window from hours to seconds…

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