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July 13, 2026

The freshness gap: uniting real-time and batch analytics

Near-real-time CDC analytics costs are driven far more by continuously reconciling and maintaining current-state tables than by data volume itself, and Streambased argues that decoupling freshness from commit cadence can reduce those costs by an order of magnitude while simplifying architecture.

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Latest Insights
Articles
July 13, 2026

The cost structure of near-real-time CDC analytics

Near-real-time CDC analytics costs are driven far more by continuously reconciling and maintaining current-state tables than by data volume itself, and Streambased argues that decoupling freshness from commit cadence can reduce those costs by an order of magnitude while simplifying architecture.

Read More

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