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Designing Reliable Lakehouse Refresh: A Multi-Layer Approach to Consistency, Cost Efficiency, and Operational Stability Key Takeaways Data Architecture as a Management Decision At scale, data reliability is not merely an operational concern but a business imperative. The refresh architecture governing how data is updated, corrected, and validated determines whether leadership can trust the metrics guiding […]