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Treat internal data as a product. The teams producing the data must guarantee its cleanliness, uptime, and accessibility to downstream consumers, establishing clear accountability for data quality errors. Moving Beyond the Hype

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Complementing this is the , which serves as the physical implementation plan. REAL stands for R eliable information, E vent-driven processing, A gile integration, and L earning systems. It builds a closed-loop business environment where analysis leads directly to action and where the results of those actions are fed back into the system for continuous improvement. Treat internal data as a product

Severe regulatory fines and structural damage to brand reputation. Framework for Reversing the Trend and accessibility to downstream consumers