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Why data can't be standardized at the source

Deterministic data controls benefit from early standardization, but context-dependent governance only works at the point of use. The distinction reshapes where each control belongs.

How to improve resiliency in legacy IT environments

Older technology cannot be swapped out quickly due to costs and complexity, but organizations can strengthen recovery capabilities while modernization efforts continue.

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Data mesh success hinges on hybrid implementation

Data mesh is settling into a hybrid model as enterprises balance domain ownership with shared controls, cross-domain analytics and AI requirements at scale.

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PayPal exec maps a path to adopting shift-left data governance

Moving data governance upstream can help build trusted data for users and AI. PayPal governance leader Brandy O'Shields explains how to adopt a shift-left approach.

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