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The Domain Shift: Moving Data Governance from Product Triage to Infrastructure Investment | Towards Data Science

Towards Data Science·Alle Sravani·3 days ago
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In an earlier piece on the 2026 data mandate , I the EU AI Act, the Cyber Resilience Act, and the Data Act are pushing organizations for structural mandates to transition from reactive compliance towards a systemic Governance-by-Design. However, translating this architectural intent into daily business operations introduces a practical bottleneck: once the governance controls are embedded by design, how does an organization measure their effectiveness? Having worked in environments where governance operates across dozens of products rather than hundreds, I spent time mapping how the operating model changes as a portfolio grows. The transition is not linear. What works cleanly at small scale starts breaking at mid-scale, and at enterprise scale it fails entirely. The insight that resolved the tension was not about individual products at all. It was about the domain . In business, a domain refers to a specific area of expertise, responsibility, or focus, such as Finance, HR, Procurement, etc.…

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