BEAUTY
In simplicity
Passion in what you do, dedication in how you do it.
There is honesty in simplicity, whether in data management, photography, or cooking. Start from the fundamentals and let complexity grow naturally
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Data Models: Conceptual vs Logical vs Physical
Every database starts as an idea. By the time it’s running in production, that idea has passed through three distinct stages, each one adding detail the last one didn’t have. Skipping straight to the last stage is how projects end up with schemas that technically work but don’t actually reflect how the business thinks. Understanding…
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Your Silver Layer Is Not Missing Data. It Is Missing Decisions.
Most Silver layers are full of cleaned tables, standardised formats and automated transformations. But that is not where the real value sits. The real value of Silver is that it turns business decisions into reusable enterprise meaning. That is why a canonical model is not just a shared schema between applications. It is the organisation’s…
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AI Governance: A Structural Perspective for Practitioners
As an architect, I’m watching a still-immature space, one where organisations are throwing themselves into AI faster than the structure around it can keep up. I keep seeing the same moment play out, usually right after something goes slightly wrong: who was supposed to be watching this? A chatbot gives a customer bad advice. A…
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The Structure Behind Data-Driven Decisions
Every organisation that claims to be “data-driven” is really making a bet on a structure it rarely talks about: the data architecture. It’s the reason a dashboard shows the right number, the reason a report doesn’t break when a new product line launches, and the reason two teams looking at “revenue” actually mean the same…