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Notes on dataarchitecture.

Short essays on architecture, cost, hiring and AI: one cartoon, one idea, most days of the week. No tutorials, no listicles.

Feb 4, 2026 Organizational Dynamics

Metadata Management ROI

Engineers losing 10-20% of their time to repetitive questions. Most teams don't even measure it.

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Feb 3, 2026 Data Architecture & Strategy

Data Quality Testing Layers

Testing data quality after transformation is like tasting the dish after it's plated. Too late.

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Feb 2, 2026 Technical Debt & Economics

Technical Debt Productivity Loss

Every data engineer on your team loses 2 days per week to technical debt. That's time they can't spend building.

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Feb 1, 2026 Technical Debt & Economics

The €250K Migration That Didn't Need to Happen

The €250K migration wasn't a technology project. It was an expensive way to avoid hard conversations.

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Jan 31, 2026 Data Architecture

Building data platforms for technology instead of teams

The data platform nobody asked for is the data platform nobody uses.

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Jan 30, 2026 Data Architecture

Event-driven architecture coordination tradeoffs

You adopted EDA to reduce dependencies. You just traded runtime coupling for design-time coupling.

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Jan 29, 2026 Data Strategy

Data Architecture vs Data Engineering: What's the Difference?

Architects design the blueprint. Engineers build the system. Hire the wrong one first and you'll hire both twice.

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Jan 28, 2026 Technical Debt & Economics

mise en place for data teams

Skip your prep and service falls apart. Every chef knows this. Most data teams learn it the hard way.

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Jan 27, 2026 Technical Debt

The Alignment Tax: What Misalignment Costs Per Sprint

Your team's velocity isn't slow because they're bad. It's slow because they're building the wrong thing right.

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Jan 26, 2026 Technical Debt

The AI Readiness Checklist Nobody Uses

Every company has an AI roadmap. Almost none have passed their own readiness checklist.

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