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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 20, 2026 Data Architecture & Strategy

Incremental Processing Pattern

Your nightly job reprocesses 10TB. Only 50GB changed. You're burning money and adding risk.

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Feb 20, 2026 Organizational Dynamics

Why Companies Hire a Data Architect Consultant (And When You Shouldn't)

You don't always need a data architect consultant. Here's how to know if you do, what to expect, and how to avoid hiring the wrong person.

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Feb 19, 2026 Organizational Dynamics

Waiting for LLMs vs Waiting for Compilation

We spent a decade optimizing compilation times. Now we're staring at an LLM spinner doing the exact same thing.

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Feb 18, 2026 Organizational Dynamics

Cost of Tribal Knowledge

Nobody sets out to hoard knowledge.

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Feb 17, 2026 Organizational Dynamics

Data Product Operating Model

You wouldn't ship a software product without an owner, a roadmap, or a release process. Why do you treat your data differently?

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Feb 16, 2026 Technical Debt & Economics

Technical Debt Cost Calculation

Slow pipelines are a symptom. The disease is poor architectural decisions nobody revisited.

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Feb 15, 2026 Technical Debt & Economics

The Second-System Effect in Data Platforms

Your second data platform will be overengineered. Fred Brooks predicted this in 1975.

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Feb 14, 2026 Platform & Velocity

When to Actually Implement a Modern Data Stack (SME Edition)

You're paying EUR3K/month for a cloud warehouse. Your Postgres could've handled it.

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Feb 13, 2026 Technical Debt & Economics

Cost-Aware Data Engineering - FinOps for Data

Your data team doesn't know what their pipelines cost. That's the first problem.

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Feb 12, 2026 Organizational Dynamics

AI Worry Gap - Engineers vs Executives

Executives see AI as opportunity. Engineers see it as threat. Neither is talking to the other about it.

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