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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.

Jun 17, 2026 Data Architecture & Strategy

Lakehouse Convergence Risks

The lakehouse pitch is one platform for raw files and clean tables. The trap is inheriting the data lake's oldest habit: land everything, …

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Jun 16, 2026 Technical Debt & Economics

Databricks DBU Trap For ETL

Your Databricks bill is mostly DBUs. A lot of those DBUs run ETL that never needed Spark in the first place.

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Jun 15, 2026 Organizational Dynamics

Hero DE Burnout Cycle

Praising the engineer who fixes everything at 2am rewards the exact dependency that eventually takes the platform down with them.

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Jun 14, 2026 Data Architecture & Strategy

Premature Real-Time Tax

Streaming has a cost nobody puts in the business case: the weekly tax of running it after the demo works.

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Jun 13, 2026 Fractional Journey

Fractional Architect Series B Audit

Investor technical due diligence has one real question: will this stack survive the growth the round is funding?

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Jun 12, 2026 Organizational Dynamics

Wrong DE Hire Cost Matrix

A wrong data engineering hire runs you about three salaries by the time you count the ramp, the re-hire, and the work that stalled in …

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Jun 11, 2026 Data Architecture & Strategy

Semantic Layer Pitfalls - Invisible Technical Debt

You bought a semantic layer to end the "which number is right" argument. Eighteen months later you have 200 metrics and the same argument, …

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Jun 10, 2026 Technical Debt & Economics

FinOps Maturity For Data Teams

Most data teams know their monthly cloud bill. Far fewer can tell you which euro produced value and which one was pure waste.

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Jun 9, 2026 Organizational Dynamics

Leadership Bottleneck In Stacks

The 2026 data tooling is the best it's ever been. The bottleneck in most teams I see is still a leader who can't say, in two sentences, what …

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Jun 8, 2026 Data Architecture & Strategy

Deterministic vs Non-Deterministic AI

Run your AI feature twice on the same input. If a different answer would be a problem, you've found a deterministic requirement.

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