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Data Quality

28 posts filed under Data Quality.

Mar 31, 2026 Data Architecture & Strategy

Build, Buy, or Partner? The Question Most Data Teams Answer Wrong

Your engineers want to build it, your CFO wants to buy it - here's the framework that settles it in 30 minutes.

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Mar 18, 2026 Technical Debt & Economics

The Migration That Didn't Solve Anything

The most expensive way to avoid fixing your organizational problems: migrate to a new data platform.

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Mar 7, 2026 Organizational Dynamics + Data Architecture

CALMS for Data Organizations

The DevOps Handbook has a framework called CALMS. Most data teams only do the A. Here's what they're missing.

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Feb 24, 2026 Data Architecture & Strategy

The 6 Dimensions of Data Quality

Data quality has 6 dimensions. Most teams only measure 2. Here's what you're missing.

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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 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 24, 2026 Technical Debt

Platform Review: What I Find in Week One

In week one of every platform review, I find the same five problems. Your company probably has at least three.

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Jan 20, 2026 Data Architecture

AI-Ready Means Data-Ready

Your AI strategy won't save you if your data is a mess. Gartner says 80% of digital organizations risk failure without modern data …

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Jan 15, 2026 Data Architecture

The Data Trust Paradox - Why 67% Don't Believe

Data trust is asymmetric. You lose it fast. You earn it slowly.

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Jan 10, 2026 Technical Debt & Economics

Why Your AI Project Failed at the Data Layer

Rule of thumb: AI success is 20% model and 80% data infrastructure.

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