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Anil Thapa

Writing

What I write about, roughly twice a month: the organizational half of data as much as the technical half. No beginner tutorials; a model answers those faster than I can.

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Architecture & economics

The tools I use

The current working set, kept alongside the 2025 list rather than edited over it. The gap between the two is the interesting part: the core barely moved, a compliance tool became a runtime dependency, and a third of the list stopped being data tooling at all.

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Data in the business

What BI means, revisited

I defined business intelligence in 2021, revisited it in 2024, and I'm revisiting it again. What changed, what didn't, and which of my own definitions aged worst.

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Agentic & AI systems

What breaks when agents meet a real warehouse

The demo works because the schema is clean. Production schemas carry a decade of history, four competing definitions of "customer," and users who withdraw trust permanently the first time they get a confidently wrong number.

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Trust & governance

Catalog, discovery, observability, governance

Four words used interchangeably that mean four different things, and what actually stops pipelines breaking. Written in 2024, and the part that changed once the thing querying the warehouse stopped being a person.

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Leading data teams

Who owns the model?

Moving data model ownership from engineers to analysts looked like a tooling change. It was a governance change wearing a tooling costume, and the ownership question got quietly promoted once systems started answering.

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Data in the business

How to build actionable dashboards

Most dashboards get built, launched, and ignored. Treating that as the default outcome rather than a failure case changes what you build, and what you decide not to.

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Archive, 2021 to 2025

6 pieces from anildatabi.com, including a merged reference on SQL Server performance from back when I was in the engine daily. Dated, preserved, and not current thinking.

Browse the archive