Modern Data Stack

Rethinking Data Warehouse Modeling With AI Assistance

A faster, more reliable way to design complex models using an AI coding assistant and warehouse-integrated validation. Data modeling can be a slow and tedious process. Teams interpret raw schemas, chase down logic across any existing dashboards and SQL files, write and refine transformations, test, debug, and repeat. It works, but most of the time is not spent on modeling. It is spent on mechanics. Lately I have experimented with a workflow that keeps modeling …

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Data Teams Are Not Service Teams

Over time, a lot of data teams drift into a pattern that’s hard to break out of. They become ticket takers, constantly responding to requests, pulling data for one-off questions, fixing dashboards, and explaining why numbers don’t match. It feels helpful at first. But eventually, the work starts to pile up, context starts to disappear, and the team is mostly reacting instead of building anything meaningful. The service model becomes the default, and that’s a …

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Leading Analytics Without Losing the Plot

In today’s data-saturated world, analytics leaders are under constant pressure to deliver more. More dashboards. More tools. More data. And yet, despite all that output, many teams struggle to drive outcomes that matter. Somewhere along the way, they lose the plot. This post is about staying grounded. It’s about leading analytics with clarity, avoiding common traps, and making sure your efforts connect back to what truly matters: progress, not just process. The Story Is the …

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Data Contracts: Hype, Reality, and Practical Value

Over the past few years, data contracts have surged in popularity—touted as the missing link between data producers and consumers. Yet as with most trends in data architecture, hype often outpaces practical value. Let’s break down where data contracts truly shine, where they fall short, and how to think about them in the broader context of building scalable, trustworthy data platforms—and enabling effective data governance at scale. What Are Data Contracts, Really? At their core, data contracts …

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