[PERSPECTIVES]

Practitioner
Perspectives.

Thinking on data engineering, analytics strategy, and data science — written by practitioners who have shipped it in production.

Analytics AdvisoryData StrategyLeadership

Why Most Data Strategies Fail Before They Start

Most data strategies fail not because of technology — but because they start with the wrong question. The answer isn't a better platform. It's a better problem statement.

15 Nov 20246 min read
Data EngineeringArchitectureMedallion

Medallion Architecture: What It Is, Why It Works, and When Not to Use It

Medallion architecture is everywhere right now. Here's a practitioner's guide to what it actually solves — and where it creates more complexity than it resolves.

28 Sept 20248 min read
Data ScienceMLOpsForecasting

ML Forecasting in Production: The Gap Between Notebook and Reality

Getting a forecasting model to 85% accuracy in a notebook takes days. Getting it to 85% accuracy in production, six months later, reliably — that takes a very different kind of engineering.

10 Jul 20247 min read

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