Insights

Written as we ship.

Long-form articles on Snowflake environment audits, data-platform engineering and AI in production. Written by the founder-architect, grounded in the engagements we actually run — not the ones LinkedIn thinks we should.

AI Strategy7 min read

Retail AI ambition is 8.2/10. Readiness is 5.1/10. That’s the whole story.

The Validify × WPP 2026 Retail AI Readiness Report puts numbers on what we’ve been watching play out in engagement after engagement: retailers are excited about AI but the data foundation underneath isn’t ready. Here’s what the numbers actually mean and what to do about them.

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Snowflake6 min read

How to audit your Snowflake environment: the four axes that matter

Most Snowflake audits stop at cost. A real audit covers four axes — cost, security, freshness, and data usefulness — because the questions your CDO, CISO, and CFO ask can't be answered by a dashboard alone.

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AI Strategy5 min read

Why most enterprise AI stalls — and it's not the model

McKinsey, BCG and Deloitte all report ~70% of enterprise AI initiatives stall before production. The consultancies say you need better AI strategy. That's the wrong answer. The AI is stalling on the data foundation, not the model.

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Fix the data warehouse. Then build AI on top.

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