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Insightsdbt Labs Blog·April 9, 2026·Kyle Salomon

Mistakes I made as the head of analytics (and what I’d do differently now)

Summary

Treating modern data tools as static and blindly lifting and shifting legacy pipelines creates compounding architectural debt and team bottlenecks. Avoiding these pitfalls requires assigning engineers to track vendor capabilities across your stack, adopting multi-project architectures to decouple domain teams, and ruthlessly eliminating unowned models before migrating.

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