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Thoughts on marketing operations, automation, and the tools that make it work.

The UTM Tracking Framework That Actually Scales

Marketing Attribution

The UTM Tracking Framework That Actually Scales

Stop losing attribution data. Here's the system I built and maintain for clean UTM coverage at scale.

Jun 4, 2026 · 5 min read