Topic

Tracking and analytics

When tracking breaks, you do not see an error. You see ad performance quietly decay while the numbers still look plausible. This is where I diagnose and fix the real failures: duplicate GA4 purchase events on Shopify, low Meta event match quality, missing fbc and fbp parameters, and the deduplication gaps between pixel and Conversions API. Specific problems, specific fixes.

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The Operator's Notebook

Scale without operational chaos.

One idea a week on building without operational chaos. No noise, no filler. Earn every sentence.