Build consistent UTM conventions that keep channel, source and campaign reporting usable.
Campaign Measurement
Measure ROAS, funnels, UTMs, pixels, privacy effects and data discrepancies.
Understand what ROAS can tell you, what it leaves out and how clean attribution affects the calculation.
Understand what pixels do, where they fit and why a pixel alone is not a complete measurement strategy.
Learn what CAPI sends, why marketers use it and how to avoid confusing delivery with attribution.
Measure steps from click to landing page, lead, checkout and purchase without drowning in vanity metrics.
Learn why ad platforms, analytics tools, payment systems and independent trackers rarely match perfectly.
Understand how consent, browser restrictions and platform changes affect measurement design.
Design tests that isolate meaningful changes and connect variants to downstream conversions.