Resources

Learn how to build a composite quality traffic metric in GTM that combines time on page with scroll depth and deploy it as a micro conversion across Google Ads, Meta, and other ad networks.

Data is directional, not authoritative — here's why "data-informed" leads to better marketing decisions than "data-driven" and what that shift looks like in practice.

Learn how to use linear regression in Google Sheets and Looker Studio to predict whether clients will hit their monthly targets with a live forecast chart that updates automatically.

Not sure if you need a referral exclusion or cross-domain tracking in GA4? This decision framework walks through attribution scenarios so you can pick the right one for your setup.

Learn why your Plausible and GA4 numbers don't match—and what each tool is actually measuring when cookies aren't involved.

Learn how to measure whether visitors actually read your content by combining dwell time and scroll depth into a single diagnostic metric.

Learn the GA4 framework for proving AI Overview traffic value with real conversion data and ROI calculations that get budget approval.

Learn the frameworks that will change how you approach ChatGPT—including why you should treat AI like a "spicy intern" who needs supervision.

Learn what GA4 engagement rate measures and how to use it to spot wrong audience traffic, landing page mismatches, and bot traffic.

From HR to digital marketing analyst in months. My honest career change story—the confusion, the breakthroughs, and how I got hired at a marketing agency.

Every time a new browser launches, I want to see how it affects analytics. Here's what I'm finding with ChatGPT's Atlas browser and why you might see interesting patterns in your GA4 data.

Transform AI traffic from vanity metrics into actionable business intelligence by creating sophisticated GA4 audiences that reveal user behavior patterns and drive marketing decisions.