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Michelle Labs — Let's Learn and Grow

Turning Digital Marketing Questions into Evidence

I learn, test, measure and document digital marketing experiments from SEO and paid ads to content, conversion, AI and everything in between.

About the lab

Michelle Labs is a public record of real digital-marketing experiments. Each one begins with a question marketers argue about, and ends with data and a plain verdict — positive, inconclusive, or negative. Nothing here is a listicle.

The method

  1. 01Question
  2. 02Hypothesis
  3. 03Experiment
  4. 04Data
  5. 05Result
  6. 06Learning
  7. 07Next experiment

Question → Hypothesis → Experiment → Data → Result → Learning → Next experiment

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experiments

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writing

GSC and GA4 - how to check data
Part of ML-001

How I Cross-Check Search Console Against GA4: The 3 Things I Double-Check

Search Console and Google Analytics measure different things, so they will never agree exactly. The skill is knowing when a gap is normal and when it's a warning. The article walks through the three checks I run first: making sure both tools use the same date window and time zone, comparing Search Console clicks with GA4 organic sessions page by page, and confirming that tracking is actually firing.

By Michelle Silva · 20 Sept 2026 · 4 min read · SEO

The person

I test things, measure them, and show you what I find.

Michelle Labs isn't built on the premise that I already know the answers. It's a working notebook — wins, dead ends, and the occasional surprise, documented as they happen.

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