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Commercial background

Marketing analytics: where the business questions came from.

Five analyses delivered inside agency and in-house marketing roles between 2022 and 2025. They sit behind the data and BI work on this site deliberately: this is the commercial context that taught me which questions are worth answering, before I built the technical depth to answer them with SQL, Power BI and Python.

The through-line

The same finding, in five different businesses.

Across e-commerce, SaaS and B2B services, the pattern repeated: the highest-volume traffic is rarely the highest-value traffic, and the leak is almost never where the team assumed it was. Each case below states the question, the evidence, and the decision it supported.

04B2B services / CRO

Golden Owl CRO and Funnel

A million blog sessions converting at 0.11% into service pages — diagnosed with GA4 and Hotjar, then rebuilt into an eight-part roadmap.

CROGA4HotjarUX

How to read these

Marketing work, written the way an analyst would defend it.

Each case names the data source and window, separates what was measured from what was estimated, and states what the analysis does not prove. Where a client deck contained personal contact data, those screenshots are withheld and the finding is described instead.

The technical layer

The data and BI portfolio builds on this foundation.

View the five data & BI casesMore about the transition