How to use BigQuery and GA4 to prove which short-form creative actually drove revenue

I run creative reviews differently now. After years of slow, threaded comments and approvals that stretched over days (sometimes weeks), I built a tightly structured, two-hour creative review sprint in Figma that routinely halves feedback loops and accelerates publisher approvals. The idea is simple: create a high-intensity, low-friction session that forces decisions, captures clear direction, and hands off illustrator-ready assets in one go.Why...

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I’ve run into the same TikTok scaling cliff dozens of times: an ad drops into a promising cost per result for the first 48–72 hours, then performance stalls or gets worse. It’s frustrating because it feels like you’ve solved the puzzle — until the algorithm pulls the rug and growth evaporates. Over the last few years I’ve leaned on hands-on tests to diagnose whether the issue is creative, conversion, or something else entirely. Below...

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I’ve spent a lot of time testing sports gear from a product-focused point of view, and padel rackets are no exception. If you’re hunting for the best padel racket for your game, you want clear criteria, honest trade-offs, and practical fitting advice — not hype. Below I share what I look for when choosing a racket, how to match a racket to your playing style and body, and which brands and models at Bandeja Shop deserve attention.How I...

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Why I map zero-party data capture on signup flowsZero-party data—information that a user intentionally and proactively shares with you—has become a cornerstone of practical personalization. I treat it as the cleanest signal you can get: explicit preferences, intentions, and self-expressed identity that don’t require inference. But great data is only valuable when it’s collected responsibly. Mapping zero-party capture into your signup...

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I build and test analytics implementations for a living, and one problem that keeps coming up for marketing teams is simple but costly: revenue not attributed in GA4 because tracking calls never fired or were blocked. I’ve put together a tiny validation script that runs on page and checks the essential signals GA4 needs to record conversions and revenue. It’s lightweight, non-invasive, and focused on the specific checks that prevent lost...

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Testing creatives on TikTok isn't a one-off brainstorm — it's a disciplined experiment. Over the years I've found the fastest route from ideas to repeatable scale is a simple, repeatable 30-day calendar that forces you to validate lift before you pour ad spend into winners. Below I walk through a pragmatic, week-by-week plan, the hypotheses you should test, the measurement guardrails that prove lift, and a sample budget matrix you can copy...

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Commissioning a 60-second product review that actually converts is deceptively hard. I’ve written and briefed dozens of these for brands and creators, and the ones that perform best share the same traits: crystal-clear objectives, ruthless editing, and a scoring system that keeps creative decisions anchored to commercial impact. Below I’ll give you the exact brief I use and a practical scoring sheet you can hand to creators, agencies, or...

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I’ve spent years nudging teams away from reactive content creation and toward using the richest source of customer truth most companies already have: support transcripts. If you’re running a help desk — whether that’s Zendesk, Intercom, Freshdesk, or a custom chat queue — those conversations are full of repeat questions, feature gaps and phrasing that tells you how customers think. Turned into a simple NLP workflow, they become a...

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I run experiments with generative AI every week. The temptation to spin up dozens of creative variations overnight is real: new copy, new visuals, dozens of headlines, multiple music beds. But for brands, scale and speed can quickly collide with risk. Guardrails matter — not just because of legal teams, but because brand trust breaks faster than it’s built. Below is the exact workflow I use to test generative-AI creative variations while...

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I’ve built dashboards that executives ignore, and dashboards that become the single slide CEOs refer to in boardrooms. There’s a clear difference between the two: one tries to surface every possible metric, the other is designed to answer the questions the C-suite actually asks — and to do it in under 60 seconds. Here’s the pragmatic approach I use to get there.Start with the questions, not the dataIf you design a dashboard around...

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