The Ecomm Analyst

Growing stores, one honest take at a time.

Category: Uncategorized

  • Why I stopped trusting last-click attribution

    I had a client last year whose Meta ads looked like they were dying. Last-click revenue was down 40% year over year. The CMO was ready to cut spend in…


  • What the Channel Mix Actually Looks Like Across Stores

    I have visibility into channel performance across a few dozen ecommerce stores, ranging from sub-$1M brands to ones doing eight-figure quarterly revenue. Different verticals, different price points, different customer bases.…


  • How I Actually Look at LTV

    Most operators I know spend Monday morning staring at clicks, CPA, and ROAS. The dashboard is built for front-end metrics. The decisions get made off front-end metrics. Then someone asks…


  • The Bundles Customers Already Want

    Most bundling decisions start with someone in marketing or merchandising looking at the catalog and saying “these would go well together.” Sometimes they’re right. Often they’re not, and the bundle…


  • The Rates That Aren’t on Your Dashboard Yet

    Most analytics dashboards give you absolute numbers. Sessions, add to carts, checkouts started, orders, revenue. They’re useful, but they’re not where the interesting signal lives. The interesting signal is in…


  • Asking Customers Where They Came From

    There’s a class of marketing channels that pixels can’t see. Someone hears about you on a podcast. A friend texts them a link. They watch a YouTube review on a…


  • When Your Best Ad Isn’t Your Best Ad

    A few months back I was helping a brand evaluate their Meta creative. They had one ad that was clearly the winner. Inside Ads Manager it was crushing: 4.2 ROAS,…


  • What Total Revenue Hides

    Ask most operators how their store is doing and you’ll get a single number back. “We did $480K last month, up 12% year over year.” That’s the number on the…


  • Where Each E-commerce Platform Actually Fits

    If you’ve been around DTC long enough, the platform debate gets weirdly tribal. Shopify people think Woo is amateur hour. Woo people think Shopify is a walled garden. Magento people…


  • The Custom Reports Worth Building

    There’s a moment most operators hit somewhere around year two. You’ve graduated from staring at Shopify’s default analytics. You’ve outgrown Meta Ads Manager’s stock dashboards. You’ve built a few Looker…


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About

Six years in e-commerce. Three Shopify stores across different niches, one scaled past seven figures. I’ve tested hundreds of ad creatives, obsessed over email flows, and learned more from my failures than my wins.

Now I focus on conversion optimization, retention marketing, and the analytics behind it all. This blog is where I share what actually works, backed by real numbers. No fluff, no guru energy.