The Ecomm Analyst

Growing stores, one honest take at a time.

Category: Uncategorized

  • What Klaviyo Counts as Email Revenue

    Klaviyo’s dashboard tells me the welcome flow drove $12k last month. Useful number. Probably not the number I think it is. Klaviyo attributes revenue using a click window. Default is…


  • Reviews move CVR. UGC mostly doesn’t.

    For a couple of years I lumped reviews and UGC into the same mental bucket. Both were “social proof,” both went on product detail pages, both got pitched to me…


  • Black Friday planning starts in August

    The Black Friday email I see most often, from brands that should know better, lands sometime in the second week of November and reads like it was written that morning.…


  • Influencer attribution is mostly vibes

    Every brand I work with has, at some point, asked me to put a clean number on their influencer program. Most of them don’t like the answer they get. The…


  • What returning customer rate tells you that AOV doesn’t

    When I open a new brand’s dashboard for the first time, the first metric I look at isn’t AOV or conversion rate or anything related to the current month. It’s…


  • LTV:CAC isn’t one number

    A client showed me a slide last quarter that had their company-wide LTV:CAC ratio at 3.2. Healthy. They were thinking about increasing paid spend and wanted my read. I asked…


  • The discount frequency problem

    I worked with a brand last year that ran four promotions a year. Memorial Day, Labor Day, Black Friday, and a small post-holiday sale in January. Their full-price sell-through was…


  • SMS vs email, per subscriber, across three brands

    A friend who runs a beauty brand asked me last month whether she should be investing more in SMS. Her email list was performing well. Her SMS list was smaller…


  • The Klaviyo flows that actually move revenue

    Most ecommerce brands I look at have somewhere between 8 and 15 flows running in Klaviyo. Three of them produce 80% of the revenue. The rest are ambient noise that…


  • Auditing my Shopify app stack

    Last spring I did something I had been putting off for two years. I opened my Shopify billing settings and added up what I was paying every month for apps.…


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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.