> Source: https://tryordinary.com/blog/cohorts-by-first-product Cohorts # Cohorts by first product: find the product that wins customers worth keeping July 24, 2026 ## Overview Most brands pick the product they advertise to new customers by looking at first-order numbers: what converts, what sells, what has the best return on the day. But the first order is only the start. Which product wins a customer's first purchase tends to go hand in hand with whether that customer ever buys again. So we added a first-product breakdown to Cohorts. Say your hero product and a smaller starter kit both bring in plenty of new customers: group them side by side and you can see which one brings in customers who keep spending, then lead your acquisition with that one. What customers are worth over timeDemo data What you see ## Your customers, by where they started ### Group customers by their first product Alongside channel, country and U.S. state, you can group every customer by the first product they bought from you. Each product becomes its own cohort, side by side. ### Compare what each group spends over time Follow how much each first-product group goes on to spend as the months pass. A product that wins a smaller first order can still bring in customers who are worth far more a year later. ### See who comes back for a second order Each group shows how many customers returned to buy again, so you can tell a one-and-done product apart from one that starts a habit. ### Young cohorts show a dash When a cohort is too young to be measured for a window, it shows a dash rather than a number. You never compare a group's early weeks against another group's full year by mistake. ### Share the exact cut The breakdown you pick is saved in the page link. Send it to a teammate or your agency and they open the same view you're looking at. Worth over time ## Watch every month's customers pay back Each row is a month of new customers, and each cell is how they're doing one, two, up to twelve months later. Switch between two views: how much of what you paid to acquire them they've already earned back, and how much each customer has spent so far. Flip between Meta, Google Ads, Klaviyo, organic and everything else to see which channel's customers pay for themselves, and how fast. Revenue per customerDemo data Also in this release ## Two smaller things ### Search everything with F Press F anywhere in Ordinary to search orders, customers, products, experiments, saved reports and pages from one box. Available on every plan. ### Ad spend in your store's currency Meta and Google ad spend billed in another currency shows in your store's currency, converted at each day's rate. A small badge marks any view that includes converted figures. ## Available now Cohorts, including the first-product breakdown, is available on the **Advanced plan**. Search with F works on **every plan**. [Connect your store](https://apps.shopify.com/ordinary-attribution-ab-testing) [Compare plans](/pricing) Keep reading ## More from the blog [October 23, 2026 Product variants: what every size, colour and pack sells and earns Ordinary now reports every Shopify product by variant: units, revenue and margin, which pages sell each one, revenue per visit, and repeat buyers.](/blog/product-variants)[October 16, 2026 Stop — it's losing: a clear call on A/B tests that won't recover Ordinary's A/B test results now tell Shopify brands when to stop a losing version, with the chance it still wins, and name the leader of overlapping tests.](/blog/stop-a-losing-test)[October 9, 2026 Landing-page angles: every version of a page, with what it earns See each landing-page angle and split-URL test arm as a row in Page Performance, with visits, orders, conversion rate, spend, CAC and ROAS per version.](/blog/landing-page-angles) ## Lead with the product that keeps customers. Connect your store and compare every first product by what its customers go on to spend. [Connect your store](https://apps.shopify.com/ordinary-attribution-ab-testing)