Quick Notes How to Roll Out Automated Sorting Safely on Shopify November 7, 2026 / June 12, 2026 by Wade Roll out automated sorting in stages: pick one or two mid-traffic collections, apply a recipe, and watch collection conversion rate and click behavior for a couple of weeks before expanding. Pin any products that must hold position, keep your old manual order recoverable, and where the stakes are high, run an A/B test of the […] Read more »
Quick Notes The KPIs That Matter for Collection Merchandising November 4, 2026 / June 12, 2026 by Wade Collection merchandising comes down to four KPIs: collection conversion rate (do collection viewers buy), collection view rate (do shoppers reach the collection at all), abandon cart rate (do added items survive to checkout), and product position effectiveness (do your best converters hold the top spots). Track all four per collection, because each one fails differently […] Read more »
Quick Notes Why the First Row of Your Collection Page Matters Most November 2, 2026 / June 12, 2026 by Wade The first row of a collection page matters most because shopper attention is brutally front-loaded: the products above the fold get seen by nearly everyone who lands on the page, while products further down are only seen by the shrinking share who keep scrolling. On a mobile two-column grid, that first impression is just two […] Read more »
Quick Notes How to Improve Product Discovery on a Shopify Store October 31, 2026 by Wade Product discovery improves when all three paths to a product get deliberate ordering: collection pages for browsers, search results for searchers, and recommendation rows for followers. Most stores optimize the first path and leave the other two on defaults, which is where good products go to hide. The Three Paths Every purchase starts with a […] Read more »
Quick Notes The Best Sort Order for Seasonal Shopify Collections October 30, 2026 / June 12, 2026 by Wade The best sort order for a seasonal collection changes as the season progresses. Before the season, lead with newness and stock depth so the full range gets exposure. In season, let short-window sales velocity rank products by real demand. At season’s end, shift the weight toward discount and days of inventory to clear what is […] Read more »
Quick Notes Why Manual Sorting Breaks the Moment Products Sell Out October 28, 2026 / June 12, 2026 by Wade Manual sorting freezes a collection at the moment you arranged it. When a product sells out, it stays exactly where you placed it, so shoppers keep landing on items they cannot buy while in-stock alternatives sit lower on the page. The only fixes are constant manual upkeep or automated sorting that reacts to inventory changes […] Read more »
Quick Notes What Is AI Merchandising for Shopify? October 26, 2026 by Wade AI merchandising is software deciding product placement from data instead of a person dragging tiles. On Shopify that means ranking what shows first across the surfaces shoppers actually use: collection pages, product option swatches, search results, and recommendation rows, all updated continuously as sales, stock, and prices change. What It Covers Merchandising used to mean […] Read more »
Quick Notes What Is a Product Boost in Collection Merchandising? October 25, 2026 / June 12, 2026 by Wade A product boost is a temporary lift applied to a product’s ranking in a collection. It adds extra weight to that product so it climbs higher than the sorting logic alone would place it, without locking it to a fixed slot. Boosts differ from pins: a pin nails a product to an exact position, while […] Read more »
Quick Notes What Is Days of Inventory and Why Does It Matter? October 23, 2026 / June 12, 2026 by Wade Days of inventory is how long your current stock of a product will last at its current rate of sale. It is calculated by dividing units on hand by average daily units sold. For collection sorting, it tells you which products are about to run out and which are sitting on months of unsold stock. […] Read more »
Quick Notes How to Measure Whether Product Recommendations Actually Sell October 21, 2026 by Wade Measure the funnel, not the clicks. A recommendation row earns its place when served products get added to carts and reach checkout, so the numbers to track are serves, clicks, add-to-carts, and checkouts, per row. Click counts alone flatter every widget and settle nothing. The Funnel to Watch Serves establish the base: how often the […] Read more »