Sort Shopify Collections for Profit, Not Popularity
Sorting by bestsellers feels smart. It also creates a doom loop: the product already on top stays on top, and your higher-margin products never get seen on page two.
Volume is not the same as profit
Almost every Shopify theme can sort by bestsellers. That default rewards units sold, not contribution margin. A low-margin accessory that moves a lot of volume can occupy the same prime slot as a product that actually prints cash.
Merchants often hesitate to force high-margin items to the top. The fear is that the page will look disjointed, or worse, like a clearance bin of leftover stock. Customers notice when a grid feels random. The answer is not “always show the highest margin first.” It is blending demand with profit so the products that move the bottom line also earn the visibility.
How to surface margin without looking desperate
On eCommerce Fastlane episode 471 , Julia Wawrzynek described a weighted approach rather than a hard override:
- Treat margin as one factor, not the only factor. Look for products that are both trending with buyers and lucrative for the business.
- Add a validation shield. If a high-margin product has a poor click-through rate, demote it. That keeps the storefront from filling up with items people will not tap.
- Use contextual rules. For example, only boost high-margin items that are in stock and meet a review threshold. Guardrails beat a spider web of “if it’s red and under $40 and tagged X” logic.
The goal is a page that looks like a well-merchandised shop, not a spreadsheet of margin percentages.

Two metrics that prove it is working
Traffic alone will not tell you if merchandising is helping. Watch:
- Click-through rate by position. If slot one underperforms slot five, the wrong product is sitting in your most expensive real estate.
- Revenue per view (RPV). This is the cash generated every time the collection loads. If views climb and RPV falls, you are surfacing products people look at but do not buy.
RPV is the truth-teller. It flags which collection to fix first, without waiting for a monthly report to explain a conversion dip.
Let AI run the day-to-day. Stay the captain.
A useful split is about 90% automation and 10% human override. Machine learning can crunch live click-through, conversion, and revenue signals faster than a person can. You still step in for strategy: a new product line with no history, a Black Friday hero, a launch you want pinned to row one.
That is the three-layer system behind SortWise : AI for faster strategy building, business rules for context the model cannot know, and drag-and-drop when you need creative control.
Hear the full conversation
Profit vs. popularity is one of the core threads from Julia’s appearance with Steve Hutt. Listen to episode 471 or read the episode overview .