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Conversion Rate Optimization Search & Discovery

Merchandise Your Search Results Page Like a Collection

Merchandise your search results page like a collection: order matters there too, and almost nobody curates it.
← All 100 tips  ·  Tip 76 of 100  ·  25 days to Cyber Monday

Your search results page is a collection page visited exclusively by your highest-intent shoppers, and it is probably the least merchandised page on your store. Think about that asymmetry for a second. You agonize over which product leads your bestsellers collection. Meanwhile the shopper who typed “hoodie” into your search box, the one practically announcing what they want to buy, gets whatever order the text-match engine coughed up. Search users convert at a multiple of browsers on most stores, and we hand them the least curated shelf we own.

The failure mode is invisible because the page technically works. Every result matches the query. But “matches the query” is a relevance bar, not a merchandising bar. Raw text-match happily leads with a sold-out item whose title matched best, a $12 accessory that mentions the keyword, or a three-year-old product nobody has bought since. The shopper asked the right question and got a shrug.

Same query, two shelves

A shopper searches “hoodie”. Both pages are “relevant”. Only one is merchandised.

Raw text-match order

Classic Hoodie, best title matchSold out
Hoodie Repair Patch Kit$9
2023 Logo HoodieStale
Heavyweight Hoodie, your #1 sellerRow 4

Merchandised order

Heavyweight Hoodie, your #1 sellerTop
New Fall Hoodie, full size runFresh
2023 Logo HoodieMid
Classic HoodieDemoted

Relevance decides what is on the shelf. Merchandising decides what is at eye level. You need both.

Apply your collection rules to search

Everything this series has said about collection pages applies verbatim here. Sold-out products go to the bottom of the results, never the top, never removed. In-stock proven sellers and genuinely new arrivals earn the first rows. Accessory noise ranks below the core product the query was obviously about. The only difference is that on the search page the shopper has told you their intent in writing, which makes getting the order wrong less forgivable, not more.

Mechanically, you have two routes. Manually: run your top ten queries (your search logs from tip 17 have the list), screenshot each results page, and fix the worst offenders through your search tool’s ranking settings. Or automate it: this is why we made Dynasort‘s sorting recipes work on search results as well as collections, so the same “demote sold-out, lift proven and fresh” logic re-ranks what search shows without a second system to babysit. Either route beats the status quo, which on most stores is nobody having looked at the search results page since the theme was installed.

Twenty-five days out, your search users are the closest thing you have to shoppers with their hands up. Merchandise the page they land on like you actually want the sale.

← All 100 tips  ·  Tomorrow, tip 77: permission to skip the test and just ship it. Yes, really.