# How should site search results be merchandised differently from category pages? | DeftMerch Source: https://deftmerch.com/blog/2026-10-14-site-search-merchandising-rules.html DeftMerch answers Updated October 14, 2026 ยท DeftMerch answers **Short answer:** Category pages browse, search results answer. A shopper who typed a query wants the closest match first, not your margin priorities. Merchandise search with a light touch: honor relevance, apply stock and business rules quietly, and treat zero results as a rescue moment rather than a dead end. ## Intent is the difference A category visitor is exploring. Ranking that page by margin, newness, or campaign priority is fair game, because the shopper has not asked for anything specific yet. A search visitor has asked. Every position you give to a product that does not match their words is a small broken promise, and searchers punish it instantly by leaving or reformulating. That is why search conversion is so sensitive to ordering. The top few results carry almost all the clicks, and shoppers read them as your answer to their question. If the answer leads with a promoted item that only loosely fits, they conclude your catalog does not have what they want, even when it sits at position nine. ## Relevance first, rules second Start with a relevance ranking that genuinely reflects the query: exact product matches, then close variants, then related items, with text matching weighted by field. Title and product type matches should beat a keyword buried in a description. Only after relevance is sound should business rules apply, and they should mostly subtract: remove the unbuyable, demote the nearly gone, suppress what cannot ship to the shopper's region. Boosting still has a place, inside relevance bands. Among products that match the query equally well, promoting the in-stock bestseller or the higher margin option is sensible. The discipline is that a boost can reorder peers, never promote a poor match above a strong one. When merchandisers can boost without bands, search quietly becomes an ad rail and conversion tells the story a quarter later. ## Facets, synonyms, and the vocabulary gap Shoppers describe products in their own words, not your catalog's words. Synonym handling bridges the gap: the shopper's couch and your sofa, their sneakers and your trainers. Build the synonym list from your own search logs, especially queries that returned good clicks after reformulation, because those show the exact translation your customers needed. Facets matter more in search than in browsing, because they let a broad query narrow fast. A search for a gift under a price, in a color, available now, is three facet clicks. Show facets drawn from the actual result set, with counts, and let shoppers clear them one at a time when they over-narrow into nothing. ## Zero results is a merchandising moment No results is the most expensive page in search. The shopper asked, you answered with nothing, and the exit rate shows it. Rescue starts before zero: spell correction, splitting compound queries, and relaxing the least important term in stages, each labeled honestly so shoppers know you broadened their request. When nothing truly matches, the page should work, not apologize. Show the closest categories, best sellers in the spirit of the query, and a clear path to ask for help or a restock alert. Log every zero-result query weekly. That log is a buying and catalog-gap report your customers write for you for free. ## Measure search like a conversation Track reformulation rate, time to first click, and conversion per query, not just overall search revenue. A rising reformulation rate means your first answer is getting worse, whatever revenue says. Queries with heavy clicks and no purchases point at product pages or pricing, not ranking, and should not trigger merchandising changes. Review your top queries by hand each month. Read the results as a shopper would. Automated metrics catch averages, but ten minutes reading real result sets catches the embarrassing mismatch, the out-of-stock hero, and the synonym your whole customer base uses that your catalog does not. ## Frequently asked questions ### Should best sellers rank first in search results? Only among equally relevant matches. Search ranking must honor the query first. Boosting a weakly matching best seller above an exact match trains shoppers to distrust your search and leave. ### How is search merchandising different from category merchandising? Categories are for browsing, so campaigns, margin, and newness can lead. Search is an answer to a specific question, so relevance leads and business rules mostly filter out what is unbuyable or unsuitable. ### What should a zero results page show? Honest broadening first, such as spell correction or relaxed terms, then closest categories, relevant best sellers, and a way to get help or alerts. Never a blank apology, and always log the query. ### Where do good synonyms come from? From your own search logs. Queries shoppers reformulated before finding a product reveal the exact words they use for your catalog terms, which is a better synonym source than any generic list.