01
How marketplace search differs from web search
Marketplace search engines are not trying to find the most relevant document. They are trying to find the listing most likely to result in a completed sale. That distinction explains almost everything about how they behave.
Relevance gets you into the candidate pool. What orders that pool is a broader set of signals — how often the listing converts when shown, its price against comparable items, the completeness of its structured data, the seller's performance history, and shipping speed. A perfectly keyworded listing from a seller with poor metrics still loses to a decent listing from a reliable one.
The practical consequence: keywords are necessary but not sufficient. They are the entry ticket. Everything else about how you operate decides the ranking.
02
Write in the buyer's vocabulary, not yours
This is the whole discipline in one line. Sellers write titles using the words they would use. Buyers search using the words they would use, and the two overlap less than you would expect — particularly in categories where sellers are more expert than buyers.
Four cheap ways to discover the actual vocabulary:
- The search box's own autocomplete. Start typing your item and read what the platform suggests. Those suggestions are built from real query volume, which makes them the most direct evidence available.
- Sold listings, not active ones. Look at how items that actually sold were titled. Titles on unsold listings are a record of what did not work.
- The platform's own category filters. The attribute names in the sidebar are the dimensions buyers narrow by, which means they are the words in their heads.
- Buyer questions. If three people ask the same thing, that word or fact belongs in the listing — usually in the title.
03
The anatomy of a good title
A strong title front-loads identity and then adds the qualifiers people filter on. A workable general order:
- Brand or maker — usually the highest-value single word.
- Model, title, or product name — the specific thing.
- The defining attribute — size, capacity, colourway, year, edition, pressing. Whatever a buyer in your category filters on first.
- Type or category noun — what the object actually is, in plain words.
- Condition or completeness — where it materially changes the search, such as sealed, boxed, or complete.
Use the full length available. Unused title characters are unused search surface. But fill them with genuinely distinct terms rather than repetition — the same word twice adds nothing, and the space could have carried a term you are currently invisible for.
Include obvious synonyms and regional variants where they exist and are honest, since buyers in different places call the same object different things. Include a model number if there is one; it is often the highest-intent query in the entire category, because someone typing a model number knows exactly what they want.
04
What actively hurts
| Practice | Why it backfires |
|---|---|
| Keyword stuffing with unrelated brands | Against the stated policies of the major marketplaces, and it damages conversion — people who click and immediately leave teach the ranking system your listing is a bad result. |
| Decorative punctuation and symbols | Consumes characters that could carry search terms and matches nothing. Nobody searches for asterisks. |
| ALL CAPS or "L@@K" | Reads as low quality, matches no query, and wastes the same finite space. |
| Vague filler like "rare", "vintage", "nice" | Almost nobody searches these alone, and they displace the specific words that get found. "Vintage" is only useful attached to something concrete. |
| Leaving structured attributes blank | The most expensive mistake here. Buyers filtering by an attribute you did not fill in never see your listing at all. |
That last row deserves emphasis because it is invisible. A missing attribute does not lower your rank; it removes you from the filtered result set entirely. There is more on how that plays out in the listing mistakes that quietly suppress visibility.
05
Structured attributes are half the job
Item specifics, product attributes, category fields — whatever a given platform calls them — increasingly do the work that titles used to do alone. They power the filters in the sidebar, and filtered searches are where high-intent buyers spend their time.
Fill in every field the category offers, including the ones that feel redundant with your title. Redundancy costs nothing; a blank field costs you an entire segment of buyers. Where a platform offers catalogue matching against a known product, use it — it populates attributes accurately and consistently, which is both faster and better than typing them.
Accuracy matters more than completeness if you have to choose. A wrong attribute puts you in front of buyers looking for something else, which produces clicks that do not convert and, eventually, a worse ranking.
06
What the description is for
The description is rarely the main ranking surface, and it is where the sale is actually closed. Its job is to answer, without being asked, every question the photographs leave open.
- Lead with condition, specifically and honestly, including flaws. This is what a serious buyer scrolls to first.
- State measurements and specifications in plain figures. Stated sizes vary enormously between makers and eras.
- List exactly what is included — and what is not. Missing accessories discovered on arrival are one of the most reliable ways to turn a completed sale into a dispute.
- Give the identifying detail: edition, pressing, printing, model year, serial range. In identification-heavy categories this is what converts an expert buyer.
- Keep it scannable. Short paragraphs and clear headings. Most buyers are reading on a phone and skimming.
Skip the boilerplate walls of shipping and returns policy. Platforms display that information from your account settings anyway, and it pushes the substance below the fold.
07
Diagnosing a listing that is not selling
View counts turn this from guesswork into a two-way diagnosis, and the two cases have completely different fixes.
- Few or no views: a discovery problem You are not appearing in the searches you should be. Search for your own item as a buyer would and see whether you appear at all. Fix the title vocabulary, fill in every blank attribute, and check the category is correct — a miscategorised item is invisible to every filtered search in the right category.
- Plenty of views, no sale: a conversion problem Buyers are finding you and choosing someone else. That is price, photographs, condition description, or shipping terms — compare your listing side by side with the ones that are selling, and the difference is usually obvious within a minute.
The mistake is applying the wrong fix: dropping the price on a listing nobody has seen changes nothing except your margin. Establish which problem you have before you act on it.
When you do rewrite, rewrite in batches. Fixing one listing at a time across a large inventory is how stale listings stay stale for months — the work is not hard, it is just never small enough to start.
08
Practice
Exercise
Rewrite five titles in buyer vocabulary
- Take five listings that get impressions but few clicks.
- Rewrite each title in the words a buyer would actually type, not the manufacturer wording.
- Search that phrase yourself and confirm your listing appears.
- Leave them two weeks before judging, then compare click-through against the old titles.
Check yourself
Adding popular brand names the item is not — what does it actually achieve?
Two bad things at once. It breaches the stated policies of the major marketplaces, and it draws clicks from buyers looking for something else, which lowers conversion. Conversion is itself a ranking input, so the practice tends to erode the visibility it was meant to buy.
You have written an excellent title and the listing still gets almost no impressions. Where do you look?
At the category and the structured attributes, not the title. Relevance gets you into the candidate pool, but structured data carries at least as much weight as the title and decides which filtered views you appear in at all. A strong title on a thin listing underperforms a plain title on a complete one.
Progress is saved in this browser only. No account, nothing sent anywhere.
09
Common questions
Does using the whole title length actually help?
Yes, provided every word is a genuinely distinct term a buyer might type. Unused characters are unused search surface. Repeating the same word, or padding with vague adjectives, wastes the space without adding any queries you can be found for.
Should I put condition in the title?
Include it when it materially changes what the buyer is searching for — sealed, boxed, complete, or a specific grade in categories where grades are searched. Otherwise condition belongs in the structured field and the description, where it does not consume title space that could carry an identifying term.
How important are item specifics compared to the title?
Increasingly they are comparable, and in some categories more important. Structured attributes power the sidebar filters, and a blank field does not lower your ranking — it removes you from that filtered search entirely. Fill in every field the category offers.
Will editing an existing listing hurt its ranking?
Improving a listing that is not performing is almost always worth it, since a listing nobody sees has no ranking to protect. The judgment call is different for a listing that is selling steadily: if it works, changing it is a risk with little upside.
Should the same item have the same title on every marketplace?
No. Different platforms have different length limits, different structured-data models, and genuinely different buyer vocabularies. A title tuned for one channel is usually mediocre on another. Keep the item record shared and let the title be per-channel.