Competitor research is not about copying the best seller. It answers one question: should you enter this niche, and if so, with what? An afternoon with a spreadsheet and twenty listings usually answers it better than a week of guessing.
PrintsThatPay cannot do this for you yet. Automated shop analysis needs access to Etsy's API, which we do not have, so it is not built. Until it is, this is the method we use by hand.
Step 1: search like a buyer
Pick two or three phrases a buyer would type, not the words you use as a maker. "pen holder for desk" rather than "3d printed pen cup". The tags guide explains the difference.
Search each phrase in a private browser window, so your own history shapes the results less. Then collect about 20 listings that are 3D printed and really compete with your idea. Skip ads on the first pass, and note them separately: a seller paying to be on top of a search is a signal too.
Twenty is enough to see patterns without turning it into a project. Fewer, and one odd listing can mislead you.
Step 2: record the same things for every listing
Use one row per listing and the same columns every time. That is what makes the method repeatable.
| Column | What to note |
|---|---|
| Price | Item price and shipping, and the two added together |
| Title start | The first four or five words, which show what the seller is targeting |
| Variations | Sizes, colours, sets, personalisation |
| Item reviews | How many, and the date of the newest one |
| Shop | Reviews in total, year it joined Etsy, number of listings |
| Photos | Real photo or render, scale shot, video, lifestyle shot |
| Processing time | How long before it ships |
| Design | Looks original, a common free file, or a franchise piece |
Etsy hides most tags, so the title is your best clue to the words a seller is aiming at. Do not try to copy the full tag list.
Step 3: look at the shop behind the listing
Open the shop page of each listing that looks strong. You are trying to work out what kind of seller you would be up against.
- Focused shop. A few dozen listings around one theme. Usually a designer who knows the buyer well. Hard to beat on product, often easier to beat on range or price.
- Wide shop. Hundreds of unrelated listings, often common files in many colours. Hard to beat on price, but often weak on photos, fit and answers.
- Side shop. A handful of listings and few reviews. Not much of a threat, and a sign the niche is open to newcomers.
The sample we use elsewhere on this site, 3,000 Etsy 3D print listings exported in November 2026 with a third-party research tool, came from 1,998 shops. That is about one and a half listings per shop in the sample. On a first page of results you will usually meet many different sellers rather than one dominant one.
Do not try to estimate a competitor's income to the dollar. You do not need it for the decision, and any figure you arrive at is a guess.
Reviews as a rough sales proxy
Reviews are the best public hint of sales, and a weak one. Only some buyers leave a review, and the share differs between products and shops. Use reviews to compare, never to calculate.
- Compare like with like. Two listings of similar age and price: if one has many more reviews, it most likely sells more.
- Check the dates. A listing with several reviews from the last few months is selling now. One whose newest review is a year old was selling once.
- Separate item and shop reviews. A big shop's total says little about the one listing you care about.
- Read the three and four star reviews. Five star reviews rarely say much beyond praise. The middle ones are where buyers mention a part that was smaller than expected, a hinge that snapped, a colour that differed from the photo or a slow delivery. Those complaints are your product brief.
The price ladder
Sort your twenty rows by price, including shipping, and look for where they cluster.
The sample shows how different ladders can look. Commander deck boxes had a middle half of $55 to $56.50, so buyers see one price and anyone far off it looks odd. Pen holders ran from $16.83 to $27.53 in the middle half, a normal spread. Birthday cake toppers ranged from $9.30 to $92.78, because the same search mixes simple name toppers with custom figurines. Those are really two products.
For each rung of your ladder, ask what moved the price up: size, multicolour, personalisation, a set, a stand, better finishing. Then decide which rung you would stand on. The cheapest rung is rarely the right one for a small shop, because a print farm can always go lower.
Photo style
Line up the main photos side by side. You will often see one of two patterns: everyone uses a white background render, or everyone uses a dim photo on a desk. Either way, the gap is honest photos with a clear sense of scale.
Etsy has reportedly moved towards requiring at least one unedited photo of the real item, which our Etsy selling guide covers. A niche full of renders is a niche where real photos stand out.
Finding the gaps
With the spreadsheet in front of you, look for what nobody offers well.
- A size, fit or model that buyers ask about in reviews but no listing covers.
- A colour or finish that every listing lacks.
- Sets or matching pieces, where everyone sells singles.
- Personalisation, where everyone sells a fixed design.
- Clear notes on material and heat, where descriptions say nothing.
- Faster processing, where every listing takes a week or more.
A gap only counts if a buyer would pay for it. A colour nobody sells may simply be a colour nobody wants.
Turning it into a decision
| What you found | What it suggests |
|---|---|
| Many sellers, tight low prices, near-identical designs | Skip, unless you have a clear angle |
| Many sellers, wide price ladder, recent reviews at the top | Enter at a higher rung with a better product |
| Few sellers, recent reviews | Promising, test it soon |
| Few sellers, no recent reviews | Probably little demand, test cheaply or skip |
| Strong listings are mostly franchise pieces | Skip, the legal risk is not worth it |
Then apply one rule: enter only if you can name one concrete thing you would do better that buyers already complain about, and the price rung you would sit on leaves a real margin. Check that margin with the free idea checker before you print stock.
Keep it repeatable
Save the spreadsheet and repeat the same searches in a month or two. The change matters more than any single snapshot: new sellers arriving, prices sliding, or a gap that someone else has closed. If you want to judge crowding more carefully, the guide on crowded niches lists the signals.
Use what you learn to make something of your own. Copying a competitor's photos, titles or design breaks Etsy's rules and gives buyers no reason to choose you.
Estimates are ours unless a source is linked. This guide was drafted with AI and reviewed before publishing.

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