TikTok Shop product analyzer

TikTok Shop product analyzer: price, units sold, reviews and how it ranks in its shop

Price
Free plan: 100 credits, no card. One analysis uses about 15–25 credits.
What you get
Price and list price, units sold as the listing shows it, rating and star split, praise and complaints by aspect with counts from the reviews, the causes of 1–2 star reviews, the shop's rating, followers and total sold, the product's rank among the shop's listings by units sold, and 3 takeaways for a seller.
Coverage
TikTok Shop US, tested October 2026; the product data source also serves Mexico, Japan and Southeast Asian shops, but not the UK, Europe or Brazil. Units sold are the lifetime total the listing displays, not monthly sales or GMV. Creators and videos promoting the product are not listed.
Time to report
Usually 5–10 minutes.
Account
Sign-in with Google required to run it. You can read the example and fill in the form without an account.

Paste a TikTok Shop product link or ID. Nolyn reads the listing's price, units sold, rating and shop, reads its reviews to count what buyers praise and complain about, and places the product among the shop's other listings, so you can judge demand and risk before you sell or promote it.

Example: a pet hair remover roller
Analyze a product

Paste the product page link, a share link or the product ID.

Start from an example:

Sign in to run it. New accounts get 100 free credits; research uses credits for AI and data lookups.

How do you analyze a TikTok Shop product?

Read the listing's price, units sold and rating, count what the reviews praise and complain about, and compare the product with the shop's other listings. In Nolyn's October 18, 2026 sample, a DELOMO pet hair remover roller had 4.6 stars from 118 reviews, 48 of 82 written reviews praised how well it removes pet hair, and its units sold rose by 67 in eight days.

What you get

Price, units sold and rating

Current and list price, discount, shipping fee, units sold as TikTok Shop displays them, rating and star split, with the shop's rating, followers and total sold.

What buyers say, counted

Praise and complaints grouped by aspect with the number of reviews behind each, and the causes of every 1–2 star review.

Its place in the shop

The product's rank among the shop's listings by units sold, the shop's price range, and three takeaways on demand, risk and price.

Example: a pet hair remover roller

A real run on October 18, 2026 for the DELOMO reusable pet hair remover roller on TikTok Shop US. Nolyn read the listing, all 118 reviews the reviews feed returned (May 2024 to October 17, 2026; 82 with text) and the shop's 22 live listings.

Price

$23.99

No discount at collection · $4.71 shipping

Units sold

1,374

Shown on the listing; 1,307 on Oct 10 (+67 in 8 days)

Rating

4.6

118 reviews: 98 five-star, 7 four, 5 three, 1 two, 7 one

Shop

#3 of 22

DELOMO: 4.3 rating, 3.7K followers, 26.7K sold

What reviews sayReviewsOf 82 with textExample (paraphrased)
Praise: removes pet hair well4859%Got all the dog hair off my couch.
Used on a couch, sofa or furniture1822%Cleans the cream cushions my dark cats lie on.
Praise: better than lint rollers or a vacuum1012%No more buying sticky rollers.
Used on a bed, bedding or blankets79%Run it over the duvet daily.
Complaint: misses embedded or heavy hair67%Didn't lift hair out of a blanket.
Complaint: broke, felt cheap or opened in use45%Arrived broken.
Used on clothes45%Works on garments too.
Mentions fast shipping56%Arrived fast.
Complaint: wrong item sent11%Received a different product.

Aspects in the 82 reviews with text. A review can mention several aspects. Praise counts only 4–5 star reviews; complaints only reviews of 4 stars or fewer. Examples are paraphrased.

Well rated, selling steadily

4.6 stars, with 98 of 118 reviews at five stars. The listing showed 1,307 units sold on October 10 and 1,374 on October 18: 67 more in eight days, about 8 a day.

What buyers praise

48 of the 82 written reviews say it removes pet hair well. 18 mention a couch, sofa or furniture, and 10 say it beats sticky lint rollers or a vacuum. Five mention fast shipping.

Why the 1–2 star reviews happened

Of 8 one- and two-star reviews, 3 say it did not pick up the hair (one also says it opens during use), 2 call it cheap or broken on arrival, 1 received the wrong item and 2 have no text. The latest was on October 7, 2026.

Priced above the shop's best seller

At $23.99 with no discount (plus $4.71 shipping), it is the shop's third-best seller of 22 listings. The shop's top product is a $14.99 cat harness with 18,701 sold, and the median listing price is $16.90.

Every figure was recomputed from the saved TikTok Shop responses (product page, six pages of reviews and the shop's listings), fetched through the same metered data layer the tool uses, with a Nolyn test account. The October 10 units-sold figures come from an earlier Nolyn run on the same shop. Review aspects were counted with fixed keyword rules, listed in our research notes.

Run it for your own product or account

How it works

  1. Read the listing

    Title, shop, category, price, list price, shipping, units sold, rating and review count.

  2. Read the reviews

    The star split and up to 120 recent reviews, grouped by aspect with counts, and every 1–2 star review explained.

  3. Read the shop

    The shop's rating, followers, total sold and other listings, to rank the product by units sold and place its price.

  4. Explain the decision

    Three takeaways on demand, the main risk from reviews and price positioning, with the review count behind each figure.

Who uses the TikTok Shop product analyzer

Sellers deciding what to stock

Check that a product's units sold are still rising and what its 1–2 star reviews blame before you source a similar one.

Brands reading a competitor

See what buyers praise and complain about in a rival's listing and where it ranks in its own shop.

Affiliates choosing what to promote

Pick products that are well rated and still selling, and know the complaints viewers may ask about.

Limits

Units sold is the lifetime total TikTok Shop displays on the listing, not monthly sales, revenue or GMV; Nolyn does not estimate sales. Run the analyzer again later to see how the count moves. Reviews are those the reviews feed returns, which can differ slightly from the count on the listing (118 against 112 in the example). Creators and videos that promote the product, ad spend and returns are not available. Tested on TikTok Shop US; UK, European and Brazilian shops are not supported by the data source.

Questions

How do I see how many units a TikTok Shop product has sold?

TikTok Shop shows a units-sold count on each listing; it is a lifetime total, not monthly sales. Nolyn reads that number together with the price, rating and reviews. To see the trend, run it again a few days later and compare the counts, as in the example above (+67 in eight days).

Can I analyze a competitor's TikTok Shop product?

Yes, any public listing on a supported market. You see its price, units sold, rating, what buyers praise and complain about, and where it ranks in its shop. To compare a whole shop's catalog, use the TikTok Shop store analyzer.

Does it show which creators promote a product?

No. The data source does not link a product to every video or creator promoting it, so Nolyn does not list them. To find creators for a product, use the influencer search tool.

Which TikTok Shop markets are supported?

The example and our tests are on TikTok Shop US. The product data source also serves Mexico, Japan, Indonesia, Malaysia, the Philippines, Singapore, Thailand and Vietnam. UK, European and Brazilian listings are not supported.

Is this TikTok Shop product analyzer free?

You can start free: new accounts get 100 one-time credits, no card required. One analysis like this uses about 15–25 credits, so the free credits cover about 4–6 runs. Paid plans add monthly credits.

Do I need to sign up?

To run it, yes: sign in with Google. It is free and asks for no card. You can read the example and fill in the form before signing in.

Related tools

All tools

Ecommerce research guides & examples

Browse all resources

Research example

Stanley vs Owala vs HydroJug: what 447,586 Amazon ratings say about leaks and durability

Amazon review analysis of 5 best-selling insulated tumblers: 73% of Stanley Quencher leak mentions are negative; durability is Owala's and HydroJug's weak spot.

Research example

KKV and MINISO best sellers in China: what 31 popular Xiaohongshu posts show

What shoppers in China like at KKV and MINISO, from 31 popular Xiaohongshu (RedNote) posts: nail polish and must-buy lists at KKV, a guava lip balm at MINISO.

Research example

TikTok search trends, October 2026: 28 product searches with too few videos

What people in the US searched on TikTok in October 2026, and where videos are missing: 28 product searches with popularity, 7-day trend and video counts.

Research example

How many followers do you need to sell on TikTok Shop?

Sellers need no followers; affiliates need 1,000 (5,000 to lift limits). In our data, 27 of 74 product videos with 500K+ plays came from accounts under 10K.

Comparison

Kalodata alternatives: free and cheaper options, from EchoTik and FastMoss to AI research

Free and cheaper Kalodata alternatives compared on data, history, price and limits, checked on each official site: EchoTik's free plan, FastMoss, an AI research option, and where PiPiAds fits.

Comparison

FastMoss vs Kalodata: pricing, data and which to choose

FastMoss vs Kalodata compared on data scale, history, pricing, limits and extras, checked on both official sites, plus what sellers say on Reddit and where EchoTik and an AI research tool fit.

Comparison

FastMoss: what it is, what it costs and who it fits

What FastMoss is, Basic, Pro and Ultimate pricing (monthly and yearly), history and daily limits by plan, the 7-day free trial, and the 20 regions it covers. Checked on fastmoss.com on October 18, 2026.

Comparison

Kalodata pricing: what it costs, the free trial and cheaper options

How much is Kalodata? Monthly plans from its own App Store listing (US Basic $45.99, US Standard $99.99), how the 7-day free trial works, who it fits and cheaper or free options. Checked October 17, 2026.

Comparison

EchoTik: what it is, what the free plan covers and what it costs

What EchoTik is, what the free plan includes, Basic, Pro and Enterprise pricing ($13.9 to $57 a month), history and daily limits by plan, regions and refunds. Checked on echotik.live on October 18, 2026.

Comparison

Shoplus has shut down: what it was, refunds and where to go next

Shoplus, the TikTok analytics tool, stopped all services on September 18, 2026. What it offered, its last prices, the refund window, and alternatives with checked pricing. Checked on shoplus.net on October 18, 2026.