Best TikTok Shop analytics tools: 7 compared by job (2026)

The best TikTok Shop analytics tool depends on the job. For product research and finding creators, pick FastMoss (Basic $49 a month, published prices, 7-day free trial). For estimates of a competitor's sales, pick Kalodata, which splits revenue into live, video and product-card sales (Starter $49.99 a month on its US App Store listing). On a tight budget, EchoTik has a free plan and a $13.90 Basic tier. For your own shop's real orders, use TikTok Seller Center, which is free. For what shoppers type into TikTok search, use TokConnect (50 free credits, then $49 a month). It shows search demand, not GMV.

All prices were checked on each vendor's site on 30 September 2026, in US dollars. Shoplus and Tabcut are solid runners-up; Tabcut hides its price behind a login. This page is for TikTok Shop sellers, brands and agencies choosing one tool, or a pair.

We make TokConnect, one of the tools on this page. It does not estimate sales, and where another tool does a job better, we say so.

Best TikTok Shop analytics tools at a glance

Checked 30 September 2026 on each vendor's pricing page, linked in the sections below. Tabcut's starting price is behind a login; Kalodata's is from its US App Store listing. Seller Center facts from TikTok's help center and a SmartScout review dated 28 September 2026. All facts with URLs: facts file.

What is the best tool for TikTok Shop product research?

FastMoss is the best all-round pick for product research. It publishes its prices, offers a 7-day trial with no card, and keeps the longest history here: 90 days on Basic, 180 on Pro and 1,200 on Ultimate. On its pricing page Basic is $49 a month ($558 a year), Pro $89 ($854 a year) and Ultimate $139 ($1,084 a year). Basic allows 150 searches a day and 10 exports a month. It also sells MCP, CLI and API access for teams that want the data in their own tools.

On a budget, pick EchoTik. Its pricing page lists a free plan, then Basic at $13.90 a month ($9.90 billed yearly), Pro at $29 and Enterprise at $57, with all regions on every paid plan. The catch is history: Basic shows the last 30 days and Pro the last 90. Selected paid plans carry a 7-day refund.

Shoplus costs $49 a month for Basic, $69 for Premium and $99 for Professional, or $39, $49 and $79 a month billed yearly (shoplus.net/pricing). New users get a one-day trial and there are no refunds. Tabcut sorts products by sales volume, estimated sales and growth, refreshes every 24 hours and covers 17 markets. Its price page redirects to a login; SmartScout's 28 September 2026 review lists $59 a month and a free plan. SmartScout sells a rival tool, so check the number after you sign up.

Which tool gives the best competitor sales estimates?

Kalodata is our pick for competitor sales. Its product ranking shows revenue, items sold, growth, commission rate and creator count, and splits revenue into live, video and product-card sales. That split tells you whether a rival sells through creators' videos or through its own lives. The figures stay masked until you log in, and kalodata.com/pricing shows only a sign-up form. Its US App Store listing lists Starter at $49.99 a month and Professional at $129.99, plus regional plans from $35.90.

Every number in these tools is an estimate. Kalodata's own FAQ says its data comes from public channels, that transaction amounts may differ from real figures, and that it should not be used for commission settlements. FastMoss says it estimates GMV from public signals such as live sales, views and comments, and that its figures are not seller-backend data. Before you trust any of them, look up a product whose sales you know, ideally your own, and compare. Our Kalodata vs FastMoss comparison goes deeper.

Which tool is best for finding TikTok Shop creators?

FastMoss is best for creator outreach because it shows contact details: 5 contacts a day on the entry plan and 300 a day on a higher one, plus its MossCreator bulk-email product. Kalodata, EchoTik and Shoplus all rank creators too. EchoTik's Pro plan filters influencers by contact information, but it does not let you export their emails.

Do not skip Seller Center. Its Find creators page lets you search for creators and invite them one by one or in bulk, with a commission between 1% and 80% and optional free samples, according to TikTok's help page on target collaborations. It is free, and the invite lands inside TikTok's own affiliate system. Our guide to finding TikTok Shop affiliates walks through it.

TokConnect finds creators a different way: by who is already posting about your product and how those videos do. We tried it with car vacuums on 30 September. An account search for "car vacuum" returned 15 accounts, nearly all shops, brands or factories; the biggest had 8,166 followers. A video search returned 19 videos from 17 accounts, and 10 of them had passed a million plays. So search videos, not accounts, when you shortlist creators for a product.

Data: public TikTok video and account search for "car vacuum" via TokConnect, pulled 30 September 2026. Snapshot.

Which tool shows what shoppers search on TikTok?

Only TokConnect, among these seven. None of the five third-party tools lists TikTok search volume on the pricing or feature pages we checked, and Seller Center shows only your own shop. TikTok publishes search demand in Creator Search Insights, which lives in the TikTok app and on desktop at tiktok.com/csi, with no export. TokConnect pulls the same numbers when you ask. A search count here is TikTok's 7-day search popularity, global, not a monthly figure.

Here is what came back for car vacuums. We split what people type from TikTok's own topic labels, which have tidy generated names and curves that jump from a few thousand to millions in a week.

Data: TikTok Creator Search Insights via TokConnect, search_topics for "car vacuum", pulled 30 September 2026. Five results were TikTok topic labels, not typed searches, such as "DIY vacuum and cleaning tools" (4,619,385) and "car seat cleaning vacuum machines" (2,512,345, 0 videos). Open the snapshot.

Three things a sales tool would not show you. The largest search, "what to spray before vacuuming car", has no matched videos at all, so one clear demo could own it. Most of the searches are questions about cleaning, not about brands. And TikTok's audience split for "vacuum for cars" puts about 86% of the searching in the Philippines and 11% in the United States. A US seller should target the phrases Americans use, not just the biggest number. Our guide to TikTok Shop SEO covers where to put those phrases.

Is TikTok Seller Center's analytics enough?

For your own shop, yes: it is free and it is the only tool here with real orders. SmartScout's review describes its revenue, order and fulfilment numbers as coming straight from TikTok's systems. It is also the place to settle commission, because every third-party figure is an estimate.

It stops at your own shop. The same review notes that you cannot research competitors, spot trending products across the platform or see category demand in it. That is why most sellers pair it with one paid tool: FastMoss or Kalodata for the market, or TokConnect for demand.

How much do TikTok Shop analytics tools cost?

US dollars, checked 30 September 2026 on each vendor's pricing page. FastMoss's page showed an anniversary sale on yearly plans. TokConnect credits: 500, 2,000 and 8,000 a month; a typical question uses 1 to 4. Facts file.

Do this in TokConnect

Keep your sales tool for GMV. Use TokConnect for the question it cannot answer: what do shoppers ask before they buy, and what are they still waiting to see?

When we ran that research through TokConnect on 30 September, the answer combined the search table above with 47 comments from the top car vacuum video (40,150,442 plays). Of those comments, 16 asked for a harder test: carpet, fabric seats, dog hair, sand or sticky cup holders. Another 6 doubted the vacuum works at all. Two asked plain product questions: how long the battery lasts and whether it cleans wet messes.

What to do next: film the demo those commenters asked for, on carpet with real dirt, and title it with the zero-video search, "what to spray before vacuuming car". Then check the 30-day trend a week later. Over the last 30 days, the daily reading for "vacuum for cars" moved between 52,172 and 224,086.

Open TokConnect and start with 50 free credits. The same account works inside ChatGPT, Claude and Cursor.

How we got these numbers

We opened each vendor's pricing and home pages on 30 September 2026 in a browser, US region, and read monthly and yearly prices. Kalodata and Tabcut hide prices behind a sign-up, so we used Kalodata's US App Store prices and marked Tabcut "price not public". The TikTok data came from 11 TokConnect calls: search topics for three product seeds (we kept car vacuums), a 30-day trend, the audience split, autocomplete, hashtags, a related-searches check that came back empty, video and account searches, and 47 comments on the top video. Search counts are global and cover 7 days. We did not test any tool's sales estimates against a real shop.