Creator-versus-seller attribution. Category benchmarking. Cohort retention. Why subscribers cancel.

Those are four of the clearest reasons a TikTok Shop seller currently pays an outside analytics vendor. All four now sit in TikTok’s own documentation, as parts of Business Compass, the dashboard inside Seller Center.

That is the story in TikTok’s October roundup, and it is not the nine new capabilities the roundup counts. It is a platform quietly moving the tool layer inside the walls.

One scope line before going further, because it decides who can act and who is only watching. The roundup reads: applies to United States local sellers. Nothing in it is available to a European seller, and nothing is visible on any public surface. So for most of this readership the question is not what to do on Monday. It is what this means for the tools they are already paying for.

What is on the list

The roundup groups the nine into video and LIVE analytics, subscription and order analytics, search and promotion analytics, brand audience data, and the Open API.

Ad information has been added to the video list under Analytics, Channel analytics, Video performance, alongside an improved data source for products linked to videos. The roundup names no metric, no field list and no split between paid and organic, so what “ad information” contains is not something anyone outside Seller Center can currently describe.

LIVE metrics can now be aggregated by the time a session started, under Analytics, Channel analytics, LIVE performance. TikTok says the aggregated numbers are consistent with session-level data, which is the kind of reassurance that only gets written down when somebody found a discrepancy.

LIVE Diagnosis gains audience insights across four dimensions: viewers, buyers, products purchased and shopping preferences.

The subscription dashboard now shows core subscription metrics with drill-downs by subscription product and by customer cohort, and adds three analyses: cohort retention rate, cancellation reasons and subscription period. The data can be exported.

An AI-generated Order Analysis report splits orders by where they came from. Order Source records Seller or Creator as its common values, Content Type distinguishes LIVE, Video and Product Card, and Attributed Type separates direct from indirect attribution. Sellers can add refunds, seller-attributed GMV and creator-attributed GMV as metrics.

Tool comparison · FastMoss vs Kalodata

A platform’s own dashboard scores you against benchmarks that platform chooses. FastMoss and Kalodata measure TikTok Shop category demand and product movement from outside it, which is a different kind of number.

Comparison coming soon

FTC disclosure: our tool comparisons carry affiliate links. If you sign up through one we may earn a commission, at no extra cost to you. We rank on merit, never on commission, and the verdict is written by a human.

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Two things in the documentation worth more than the feature list

The first is a scoring convention inside LIVE Diagnosis, and it is the most genuinely useful detail in the whole roundup.

The guide splits a live session into stages and attaches a metric to each: entry is measured by tap-through rate, stay by average viewing duration per view, product click by click-through rate, and product conversion by click-to-order rate. Against those stage metrics sit two labels. A metric marked “need attention” is below the seller’s own past performance. “Can improve” means it is below the benchmark for the same category.

Those are two different failures and most sellers conflate them. One says you got worse. The other says you were never competitive. A stream can be the best you have ever run and still sit below the category benchmark, and the right response to each is opposite: fix the execution, or question whether the category was ever yours.

Worth being precise about what is scored. The two labels are documented against the stage metrics. The roundup does not say the four audience dimensions carry the same scoring.

The second is a limit TikTok states plainly about Order Analysis: it does not replace settlement statements or financial records, and should not be the final settlement basis. The guide also says capabilities may vary by version, region, account permissions and field combinations.

Printed business reports with graphs on a meeting table
Below your own history and below the category benchmark are two different failures. Photo: RDNE Stock project / Pexels.

The attribution question the documentation does not answer

Order Analysis splits a sale between Seller and Creator. That split is the number a brand uses to decide what its affiliate programme is worth and what to pay for it.

The guide does not define how a sale is assigned when a shopper has seen both. A viewer who watches a creator’s video on Tuesday, then buys from the brand’s own LIVE on Thursday, has been touched by both, and whether that order lands as seller-attributed or creator-attributed changes the economics of the entire creator relationship.

Attribution rules are where platforms quietly set the price of a channel, and an undocumented rule is one that can change without an announcement. Anyone planning to pay creators off these numbers should write down what the dashboard says this month, so there is a baseline if the figures move.

Three further gaps are worth naming. No individual feature in the roundup carries its own rollout date, and the only timing given for any of the nine is “October”. The brand data export is available to select eligible brand sellers only, so it is narrower than the US scope on the rest. And TikTok’s own caveat is that page names and feature availability depend on what is actually displayed in Seller Center, which is a polite way of saying the documentation may run ahead of the product.

Nothing in the roundup says whether any of these capabilities cost anything. They are not described as free anywhere TikTok has published.

Tool comparison · FastMoss vs Kalodata

The case for an independent tool is not that it beats the native dashboard feature for feature. It is that its attribution rules are not rewritten by the platform being measured. Our head-to-head of FastMoss and Kalodata sets out how each reports.

Comparison coming soon

FTC disclosure: our tool comparisons carry affiliate links. If you sign up through one we may earn a commission, at no extra cost to you. We rank on merit, never on commission, and the verdict is written by a human.

What this does to the tools market

Here is the part we should be straight about, given what sits in the banners on this page.

The clearest reasons to pay for a third-party TikTok Shop analytics tool have been creator-versus-seller attribution and category benchmarking. Both now appear in TikTok’s own documentation as parts of Seller Center. If a platform ships a competent version of the thing you sell, inside the dashboard your customer already has open, the honest question is not whether the independent tools are better this quarter. It is what they are for in two years.

The answer is not obviously nothing. A platform’s own analytics describe that platform, scored against that platform’s benchmarks, with attribution rules that platform writes and can change. An independent tool measuring the same market from outside gives a seller something structurally different: a number the platform did not choose. That is worth more, not less, when the platform starts giving its own numbers away.

But the pressure is real and a reader is entitled to see us say so on a page carrying a tool comparison.

What a seller does differently on Monday morning

  • If you sell in Europe, nothing. This is United States local sellers, inside Seller Center, with no public surface and no stated timetable for anywhere else.
  • If you are a US local seller running affiliate relationships, open Order Analysis and record what it currently reports as seller-attributed and creator-attributed GMV. That snapshot is your baseline if the attribution rule changes.
  • Check LIVE Diagnosis for which of your stage metrics are marked “need attention” against your own history and which are “can improve” against the category. Treat them as different problems.
  • Do not cancel an analytics subscription on the strength of a documentation roundup. The features have no individual rollout dates and TikTok says availability depends on what Seller Center actually shows you.

Where the honest uncertainty sits

The roundup and the three guides behind it sit inside Seller Center and TikTok Shop Academy, behind a seller login. None of it is publicly readable, and nothing in it is observable on any public surface, so a reader outside the programme has no way to check any of it independently.

No individual feature carries a rollout date, so a seller who cannot see one of these capabilities has no way to tell whether it has not arrived, is not available to their account type, or has been renamed.

And nothing published says what any of it costs, or whether the nine are available to every United States local seller or only to some.

The three-line version

  • If you run the TikTok channel: in Europe, no action. In the US, screenshot what Order Analysis says your creator-attributed GMV is this month, before anyone has a reason to change how it is calculated.
  • If you have just taken on social commerce: the gap to name is that the rule splitting a sale between your brand and a creator is undocumented, which means the cost of your affiliate programme is set by a calculation you cannot read.
  • If you sign the budget: nothing to approve and nothing to cancel. Refuse any renewal argument that a platform’s own dashboard has made an independent tool redundant, and equally any that ignores that the platform is now shipping the same measurements.

Sources

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