What is a TikTok Shop influencer (and how affiliate collabs work)
A TikTok Shop influencer is a creator who sells products through TikTok Shop's affiliate program. They tag a product in a video or LIVE, a viewer taps to buy inside the app, and the creator earns a commission on the sale. The full order path, from product tag to settlement, is in how TikTok Shop works.
Brands run this two ways. Open collaboration lets any eligible creator find a product in the Affiliate Center or Seller Center and start promoting it, no direct outreach needed. Target collaboration is where a brand invites specific creators, sets a custom commission, and sometimes sends a free sample.
Most brands use both. Open collaboration brings volume from creators already looking for products in their niche. Target collaboration brings creators the brand has picked for fit, reach or existing audience relevance.
The 3 ways to find TikTok Shop influencers
Each method trades off differently between cost, effort and how much of the creator pool you actually see.
1. Manually: hashtags, competitor tags and free rankings
Search the hashtags tied to your product category. TikTok surfaces creators who use them, and you can scan the video grid for the ones already talking about products like yours.

Check who tags your competitors. Search a phrase like "glossier tags tiktok" on Google, or search the brand name directly on TikTok, and you will find creators tagging that brand in their videos or bio.

Free online rankings and AI tools can also hand you a short list of names to start from.
This approach costs nothing but time. It also has real limits. It surfaces the biggest, most visible creators, the ones already easy to find, and gives you no performance data. You cannot see GMV, growth or audience fit this way. It works as a starting point, not a full search.
2. TikTok's built-in Affiliate Center creator tool
TikTok Shop has a native Affiliate Center where sellers can browse and invite creators directly inside the platform. It is free and requires no extra tool.
The catch is coverage and depth. Many eligible creators do not show up. Some have privacy settings that keep them out of the marketplace, some have follower counts too low to register, and some never opted into public discovery at all.
Even for the creators you do find, the tool shows limited history. You will not see their top brand collaborations, their best performing posts, or their GMV over the last 30 days. You get a name and a follower count, not evidence.
3. Creator databases like Click Analytic
A creator database indexes TikTok Shop activity across the platform instead of relying on who opted into a single marketplace. Click Analytic tracks TikTok Shop creators per market with the sales, audience and content data needed to vet each one before you reach out.
This is the difference between finding a handful of names and seeing the full pool for your category, country and follower range, with enough evidence to compare them properly.
How to find TikTok Shop creators on Click Analytic
All Creators: search the full database
Start in All Creators and filter down to your target creators. Filters include creator location, creator niche or industry, audience gender, audience age and followers range.

Once you have a filtered list, vet it with the data Click Analytic shows on each profile:
- Followers and recent growth: is the account still active and growing, or flat.
- Total GMV: gross merchandise value, the total sales a creator has driven through TikTok Shop. This is a lifetime or long-window figure, so read it alongside recent activity.
- GMV in the last 28 days: shows whether the creator is actively selling right now, not just historically.
- Audience demographics: the country, age and gender breakdown of who actually watches the creator.
- Average order value: how much a typical buyer spends per purchase through this creator.
- Units sold in the last 28 days: sales volume, separate from revenue.
- Video vs LIVE performance: which format actually drives this creator's sales.
- Engagement rate and average views: baseline signals of whether the audience is real and paying attention.

No single metric tells the full story. A creator with high total GMV and zero recent sales is not a safe pick. A creator with modest total GMV but strong recent growth might be a better one.
Top Sellers: find who is selling the most right now
Top Sellers is a leaderboard of the creators driving the most TikTok Shop sales, ranked by country and by day, week or month.

Filter by product category, for example Kitchenware > Drinkware, or by content type, video or LIVE, to see who is winning in your specific space right now rather than across TikTok Shop as a whole.
This view is useful for current momentum, not lifetime numbers. A creator can move in and out of a top sellers list from week to week, so treat it as a signal to investigate, not a final verdict.
Top Brands: reverse-engineer your competitors
Top Brands lets you find the leading brands in your niche and country on TikTok Shop, then open any one of them to see the full creator roster behind its sales.

As an example, Medicube US Store shows $376.1M in lifetime GMV, 7.6M units sold, 127.7K promoters and 201 products on TikTok Shop, as of August 2026. Its top single promoter drove $18.4M of that GMV alone. For a worked example of that data across one market and month, see our leaderboard of top TikTok Shop brands.
That level of detail lets you see exactly which creators are already selling for a brand like the one you are trying to compete with or replicate, and how much of the brand's total sales each one is responsible for. It is one of the fastest ways to build a shortlist grounded in real performance instead of guesswork.



