TikTok Creator Analytics Scraper

📊 TikTok creator analytics for public profiles

For brands, agencies, campaign teams, and analysts, this Actor turns submitted TikTok handles or profile URLs into normalized creator analyses. You get profile identity, audience totals, recent post metrics, and available TikTok Shop data in a structured dataset. This keeps public reach and recent engagement together so you can compare creators with less manual work.

• Review a submitted creator's sales and content signals with TikTok Shop Analytics.
• Check another user's public profile with TikTok Analytics for Other Users.
• Keep a repeatable view of creator metrics with TikTok Analytics Tracker.
• Track a creator's public follower count with TikTok Follower Count Tracker.
• Check a creator's public stats with TikTok Analytics Checker.

📈 Creator profile, post, and Shop analytics

What you get

Each successful dataset row combines public profile identity, audience totals, transparent recent-post calculations, sampled post evidence, and TikTok Shop fields when the source provides them. Source ranges and unavailable values stay as the source gives them. The row also includes analysis and source dates when available.

What this helps with

• Compare followers, following, likes, video counts, and account context.
• Review views, likes, comments, shares, averages, medians, and engagement rates for a chosen recent-post sample.
• Open the sampled public post URLs and review their timestamps, text, and counters.
• Join public profile and post signals with available Shop commerce, content, audience, and partnership fields.

▶️ Analyze a submitted TikTok creator list

Run steps

1. Set Input type to Creator handles or Profile URLs.
2. Fill the matching list with at least one public value. The other list is ignored.
3. Choose how many recent public posts to sample, from 1 to 100. A smaller sample means less post data to review.
4. Add an optional campaign or reporting-period label.
5. Start the run and open the dataset link in the Output panel.

The Actor uses public TikTok access and does not require a buyer sign-in. It analyzes one submitted list of one value type in each run. It does not find creators by keyword.

⚙️ Input

Input fields

Field	Type	What it does
target	string	Required. Choose handles or profileUrls. It selects which creator list is used.
creatorHandles	array	Enter at least one TikTok handle. Each value may start with @ and may contain 1 to 24 letters, numbers, periods, underscores, or hyphens. This list is used when target is handles.
creatorProfileUrls	array	Enter at least one public TikTok profile URL. Each item has a required url string. This list is used when target is profileUrls.
creatorProfileUrls[].url	string	A public URL that matches the TikTok profile URL format.
postSampleSize	integer	Sets the number of recent public posts used for engagement calculations. The default is 20, with a minimum of 1 and a maximum of 100.
snapshotLabel	string	Optional campaign or reporting-period label copied to the creator snapshot.

Input notes

Only the list selected by target is used. The matching list needs at least one value. A handle can use an optional leading @. A profile URL must use https://www.tiktok.com/@... or the matching www-free form. The sample size is bounded so the output shows how many posts were requested and how many were used.

Successful beta input

This is the public input from a successful current-beta QA run:

{
  "target": "profileUrls",
  "creatorProfileUrls": [
    {
      "url": "https://www.tiktok.com/@tiktok"
    }
  ],
  "postSampleSize": 1,
  "snapshotLabel": "qa-coverage"
}

🧾 Output

Dataset link

The Output panel provides a link to the default dataset. Each successful row follows the creator analysis shape below. The shop object contains fields only when TikTok Shop data is available. snapshotLabel appears when you provide one. The top-level required fields are creator and analyzedAt.

Creator analysis fields

Field	Type	What it does
creator	object	Public profile identity and account context.
creator.handle	string	Creator handle without the leading @ when returned.
creator.displayName	string	Name shown on the creator profile.
creator.bio	string	Biography shown on the creator profile.
creator.profileUrl	string	Public TikTok profile URL.
creator.avatarUrl	string	Public profile avatar URL when available.
creator.region	string	Source region for the creator account when available.
creator.userId	string	Stable TikTok account ID when the source provides it.
creator.isVerified	boolean	Whether the source marks the account as verified.
creator.isPrivate	boolean	Whether the source marks the account as private.
creator.createdAt	string	Account creation time when the source provides it.
audience	object	Public audience and account totals.
audience.followers	integer	Public follower total.
audience.following	integer	Number of accounts followed by the creator.
audience.totalLikes	integer	Cumulative likes shown for the creator account.
audience.videoCount	integer	Number of public videos shown by the source.
recentPosts	object	Analytics from a bounded sample of recent public posts.
recentPosts.requestedCount	integer	Number of recent posts requested for the sample.
recentPosts.usedCount	integer	Number of posts used in the calculations.
recentPosts.window	object	Time range covered by the sampled posts.
recentPosts.window.from	string	Oldest sampled post time.
recentPosts.window.to	string	Newest sampled post time.
recentPosts.totals	object	Total engagement counters across sampled posts.
recentPosts.totals.views	integer	Total views across sampled posts.
recentPosts.totals.likes	integer	Total likes across sampled posts.
recentPosts.totals.comments	integer	Total comments across sampled posts.
recentPosts.totals.shares	integer	Total shares across sampled posts.
recentPosts.averages	object	Average engagement counters per sampled post.
recentPosts.averages.views	number	Average views per sampled post.
recentPosts.averages.likes	number	Average likes per sampled post.
recentPosts.averages.comments	number	Average comments per sampled post.
recentPosts.averages.shares	number	Average shares per sampled post.
recentPosts.medians	object	Median engagement counters across sampled posts.
recentPosts.medians.views	number	Median views per sampled post.
recentPosts.medians.likes	number	Median likes per sampled post.
recentPosts.medians.comments	number	Median comments per sampled post.
recentPosts.medians.shares	number	Median shares per sampled post.
recentPosts.engagement	object	Engagement rate and its calculation method.
recentPosts.engagement.ratePercent	number	Engagement rate as a percent.
recentPosts.engagement.basis	string	Counter used as the rate denominator, such as views or followers.
recentPosts.engagement.formula	string	Formula used to calculate the engagement rate.
recentPosts.posts	array	Public posts used as evidence for the analysis.
recentPosts.posts[]	object	One sampled public post.
recentPosts.posts[].url	string	Public URL of the sampled post.
recentPosts.posts[].publishedAt	string	Post publish time when the source provides it.
recentPosts.posts[].text	string	Post text or caption.
recentPosts.posts[].views	integer	Public view count for the post.
recentPosts.posts[].likes	integer	Public like count for the post.
recentPosts.posts[].comments	integer	Public comment count for the post.
recentPosts.posts[].shares	integer	Public share count for the post.
shop	object	TikTok Shop commerce, content, audience, and partnership data when available.
shop.commerce	object	TikTok Shop sales and attribution data for the source period.
shop.commerce.period	string	Source period for the commerce metrics.
shop.commerce.gmv	object	Gross merchandise value from TikTok Shop.
shop.commerce.gmv.value	number	Exact GMV value when the source provides one.
shop.commerce.gmv.range	string	Source-published GMV range when no exact value is given.
shop.commerce.gmv.currency	string	Currency shown by the source.
shop.commerce.unitsSold	object	Units sold through TikTok Shop.
shop.commerce.unitsSold.value	integer	Exact unit count when the source provides one.
shop.commerce.unitsSold.range	string	Source-published unit range when no exact count is given.
shop.commerce.commissions	object	Commissions reported by TikTok Shop.
shop.commerce.commissions.value	number	Exact commission value when the source provides one.
shop.commerce.commissions.range	string	Source-published commission range when no exact value is given.
shop.commerce.commissions.currency	string	Currency shown by the source.
shop.commerce.gpm	object	Gross profit margin reported by TikTok Shop.
shop.commerce.gpm.ratePercent	number	Exact GPM percent when the source provides one.
shop.commerce.gpm.range	string	Source-published GPM range when no exact percent is given.
shop.commerce.attribution	object	Commerce performance attributed to TikTok Shop surfaces.
shop.commerce.attribution.video	object	Source value attributed to videos.
shop.commerce.attribution.video.value	number	Exact video attribution value when provided.
shop.commerce.attribution.video.range	string	Source-published video attribution range.
shop.commerce.attribution.video.currency	string	Currency shown by the source for video attribution.
shop.commerce.attribution.live	object	Source value attributed to live sessions.
shop.commerce.attribution.live.value	number	Exact live attribution value when provided.
shop.commerce.attribution.live.range	string	Source-published live attribution range.
shop.commerce.attribution.live.currency	string	Currency shown by the source for live attribution.
shop.commerce.attribution.showcase	object	Source value attributed to the product showcase.
shop.commerce.attribution.showcase.value	number	Exact showcase attribution value when provided.
shop.commerce.attribution.showcase.range	string	Source-published showcase attribution range.
shop.commerce.attribution.showcase.currency	string	Currency shown by the source for showcase attribution.
shop.content	object	TikTok Shop video and live content performance.
shop.content.period	string	Source period for content metrics.
shop.content.averageViews	object	Average views reported for Shop content.
shop.content.averageViews.value	number	Exact average view count when provided.
shop.content.averageViews.range	string	Source-published average view range.
shop.content.averageLikes	object	Average likes reported for Shop content.
shop.content.averageLikes.value	number	Exact average like count when provided.
shop.content.averageLikes.range	string	Source-published average like range.
shop.content.averageComments	object	Average comments reported for Shop content.
shop.content.averageComments.value	number	Exact average comment count when provided.
shop.content.averageComments.range	string	Source-published average comment range.
shop.content.averageShares	object	Average shares reported for Shop content.
shop.content.averageShares.value	number	Exact average share count when provided.
shop.content.averageShares.range	string	Source-published average share range.
shop.content.engagementRate	object	Engagement rate reported for Shop content.
shop.content.engagementRate.ratePercent	number	Exact Shop engagement rate percent when provided.
shop.content.engagementRate.range	string	Source-published Shop engagement rate range.
shop.content.contentFrequency	object	How often the creator publishes Shop content.
shop.content.contentFrequency.postsPerWeek	number	Exact weekly post rate when provided.
shop.content.contentFrequency.range	string	Source-published post rate range.
shop.content.contentFrequency.period	string	Source period used for content frequency.
shop.audienceInsights	object	Aggregate audience data reported by TikTok Shop.
shop.audienceInsights.followers	object	Follower total reported by TikTok Shop.
shop.audienceInsights.followers.value	integer	Exact Shop follower total when provided.
shop.audienceInsights.followers.range	string	Source-published Shop follower range.
shop.audienceInsights.ageBands	array	Audience age bands and their shares.
shop.audienceInsights.ageBands[]	object	One age band and its audience share.
shop.audienceInsights.ageBands[].ageRange	string	Age band label from the source.
shop.audienceInsights.ageBands[].sharePercent	number	Audience share for the age band.
shop.audienceInsights.ageBands[].shareRange	string	Source-published audience share range.
shop.audienceInsights.genderMix	array	Audience gender groups and their shares.
shop.audienceInsights.genderMix[]	object	One gender group and its audience share.
shop.audienceInsights.genderMix[].gender	string	Gender label from the source.
shop.audienceInsights.genderMix[].sharePercent	number	Audience share for the gender group.
shop.audienceInsights.genderMix[].shareRange	string	Source-published audience share range.
shop.audienceInsights.topLocations	array	Top audience locations and their shares.
shop.audienceInsights.topLocations[]	object	One audience location and its share.
shop.audienceInsights.topLocations[].location	string	Location label from the source.
shop.audienceInsights.topLocations[].sharePercent	number	Audience share for the location.
shop.audienceInsights.topLocations[].shareRange	string	Source-published location share range.
shop.partnerships	object	Product, brand, and promotion context from TikTok Shop.
shop.partnerships.productCategories	array	Product categories linked to the creator.
shop.partnerships.productCategories[]	string	One product category.
shop.partnerships.categoryMix	array	Product categories and their reported shares.
shop.partnerships.categoryMix[]	object	One product category and its share.
shop.partnerships.categoryMix[].category	string	Product category.
shop.partnerships.categoryMix[].sharePercent	number	Reported share for the category.
shop.partnerships.categoryMix[].shareRange	string	Source-published category share range.
shop.partnerships.brandCollaborations	array	Brands linked to the creator through Shop activity.
shop.partnerships.brandCollaborations[]	object	One brand collaboration.
shop.partnerships.brandCollaborations[].brandName	string	Collaborating brand name.
shop.partnerships.brandCollaborations[].productName	string	Linked product name when provided.
shop.partnerships.brandCollaborations[].productUrl	string	Public product URL when provided.
shop.partnerships.promotedProducts	array	Products promoted by the creator when the source provides them.
shop.partnerships.promotedProducts[]	object	One promoted product.
shop.partnerships.promotedProducts[].productName	string	Promoted product name.
shop.partnerships.promotedProducts[].brandName	string	Promoted product brand when provided.
shop.partnerships.promotedProducts[].productUrl	string	Public product URL when provided.
shop.partnerships.promotedPosts	array	Performance signals for promoted posts.
shop.partnerships.promotedPosts[]	object	One promoted post signal.
shop.partnerships.promotedPosts[].postUrl	string	Public URL of the promoted post.
shop.partnerships.promotedPosts[].views	integer	Public view count for the promoted post.
shop.partnerships.promotedPosts[].likes	integer	Public like count for the promoted post.
shop.partnerships.promotedPosts[].comments	integer	Public comment count for the promoted post.
shop.partnerships.promotedPosts[].shares	integer	Public share count for the promoted post.
analyzedAt	string	Time when the creator analysis was completed.
sourceUpdatedAt	string	Source update time when the source provides it.
snapshotLabel	string	Optional campaign or reporting-period label for the snapshot.

Genuine current-beta row

This row came from the successful beta run with a 20-post sample. It is shortened only to keep the nested recentPosts.posts array small. The string value "..." marks the omitted real post array. All other shown keys, values, and order come from that public dataset row.

{
  "creator": {
    "handle": "tiktok",
    "profileUrl": "https://www.tiktok.com/@tiktok",
    "displayName": "TikTok",
    "bio": "One TikTok can make a big impact",
    "avatarUrl": "https://p19-common-sign.tiktokcdn-us.com/tos-useast5-avt-0068-tx/ba67b11de451691939223e9d978e613a~tplv-tiktokx-cropcenter:1080:1080.jpeg?dr=9640&refresh_token=ef43bab7&x-expires=1787781600&x-signature=DsY%2Fj38TmXfpBfa5Lkc5yg5laQQ%3D&t=4d5b0474&ps=13740610&shp=a5d48078&shcp=81f88b70&idc=useast8",
    "userId": "107955",
    "isVerified": true,
    "isPrivate": false,
    "createdAt": "2015-02-28T17:22:29.000Z"
  },
  "audience": {
    "followers": 95400000,
    "following": 0,
    "totalLikes": 462900000,
    "videoCount": 1494
  },
  "recentPosts": {
    "requestedCount": 20,
    "usedCount": 20,
    "window": {
      "from": "2026-07-17T22:10:04.000Z",
      "to": "2026-08-20T15:22:21.000Z"
    },
    "totals": {
      "views": 87327000,
      "likes": 467307,
      "comments": 45937,
      "shares": 23057
    },
    "averages": {
      "views": 4366350,
      "likes": 23365.35,
      "comments": 2296.85,
      "shares": 1152.85
    },
    "medians": {
      "views": 344250,
      "likes": 10060.5,
      "comments": 1492,
      "shares": 633.5
    },
    "engagement": {
      "ratePercent": 0.6141296506235185,
      "basis": "views",
      "formula": "(likes + comments + shares) / views * 100"
    },
    "posts": "..."
  },
  "analyzedAt": "2026-08-24T22:38:49.483Z",
  "shop": {
    "content": {
      "averageViews": {
        "value": 2573538.9
      },
      "engagementRate": {
        "ratePercent": 11.8
      }
    },
    "audienceInsights": {
      "followers": {
        "value": 94448876
      }
    }
  },
  "sourceUpdatedAt": "2026-06-22T00:00:00.000Z"
}

💳 Pricing

Creator analysis event

This Actor uses pay-per-event pricing. The Creator analysis event costs $0.00001 for each successfully returned normalized analysis of a public TikTok creator profile. There is no separate event for nested recent posts or available Shop fields. The local pricing contract does not describe a creator event for an unsuccessful or incomplete analysis.

🔌 Integrations

Dataset workflow

Use the dataset link from the Output panel after the run. This video shows an Apify workflow:

❓ FAQ

Why can the used post count differ from the requested count?

The row shows both requestedCount and usedCount, along with the sample window. The calculation uses the recent public posts available to the analysis.

Can I send handles and profile URLs in one run?

No. Choose one target value for the run and fill the matching list. The other list is ignored.

Does the Actor analyze private or login-gated data?

No. It uses public TikTok profile and post data. It does not bypass privacy controls or expose private Creator Center data.

Why are some TikTok Shop fields missing?

Shop fields depend on what the source publishes for a creator and period. The Actor does not promise every Shop field, region, or creator will have the same enrichment.

Are Shop sales values always exact?

No. When the source publishes a range, the output keeps that range. The Actor does not turn a range into an invented exact value.

Can I compare snapshots automatically?

No. snapshotLabel adds a campaign or reporting-period label to the row. The Actor does not keep cross-run history or calculate historical changes. Store datasets and compare them in your own workflow.

Does the Actor find creators for me?

No. Submit the TikTok handles or public profile URLs you want to analyze. Creator discovery and keyword search are outside this Actor's scope.

How is the recent engagement rate calculated?

The row includes ratePercent, basis, and formula. The basis can be views or followers, and the formula shows the counters used for that row.

Do I need a TikTok login?

No buyer sign-in is required for supported public profiles. Private or access-controlled data is not included.

📝 Changelog

0.0: Initial release

🆘 Support

For issues, questions, or feature requests, file a ticket and I'll fix or implement it in less than 24h 🫡

🔗 Related Actors

• Social Media Stats Checker checks follower and profile fields across several public social platforms.
• Influencer Scraper finds public influencer profiles across TikTok, Instagram, and YouTube.
• TikTok Search Scraper finds public TikTok creators or videos from search keywords.
• TikTok Profile Intelligence provides a profile-focused workflow for public TikTok posts and engagement metrics.
• TikTok Profile Scraper - Followers, Bio, Likes & Engagement focuses on public profile totals, bios, and engagement fields for known profiles.

Made with ❤️ by Maxime Dupré