Tiktok Trending Creator Insights Scraper

Tiktok Trending Creator Insights Scraper

Tiktok Trending Creator Insights Scraper is an Apify actor that collects real-time data on trending TikTok creators by country and saves structured creator profiles with top video metrics. It solves the pain of manual discovery by letting marketers, developers, analysts, and researchers sort creators by popularity, follower counts, or engagement signal and export clean JSON/CSV/Excel for fast analysis at scale. With country targeting, follower-range filtering, and automatic proxy fallback, it enables reliable, production-grade creator scouting and trend monitoring.

What data / output can you get?

The actor pushes a structured JSON record for each creator and their top items (videos). Below are the exact fields you’ll receive:

Data field	Description	Example value
tcm_id	TikTok Creator Marketplace identifier	"7149226661198692357"
user_id	TikTok user ID	"217832214494003200"
nick_name	Display name on TikTok	"Chloë 💘💞💗"
avatar_url	Profile image URL	"https://p16-sign-sg.tiktokcdn.com/..."
country_code	Two-letter country code	"FR"
follower_cnt	Total followers	552309
liked_cnt	Total likes across profile	79997825
tt_link	TikTok profile link	"https://www.tiktok.com/@chloegervais15"
tcm_link	Creator’s TCM profile link	"https://creatormarketplace.tiktok.com/ad#/author/714..."
items[].item_id	Video/item ID	"7340988525703154946"
items[].cover_url	Cover thumbnail URL	"https://p16-sign-sg.tiktokcdn.com/..."
items[].tt_link	Direct video URL	"https://www.tiktok.com/@author/video/7340988525703154946"
items[].vv	Video views	3727747
items[].liked_cnt	Video likes	127590
items[].create_time	Unix timestamp of video creation	1709207089

Notes:

• Results are saved to the Apify dataset, so you can export to JSON, CSV, Excel, or via API.
• Each creator record includes an items array for top-performing videos.

Key features

• ⚡ Dynamic session headers for reliability
  Automatically generates fresh “user-sign” and “web-id” headers via Playwright for stable access to TikTok Creative Center endpoints.

• 🛡️ Smart proxy & fallback logic
  Uses your Apify Proxy settings from the start (when enabled) and auto-fallbacks to residential proxies if requests are blocked (e.g., 403/429), improving success rates.

• 🌍 Country targeting
  Select from supported countries (e.g., United States, United Kingdom, Japan, Brazil, etc.) to focus on local creator trends.

• 🎯 Flexible sorting modes
  Choose sortBy from "popularity" (mapped to avg_views), "follower", "engagement", or "avg_views" to rank creators according to your goals.

• 📊 Follower-range filtering
  Filter creators by followerCount buckets: "10K-100K", "100K-1M", "1M-10M", ">10M" to match campaign tiers or audience size.

• 📦 Structured, analytics-ready output
  Clean JSON with creator-level fields and nested items[] makes it easy to feed BI tools, dashboards, or ML workflows.

• 🔌 Apify-native integrations
  Access results programmatically via the Apify API or export to JSON/CSV/Excel for downstream processing.

• 🔒 Production-ready & no login required
  No credentials or cookie inputs are needed. The actor is designed for repeatable runs with robust retry and pagination handling.

How to use Tiktok Trending Creator Insights Scraper - step by step

1. Create or log in to your Apify account
   Open your Apify dashboard to run the actor.

2. Add the actor to your workspace
   Search for “Tiktok Trending Creator Insights Scraper” and open it.

3. Configure targeting and sorting

   • Set countryCode (e.g., "United States")
   • Choose sortBy ("popularity", "follower", "engagement", or "avg_views")

4. (Optional) Apply follower-range filter
   Use followerCount (e.g., "100K-1M") to limit results to specific audience tiers.

5. Set scraping limits
   Adjust maxItems (default 100, up to 1000) to control the number of creators.

6. Configure proxy (recommended on blocks)
   In proxyConfiguration, enable useApifyProxy and optionally select RESIDENTIAL if you encounter 403/429 or “0 creators” on shared IPs.

7. Run the actor
   Click Start. The run will fetch dynamic headers, paginate through creators, and push structured results to the dataset.

8. Download or integrate results
   Export the dataset to JSON/CSV/Excel from the Apify UI or fetch programmatically via the Apify API for automation.

Pro tip: For best consistency on stricter regions, enable Apify Residential proxies in proxyConfiguration to reduce blocks and maximize throughput.

Use cases

Use case	Description
Influencer marketing sourcing	Identify creators by country and follower tier, then export structured profiles for outreach and collaboration.
Trend and campaign research	Track who’s trending in a market by sorting on popularity (avg_views) and analyzing top items[].
Data enrichment for dashboards	Pipe JSON output into BI tools to monitor creator performance and pipeline health.
API-based lead pipelines	Pull datasets via Apify API on schedules to keep internal databases fresh with creator profiles and video metrics.
Academic or market research	Build structured datasets of creators and their top video stats for comparative studies.
Benchmarking & scouting	Compare creators by follower_cnt and video vv across regions to prioritize partnerships.

Why choose Tiktok Trending Creator Insights Scraper?

Built for precision and reliability, this actor delivers clean, structured creator data with resilient access techniques.

• ✅ Accurate session handling using dynamic headers (Playwright-based)
• 🌍 Country-scoped discovery with flexible sorting and follower ranges
• ⚙️ Scalable runs with maxItems control and robust pagination
• 🔌 Developer-friendly: export via JSON/CSV/Excel or Apify API
• 🛡️ Safer than brittle browser extensions thanks to proxy fallback and retries
• 💰 Cost-effective, automation-ready, and easy to integrate into existing workflows

Bottom line: a stable, production-ready TikTok creator discovery workflow—without the headaches of manual scraping.

Is it legal / ethical to use Tiktok Trending Creator Insights Scraper?

Yes—when used responsibly. This actor is designed to access publicly available creator data and does not require authentication.

Guidelines for compliant use:

• Collect only public information and respect TikTok’s Terms of Service.
• Adhere to privacy and data-protection regulations (e.g., GDPR, CCPA).
• Do not attempt to access private profiles or restricted content.
• Consult your legal team for edge cases or specific jurisdictions.

Input parameters & output format

Example JSON input

{
  "countryCode": "United States",
  "sortBy": "popularity",
  "followerCount": "100K-1M",
  "maxItems": 100,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}

Parameters

• countryCode (string, required)
  Description: Country to scrape. Supported values include Australia, Brazil, Canada, Egypt, France, Germany, Indonesia, Israel, Italy, Japan, Malaysia, Philippines, Russia, Saudi Arabia, Singapore, South Korea, Spain, Taiwan, Thailand, Turkey, United Arab Emirates, United Kingdom, United States, Vietnam.
  Default: "United States"

• sortBy (string, required)
  Description: Sort the results by. Popularity = average views (most reliable). Allowed: "popularity", "follower", "engagement", "avg_views".
  Default: "popularity"

• followerCount (string, optional)
  Description: Filter creators by follower count range. Allowed: "10K-100K", "100K-1M", "1M-10M", ">10M".
  Default: None

• maxItems (integer, optional)
  Description: Maximum number of items (creators) to scrape (1–1000).
  Default: 100

• proxyConfiguration (object, optional)
  Description: Your proxy configuration from Apify. When enabled, the actor uses proxy from the start (headers + API requests), which helps avoid 40101 / 0 creators on Apify. If TikTok blocks, the actor will fallback to residential proxy. The editor supports useApifyProxy and apifyProxyGroups.
  Default: None (prefill: useApifyProxy=false, apifyProxyGroups=[])

Example JSON output

{
  "tcm_id": "7149226661198692357",
  "user_id": "217832214494003200",
  "nick_name": "Chloë 💘💞💗",
  "avatar_url": "https://p16-sign-sg.tiktokcdn.com/...",
  "country_code": "FR",
  "follower_cnt": 552309,
  "liked_cnt": 79997825,
  "tt_link": "https://www.tiktok.com/@chloegervais15",
  "tcm_link": "https://creatormarketplace.tiktok.com/ad#/author/7149226661198692357",
  "items": [
    {
      "item_id": "7340988525703154946",
      "cover_url": "https://p16-sign-sg.tiktokcdn.com/...",
      "tt_link": "https://www.tiktok.com/@author/video/7340988525703154946",
      "vv": 3727747,
      "liked_cnt": 127590,
      "create_time": 1709207089
    }
  ]
}

Notes:

• Required output keys: tcm_id, user_id, nick_name, avatar_url, country_code, follower_cnt, liked_cnt, tt_link, tcm_link, items.
• Some fields may be empty strings or 0 if not present in the source.

Related tools

Category	Tool
🎯 Ads & Trends	Tiktok Ads Scraper
🔍 Profile Data	Tiktok Profile Scraper
📈 Trending Videos	Tiktok Trending Videos Scraper
🧵 Comments	Tiktok Comments Scraper
🔎 Search	Tiktok Search Scraper
🏷️ Hashtags	Tiktok Hashtag Scraper
📊 Hashtag Insights	Tiktok Trending Hashtags Analytics Scraper
👤 User Profiles	TikTok User Profile Scraper

FAQ

Does this scraper collect follower and like counts?

Yes. Each creator record includes follower_cnt and liked_cnt, along with profile links and country_code. It also includes top items[] with per-video metrics such as vv (views) and liked_cnt.

Can I sort creators by popularity or followers?

Yes. Use sortBy with "popularity" (mapped internally to avg_views), "follower", "engagement", or "avg_views" to control ranking.

Do I need to log in or provide cookies?

No. The actor generates dynamic headers and works with public endpoints; no login or cookies are required in the input.

How many creators can I scrape per run?

You can set maxItems up to 1000. The actor paginates results and stops when it reaches your limit or the end of available pages.

What if I get blocked or see 0 creators?

Enable proxyConfiguration with useApifyProxy. The actor will start with your proxy and can automatically fallback to residential proxies if TikTok returns blocks (e.g., 403/429).

Which countries are supported?

countryCode supports a predefined list including United States, United Kingdom, Japan, Brazil, Germany, France, and more (see the full enum in the input form).

What formats can I export to?

All results go to the Apify dataset, which you can export as JSON, CSV, or Excel, or access via the Apify API.

What video metrics are included?

Each items[] entry includes item_id, cover_url, tt_link, vv (views), liked_cnt (likes), and create_time (timestamp).

Final thoughts

Tiktok Trending Creator Insights Scraper is built to unlock fast, reliable discovery of trending creators with clean, structured output. With country targeting, flexible sorting, follower-range filtering, and resilient proxy handling, it streamlines influencer scouting and trend analysis for marketers, developers, analysts, and researchers. Export via JSON/CSV/Excel or integrate through the Apify API to automate pipelines. Start extracting smarter creator insights at scale—without manual effort or unstable tools.