How to Scrape TikTok Data with Apify (2026 Guide for Marketers)
TikTok data — trending hashtags, video performance, creator stats, sound usage — is gold for content strategy. But TikTok does not expose this data through an official API for most marketers. Apify's TikTok scraping actors collect it: hashtag trends, video metadata, profile stats and sound data. This guide covers the workflow and how to turn TikTok data into content decisions.
The use case: before planning your next TikTok campaign, scrape the trending hashtags and top-performing videos in your niche. Data-driven content strategy beats guessing.
Quick answer: how to scrape TikTok with Apify
- Go to Apify Store and search "TikTok" — Go to Apify Store and search "TikTok"
- Choose an actor TikTok Scraper (hashtag/profile/sound), TikTok Trend Scraper, or TikTok Comment Scraper
- Configure input hashtags, profile URLs, or sound URLs
- Set max results and concurrency — Set max results and concurrency
- Run the actor — it collects video metadata, engagement stats, creator info — Run the actor — it collects video metadata, engagement stats, creator info
- Export as CSV/JSON — Export as CSV/JSON
- Analyze sort by engagement rate, identify trending formats, map content gaps
Apify
4.7Verified partnerWeb scraping and automation platform — Free / $49/mo Starter
Available TikTok actors on Apify
- TikTok Scraper: scrape by hashtag, username, or sound URL. Returns video data (views, likes, comments, shares), creator stats, sound info.
- TikTok Trend Scraper: scrape current trending content by region and category.
- TikTok Comment Scraper: scrape comments from specific videos for sentiment analysis and audience research.
- TikTok Profile Scraper: scrape full profile data (follower count, total likes, video count, bio).
Data fields you can collect
- Video: views, likes, comments, shares, saves, duration, creation date, sound used
- Creator: username, follower count, following count, total likes, bio, profile URL
- Hashtag: view count, video count, trending status
- Sound: sound name, author, original video count, total view count
- Comments: text, author, likes, creation date (for sentiment analysis)
Marketing use cases for TikTok data
The data becomes actionable in these workflows:
- Content gap analysis: scrape your competitors' TikTok profiles, sort by engagement, identify their top formats — then make better versions
- Hashtag strategy: scrape hashtag view counts to find high-reach tags with manageable competition
- Trend detection: scrape trending sounds and formats weekly to stay ahead of content trends
- Influencer identification: scrape profiles in your niche, filter by follower count and engagement rate
- Audience research: scrape comments on top videos in your niche for sentiment and pain points
- Performance benchmarking: compare your TikTok metrics against scraped competitor data
The highest-ROI workflow: scrape 5 competitors' profiles (200 videos total), sort by engagement rate, identify the top 10 formats, and produce your version of each within a week. Data-driven content beats creative guessing.
Apify
4.7Verified partnerWeb scraping and automation platform — Free / $49/mo Starter
Rate limits and safe scraping
TikTok has anti-scraping measures but is less aggressive than LinkedIn. Apify's TikTok actors handle rate limiting automatically. Best practices: keep concurrency at 1-5, do not scrape more than 5,000 videos per run, and add delays between requests (actors handle this by default).
Turning scraped data into content strategy
- Export scraped video data to CSV — Export scraped video data to CSV
- Calculate engagement rate (likes + comments + shares) / views * 100
- Sort by engagement rate descending — the top 10% are your format templates — Sort by engagement rate descending — the top 10% are your format templates
- Identify patterns common hooks, video lengths, sound choices, caption styles
- Map each top-performing format to your product or message — Map each top-performing format to your product or message
- Produce 3-5 videos per winning format using CapCut templates — Produce 3-5 videos per winning format using CapCut templates
- Publish and measure — compare your engagement to the scraped benchmark — Publish and measure — compare your engagement to the scraped benchmark
TikTok data scraping with Apify turns content strategy from guessing to data-driven. Scrape your niche, identify winning formats, and produce your versions with CapCut. The combination of Apify (data) + CapCut (production) is a competitive advantage for any TikTok marketing team.
FAQ
Can I scrape TikTok with Apify?
Yes. Apify offers multiple TikTok scraping actors in its Store: TikTok Scraper (by hashtag, username or sound), TikTok Trend Scraper, TikTok Comment Scraper and TikTok Profile Scraper. They collect video metadata, engagement stats, creator info and comment data.
What data can I get from TikTok scraping?
Video data (views, likes, comments, shares, saves, duration, sound used), creator data (username, follower count, total likes, bio), hashtag data (view count, video count) and comment data (text, author, likes). The exact fields depend on the actor and TikTok's current data exposure.
Is scraping TikTok legal?
Scraping public TikTok data (videos visible without login) is generally legal. TikTok's Terms of Service restrict automated access, so use dedicated accounts, respect rate limits, and use the data for legitimate business purposes (content strategy, market research). Always consult legal counsel for your jurisdiction.
How much does it cost to scrape TikTok with Apify?
On Apify Pro ($49/mo), scraping 1,000 TikTok videos typically costs $0.25-1.00 in compute time. A monthly workflow of 5,000 videos/week costs roughly $5-20 in compute — well within the $49 Pro credit. No proxy costs typically required for TikTok.
How do marketers use TikTok scraped data?
Content gap analysis (scrape competitors, sort by engagement, identify top formats), hashtag strategy (find high-reach tags with manageable competition), trend detection (weekly trending sounds and formats), influencer identification (filter by engagement rate) and audience research (scrape comments for sentiment and pain points).
Tools mentioned in this article
Affiliate links — we may earn a commission at no cost to you.
Apify
4.7Verified partnerWeb scraping and automation platform — Free / $49/mo Starter