TikTok Hashtag Analytics Scraper

TikTok Hashtag Analytics Scraper

Scrape TikTok hashtag analytics for any hashtag or the top trending list, up to a million per run. Every hashtag comes with post counts, view counts, trend history, and optional cross-platform momentum. No login or API key. Export to CSV, JSON, Excel, or XML.

TikTok's official API needs an app registration, OAuth, and rate-limits you. This reads the public TikTok Creative Center directly, filtered by country and time period, and returns each hashtag in one fixed schema. Get TikTok hashtag analytics without the TikTok API.

Who uses it	What they scrape TikTok for
Market researchers	Which hashtags are trending in a niche this week
Social media managers	Which hashtags to add to a content calendar
Influencer marketing teams	Which hashtags their target creators already use
E-commerce sellers	Which product-related hashtags are gaining momentum
SEO analysts	Which TikTok hashtags also trend on Google or YouTube

What it does

This Actor collects TikTok hashtag analytics by specific hashtag name or the top trending list, and returns each hashtag as a flat row.

• 🔍 Specific hashtag lookup: feed it a list of hashtag names and get analytics for each one.
• 📈 Trending hashtags list: get the top trending hashtags for a country and time period.
• 🌍 Country filter: pick from 50 supported TikTok Creative Center countries.
• ⏱ Time period filter: 7, 30, or 120 days of trend data.
• ✨ Optional enrichment: add cross-platform momentum from Google, YouTube, and Amazon per hashtag.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with TikTok data

📊 Track hashtag trends over time.

A market researcher runs the trending mode for the US over 30 days to see which hashtags are rising and which are fading.

🎯 Find hashtags for a content calendar.

A social media manager looks up 20 niche hashtags to pick the ones with the highest post counts and recent momentum.

🤝 Vet influencer partnerships.

An influencer marketing team checks which hashtags a creator's audience already uses before signing a deal.

🛒 Spot product trends early.

An e-commerce seller monitors product-related hashtags across countries to see where demand is growing.

🔗 Connect TikTok to Google trends.

An SEO analyst enables enrichment to see which TikTok hashtags also trend on Google and YouTube.

Why choose this scraper

	What you get
No TikTok API	Reads the public TikTok Creative Center, no app registration or OAuth
Trend history	7, 30, or 120 days of post and view counts per hashtag
Cross-platform context	Optional enrichment adds Google, YouTube, and Amazon momentum
Flat rows	One hashtag per row, ready for CSV, JSON, Excel, or XML

How it compares

This Actor focuses on TikTok hashtag analytics from the Creative Center, while the competitors below scrape videos, profiles, and posts by URL or search query.

Feature	ParseForge	TikTok Scraper	TikTok Data Extractor	TikTok Profile Scraper
Hashtag analytics from Creative Center	Yes	Not listed	Not listed	Not listed
Trending hashtags list	Yes	Not listed	Not listed	Not listed
Specific hashtag lookup by name	Yes	Not listed	Not listed	Not listed
Country filter	Yes	Not listed	Not listed	Not listed
Time period filter (7/30/120 days)	Yes	Not listed	Not listed	Not listed
Cross-platform enrichment (Google, YouTube, Amazon)	Yes	Not listed	Not listed	Not listed
Scrape TikTok videos by URL or search	Not listed	Yes	Yes	Yes

Configure the run

Drive the Actor from specific hashtag names or the trending list, and filters run as each hashtag is read so only matches reach your dataset. The Input tab lists every parameter.

A first run with the defaults:

{
 "mode": "specificHashtags",
 "maxItems": 10,
 "hashtags": [
 "marketing",
 "springbreak",
 "digitalmarketing"
 ],
 "period": 7,
 "countryCode": "US"
}

A larger pull:

{
 "mode": "specificHashtags",
 "maxItems": 200,
 "hashtags": [
 "marketing",
 "springbreak",
 "digitalmarketing"
 ],
 "period": 7,
 "countryCode": "US"
}

Pricing

Pay-per-result: $0.01599 per result collected. You pay only for the results written to your dataset.

Results collected	Approximate cost
100 results	$1.60
1,000 results	$15.99
10,000 results	$159.90

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

1. Create a free Apify account with $5 in credit.
2. Open the TikTok Hashtag Analytics Scraper.
3. Set your inputs and any filters, then click Start.
4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to TikTok through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

$claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/tiktok-hashtag-analytics-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check that your hashtag names are spelled correctly and do not include the # symbol. Also verify the country code is one of the supported values in the dropdown.

Why did the run fail with an invalid country code?

Only the country codes listed in the dropdown are supported. Pick one from the list, such as US, GB, DE, or JP.

Why am I getting rate-limited?

Lower the max concurrency setting. Start with 3 or 5 and increase only if the run completes without errors.

Why is enrichment not working?

Make sure you have toggled 'Enrich each hashtag' on and selected a valid MCP connector. If the connector is not authorized, click '+' to authorize it first.

Why are my results different from the TikTok app?

The TikTok Creative Center data may lag the app by a few hours. Also check that you are using the same country and time period.

FAQ

Question	Answer
Do I need a TikTok account or API key?	No. This Actor reads the public TikTok Creative Center, so no login, app registration, or API key is required.
What data do I get for each hashtag?	Each row includes the hashtag name, post count, view count, trend history for the selected period, and country. If you enable enrichment, it also adds cross-platform momentum from Google, YouTube, and Amazon.
Can I get the top trending hashtags instead of specific ones?	Yes. Set mode to 'Trending Hashtags' and the Actor returns the top trending list for your chosen country and time period.
Which countries are supported?	50 countries are supported, including the US, UK, Germany, France, Japan, Brazil, India, and more. Only the codes in the dropdown work.
What time periods can I analyze?	You can choose 7, 30, or 120 days of trend data per hashtag.
How many hashtags can I scrape in one run?	Up to 1,000,000 results per run. For specific hashtags, that is the number of hashtags you provide. For trending mode, it is the top N from the list.
What is the enrichment option?	Enrichment adds cross-platform momentum and growth rates from TikTok, Google, YouTube, and Amazon to each hashtag. It is off by default and requires an MCP connector.
How do I set up enrichment?	Toggle 'Enrich each hashtag' on, then pick a connector. The Trends MCP is recommended for cross-platform momentum, or DataForSEO for Google SERP rank and Amazon results.
Can I export the data?	Yes. Export to CSV, JSON, Excel, or XML directly from the Apify dataset.
Is this a free TikTok scraper?	The Actor runs on the Apify platform, which has a free tier. Enrichment is off by default so you only pay for what you enable.
What is the difference between this and the TikTok Scraper?	This Actor focuses on hashtag analytics from the TikTok Creative Center. The TikTok Scraper extracts videos, profiles, and posts by URL or search query.
Can I schedule this Actor to run daily?	Yes. Use Apify's scheduler to run it daily, weekly, or on any cron schedule and get fresh hashtag analytics automatically.

Related actors

Browse the full ParseForge collection for more scrapers.

🆘 Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

⚠️ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by TikTok Inc. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.