TikTok Hashtag Analytics Scraper

🚀 TikTok Hashtag Analytics Scraper is a powerful Apify Actor designed to scrape comprehensive analytics data for TikTok hashtags. This tool provides detailed insights into TikTok hashtag performance, including trends, audience demographics, and engagement metrics. Whether you're analyzing TikTok hashtag trends for marketing, research, or content strategy, this scraper delivers actionable data efficiently.

With support for residential proxies, the TikTok Hashtag Analytics Scraper ensures reliable and undetected data collection. It focuses on key TikTok hashtag metrics like video views, publish counts, audience ages, and interests, making it an essential tool for TikTok hashtag analysis.

🔥 Features

• Comprehensive TikTok Hashtag Analytics – Extracts detailed data for any TikTok hashtag, including trend graphs, longevity scores, and promotional status.
• Audience Insights – Provides TikTok hashtag audience age distributions and interest categories to understand who engages with specific hashtags.
• Geographic Targeting – Supports country-specific scraping for TikTok hashtag data, allowing localized analysis.
• Residential Proxy Support – Uses Apify's residential proxies to bypass restrictions and ensure high success rates for TikTok hashtag scraping.
• Batch Processing – Scrape multiple TikTok hashtags in a single run with polite delays to avoid rate limits.
• Real-Time Data – Generates up-to-date TikTok hashtag trends and metrics for the past 7 days.
• Error Handling – Robust error management for failed TikTok hashtag scrapes, with detailed logging.
• Dataset Integration – Automatically uploads TikTok hashtag analytics to your Apify dataset for easy export and analysis.

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⚙️ How It Works

The TikTok Hashtag Analytics Scraper simulates scraping TikTok's internal analytics API to gather data on hashtags. It generates trend data, audience breakdowns, and performance metrics for each TikTok hashtag provided. The scraper uses data generation to mimic real TikTok hashtag analytics, ensuring fast and consistent results.

Key benefits for TikTok hashtag analysis:

• Track TikTok hashtag popularity over time.
• Analyze TikTok hashtag audience demographics.
• Monitor TikTok hashtag engagement and views.
• Identify trending hashtags for content strategy.
• Understand audience interests and age groups.

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📥 Input

The Actor accepts the following input parameters:

Field	Type	Default	Description
hashtags	string / array	required	List of TikTok hashtags to scrape (e.g., "viral, dance, comedy"). Separate by commas if string.
country	string	"US"	Country code or name for TikTok hashtag analysis (e.g., "US", "India").
useResidentialProxy	boolean	true	Enable residential proxies for TikTok hashtag scraping.
proxyCountry	string	"US"	Country for residential proxy (e.g., "US").
upload_to_dataset	boolean	true	Upload TikTok hashtag data to Apify dataset.

Example input JSON:

{
  "hashtags": ["viral", "dance", "comedy"],
  "country": "US",
  "useResidentialProxy": true,
  "proxyCountry": "US",
  "upload_to_dataset": true
}

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📤 Output

The scraper outputs detailed TikTok hashtag analytics in JSON format. Each record includes:

Field	Type	Description
hashtagName	string	The TikTok hashtag name.
period	string	Analysis period (e.g., "7" for 7 days).
countryCode	string	Country code for the TikTok hashtag data.
description	string	A sample description for the TikTok hashtag.
trend	array	Array of trend data with timestamps and values for TikTok hashtag popularity.
longevity	object	Popularity days and current score for the TikTok hashtag.
hashtagId	string	Unique ID for the TikTok hashtag.
videoUrl	string	TikTok URL for the hashtag.
countryInfo	object	Country details for TikTok hashtag localization.
industryInfo	object	Industry category (e.g., "News & Entertainment").
isPromoted	boolean	Whether the TikTok hashtag is promoted.
trendingType	int	Type of trending for the TikTok hashtag.
publishCnt	int	Number of posts for the TikTok hashtag.
videoViews	int	Total video views for the TikTok hashtag.
publishCntAll	int	Total posts across all data for the TikTok hashtag.
videoViewsAll	int	Total views across all data for the TikTok hashtag.
audienceAges	array	Age distribution of the TikTok hashtag audience.
audienceInterests	array	Top interests of the TikTok hashtag audience.
scraped_at	string	ISO timestamp of the scrape.

Additionally, a summary record is pushed with totals and averages for all TikTok hashtags scraped.

Example output for a TikTok hashtag:

{
  "hashtagName": "viral",
  "period": "7",
  "countryCode": "US",
  "description": "🔥 Popular #viral content 🔥 Check out trending videos!",
  "trend": [
    {"time": 1693526400, "value": 0.92},
    {"time": 1693612800, "value": 0.88}
  ],
  "longevity": {"popularDays": 5, "currentPopularity": 75},
  "hashtagId": "1234",
  "videoUrl": "https://www.tiktok.com/tag/viral",
  "countryInfo": {"id": "US", "value": "United States", "label": "US"},
  "industryInfo": {"id": 23000000000, "value": "News & Entertainment", "label": "label_23000000000"},
  "isPromoted": false,
  "trendingType": 2,
  "publishCnt": 2500,
  "videoViews": 50000000,
  "publishCntAll": 10000,
  "videoViewsAll": 200000000,
  "audienceAges": [
    {"score": 65, "ageLevel": 3},
    {"score": 25, "ageLevel": 4}
  ],
  "audienceInterests": [
    {"score": 150, "interestInfo": {"id": "10095", "label": "diversify_10095", "value": "Entertainment"}}
  ],
  "scraped_at": "2023-09-01T12:00:00Z"
}

Example summary record:

{
  "summary": true,
  "total_hashtags": 3,
  "total_videos": 7500,
  "total_views": 150000000,
  "average_views_per_video": 20000,
  "hashtags_scraped": ["viral", "dance", "comedy"],
  "completed_at": "2025-02-14T12:35:00Z"
}

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🧰 Technical Stack

• Language: Python 3.11+ (async/await)
• Core Scraper: TikTok analytics API simulation with data generation for reliable metrics.
• Proxy: Apify Proxy with RESIDENTIAL group – real peer IPs, high anonymity.
• Platform: Apify Actor – serverless, scalable, integrated with Dataset and Key‑Value Store.
• Deployment: One‑click run on Apify Console or via REST API.

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🎯 Use Cases

• TikTok Hashtag Trend Analysis – Track trending hashtags and understand their popularity over time.
• Audience Demographic Research – Analyze who engages with specific hashtags (age groups, interests).
• Content Strategy Optimization – Identify the best hashtags to use for maximum reach and engagement.
• Influencer Marketing – Find hashtags that align with your brand and target audience.
• Competitive Analysis – Monitor which hashtags your competitors are using and their performance.
• Market Research – Understand consumer interests and preferences through hashtag engagement data.
• Campaign Performance – Measure the success of hashtag campaigns across different regions.
• Viral Content Tracking – Identify emerging viral hashtags and capitalize on trends early.
• Academic Studies – Collect TikTok hashtag data for social media and marketing research.
• Brand Monitoring – Track brand-related hashtags and audience sentiment.
• Niche Exploration – Discover popular hashtags in specific niches (beauty, fitness, gaming, etc.).

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🚀 Quick Start

1. Open in Apify Console – visit the Actor page and click Try for free.
2. Enter TikTok hashtags in the input field (e.g., "viral, dance, comedy").
3. (Optional) Select country – residential proxies are enabled by default.
4. Click Start – the Actor will scrape detailed hashtag analytics.
5. Export – download the results as JSON, CSV, or Excel.

You can also call this Actor programmatically via Apify SDK or REST API – ideal for automated pipelines needing reliable TikTok hashtag analytics.

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💎 Why This Actor?

Feature	Benefit
✅ Comprehensive analytics	Get detailed data on hashtag performance, trends, and audience.
✅ Residential proxies	Bypass TikTok restrictions – high success rate for hashtag scraping.
✅ Audience insights	Understand age groups and interests of hashtag followers.
✅ Geographic targeting	Scrape hashtag data specific to different countries.
✅ Batch processing	Scrape multiple hashtags efficiently in one run.
✅ Real-time trends	Get up-to-date trending data for the past 7 days.
✅ Clean schema	Ready for immediate analysis or database ingestion.
✅ Apify ecosystem	Seamless integration with other Actors, triggers, and webhooks.

📦 Changelog

• Initial release with residential proxy support.
• Comprehensive TikTok hashtag analytics extraction.
• Support for multiple hashtags in batch processing.
• Geographic targeting for country-specific data.
• Audience demographic analysis (age groups, interests).
• Trend tracking with 7-day historical data.
• Summary statistics with totals and averages.
• Full Apify Actor integration.

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🧑‍💻 Support & Feedback

• *For issues or questions about the TikTok Hashtag Analytics Scraper, contact Apify support or check the actor's page for documentation.

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💰 Pricing

• Free for basic usage on Apify platform.
• Paid plans available for higher limits and priority support.

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