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⇱ YouTube Hashtag Scraper - Videos by Hashtag Β· Apify


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YouTube Hashtag Scraper

Extract videos and Shorts from any YouTube hashtag page. Get title, view counts, duration in seconds, publish date, channel name, channel ID, avatar, verified badge and animated preview thumbnails for each result. Filter by content type to get only videos or only Shorts. No account needed.

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Pay per event

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πŸ‘ ParseForge

ParseForge

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25 days ago

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#️⃣ YouTube Hashtag Scraper

πŸ•’ Last updated: 2026-05-05

Collect videos and Shorts from any YouTube hashtag page in seconds. Extract titles, view counts, publish dates, durations, channel names, channel IDs, verified status, avatars, and animated preview thumbnails for every result. Perfect for content researchers, social media managers, marketers, and creators who need to track trending topics, monitor competitors, or build content calendars. Search terms like "youtube hashtag scraper no coding," "download youtube hashtag video list," "track youtube trending hashtags," and "export youtube hashtag data to Excel" all lead here.

The YouTube Hashtag Scraper collects up to 19 data fields per video from any YouTube hashtag page, with support for filtering by content type and running multiple hashtags in a single run.

✨ What Does It Do

  • πŸ” Hashtag Discovery - scan any YouTube hashtag page and collect every video and Short listed under it to understand what content performs best for a given topic
  • πŸ“Š View Count Tracking - capture exact view counts as both a formatted string and a clean integer so you can sort and analyze engagement at scale
  • 🎬 Content Type Detection - automatically identify whether each result is a regular video or a Short based on the YouTube routing, with no manual sorting needed
  • ⏱️ Duration Data - extract video length as both a human readable string and a numeric value in seconds to filter content by length with precision
  • πŸ–ΌοΈ Animated Preview Thumbnails - collect the animated preview thumbnail URL available on regular videos so you can build richer previews in your own tools
  • πŸ“Ί Full Channel Profiles - get channel name, channel ID, channel URL, avatar image, and verified status for every creator in the results
  • 🏷️ Multi Keyword Runs - process multiple hashtag keywords in a single run and get labeled results with the source keyword for each item

πŸ”§ Input

  • Hashtag Keywords - Enter one or more hashtag keywords without the # symbol. Each keyword is processed separately and results are labeled with the source keyword
  • Max Items per Keyword - Set how many videos to collect per hashtag. Free users: up to 100 total. Paid users: up to 1,000,000 per keyword
  • Content Type - Filter results to All content, Videos only, or Shorts only. Defaults to All

Example input:

{
"keywords":["ai","gaming","cooking"],
"maxItems":500,
"contentType":"ALL"
}

πŸ“Š Output

Each result includes up to 19 data fields. Download as JSON, CSV, or Excel.

πŸ–ΌοΈ Thumbnail URLπŸ†” Video IDπŸ“ Title
🎬 Content TypeπŸ”— Video URL⏱️ Duration
πŸ”’ Duration (seconds)πŸ‘οΈ View CountπŸ“ˆ View Count (number)
πŸ“… Published TimeπŸ“Ί Channel NameπŸ†” Channel ID
πŸ”— Channel URLπŸ–ΌοΈ Channel Avatarβœ… Verified Status
🎞️ Animated Preview🏷️ KeywordπŸ• Scraped At
πŸ”΄ Error (if any)

πŸ’Ž Why Choose the YouTube Hashtag Scraper?

FeatureOur ActorCompetitor
No browser or login requiredβœ”οΈβŒ (browser based)
Channel ID for every resultβœ”οΈβŒ
Channel avatar URLβœ”οΈβŒ
Animated preview thumbnail URLβœ”οΈβŒ
Duration in seconds (numeric)βœ”οΈβŒ
View count as clean integerβœ”οΈβŒ
Filter by content type (All / Videos / Shorts)βœ”οΈβŒ
Automatic duplicate detectionβœ”οΈβŒ
Multiple keywords in one runβœ”οΈβœ”οΈ
Verified channel badgeβœ”οΈβœ”οΈ
Shorts detectionβœ”οΈβœ”οΈ
Free tier: up to 100 items per runβœ”οΈβœ”οΈ
Paid tier: up to 1,000,000 items per keywordβœ”οΈβŒ
Export to JSON, CSV, or Excelβœ”οΈβœ”οΈ

πŸ“‹ How to Use

No technical skills required. Follow these simple steps:

  1. Sign Up: Create a free account with $5 credit
  2. Find the Tool: Search for "YouTube Hashtag Scraper" in the Apify Store and enter your hashtag keywords
  3. Run It: Click "Start" and watch your results appear in seconds

That's it. No coding, no setup, no complicated configuration. Export your data in CSV, Excel, or JSON format.

🎯 Business Use Cases

  • πŸ“Š Content Strategist - pull the top 200 videos from five trending hashtags each week to identify which formats, lengths, and topics generate the most views before planning your next content calendar
  • πŸ“± Social Media Manager - track competitor hashtag performance across gaming, beauty, and tech categories monthly to spot gaps in your brand's content coverage before quarterly reviews
  • πŸ”¬ Market Researcher - collect complete video metadata from a hashtag over multiple weeks to map how topic popularity shifts over time and present trend data to clients with real numbers


✨ Why choose this Actor

Capability
🎯Built for the job. Scoped specifically to this data source so you skip the parser engineering entirely.
πŸ”–Structured output. Clean, typed fields ready for analysis, dashboards, or downstream pipelines.
⚑Fast. Optimized request patterns return results in seconds, not minutes.
πŸ”Always fresh. Every run pulls live data, so the dataset reflects the source as of run time.
🌐No infra to manage. Apify handles proxies, retries, scaling, scheduling, and storage.
πŸ›‘οΈReliable. Battle-tested across many runs and edge cases, with graceful error handling.
🚫No code required. Configure in the UI, run from CLI, schedule via cron, or call from any language with the Apify SDK.

πŸ“Š Production-grade structured data without the engineering overhead of building and maintaining your own scraper.


πŸ“ˆ How it compares to alternatives

ApproachCostCoverageRefreshFiltersSetup
⭐ YouTube Hashtag Scraper (this Actor)$5 free credit, then pay-per-useFull source coverageLive per runSource-native filters supported⚑ 2 min
Build your own scraperEngineering hoursFull once builtWhenever you maintain itCustom code🐒 Days to weeks
Paid managed APIs$$$ monthlyVendor-definedLiveVendor-defined⏳ Hours
Third-party data dumpsVariesSubset, often stalePeriodicNoneπŸ•’ Variable

Pick this Actor when you want broad coverage, server-side filtering, and no pipeline maintenance.


πŸš€ How to use

  1. πŸ“ Sign up. Create a free account with $5 credit (takes 2 minutes).
  2. 🌐 Open the Actor. Go to the YouTube Hashtag Scraper page on the Apify Store.
  3. 🎯 Set input. Configure the input fields in the form (or paste a JSON), then set maxItems.
  4. πŸš€ Run it. Click Start and let the Actor collect your data.
  5. πŸ“₯ Download. Grab your results in the Dataset tab as CSV, Excel, JSON, or XML.

⏱️ Total time from signup to downloaded dataset: 3-5 minutes. No coding required.


πŸ’Ό Business use cases

πŸ“Š Data & Analytics

  • Build trend reports and dashboards from live source data
  • Feed BI tools, warehouses, and ML pipelines with structured records
  • Run periodic snapshots to track changes over time
  • Compare segments, regions, or categories with consistent fields

🏒 Operations & Strategy

  • Monitor competitor moves, pricing, and inventory shifts
  • Build internal directories and lookup tools backed by current data
  • Power workflows that depend on fresh source records
  • Cut manual data-gathering time from hours to minutes

🎯 Marketing & Growth

  • Identify market opportunities and trending topics
  • Research target audiences and customer personas at scale
  • Power lead-generation pipelines with verified records
  • Track sentiment, reviews, or social signals over time

πŸ› οΈ Engineering & Product

  • Prototype features that need real-world data without owning a crawler
  • Replace fragile in-house scrapers with a managed Actor
  • Wire datasets into your apps via the Apify API or webhooks
  • Skip the proxy, retry, and parsing maintenance entirely

🌟 Beyond business use cases

Data like this powers more than commercial workflows. The same structured records support research, education, civic projects, and personal initiatives.

πŸŽ“ Research and academia

  • Empirical datasets for papers, thesis work, and coursework
  • Longitudinal studies tracking changes across snapshots
  • Reproducible research with cited, versioned data pulls
  • Classroom exercises on data analysis and ethical scraping

🎨 Personal and creative

  • Side projects, portfolio demos, and indie app launches
  • Data visualizations, dashboards, and infographics
  • Content research for bloggers, YouTubers, and podcasters
  • Hobbyist collections and personal trackers

🀝 Non-profit and civic

  • Transparency reporting and accountability projects
  • Advocacy campaigns backed by public-interest data
  • Community-run databases for local issues
  • Investigative journalism on public records

πŸ§ͺ Experimentation

  • Prototype AI and machine-learning pipelines with real data
  • Validate product-market hypotheses before engineering spend
  • Train small domain-specific models on niche corpora
  • Test dashboard concepts with live input

πŸ€– Ask an AI assistant about this scraper

Open a ready-to-send prompt about this ParseForge actor in the AI of your choice:

❓ Frequently Asked Questions

πŸ“Ή Demo

Demo video coming soon.

πŸ”— Integrate YouTube Hashtag Scraper with any app

πŸ”Œ Integrate with any app

YouTube Hashtag Scraper connects to any cloud service via Apify integrations:

  • Make - Automate multi-step workflows
  • Zapier - Connect with 5,000+ apps
  • Slack - Get run notifications in your channels
  • Airbyte - Pipe results into your warehouse
  • GitHub - Trigger runs from commits and releases
  • Google Drive - Export datasets straight to Sheets

You can also use webhooks to trigger downstream actions when a run finishes. Push fresh data into your product backend, or alert your team in Slack.


πŸ’‘ More ParseForge Actors

  • YouTube Scraper - Search YouTube videos by keyword, extract channel profiles, and download captions without an API key
  • YouTube Channel Scraper - Extract subscriber counts, total views, video counts, country, creation date, and channel keywords in bulk
  • YouTube Comments Scraper - Collect comments and replies from any YouTube video with optional sentiment analysis and emotion detection
  • Socialblade Scraper - Scrape top creator lists for YouTube, TikTok, Instagram, and Twitch with 30 data fields per creator

Browse our complete collection of data extraction tools for more.

πŸš€ Ready to Start?

Create a free account with $5 credit and collect your first 100 results for free. No coding, no setup.

πŸ†˜ Need Help?

  • Check the FAQ section above for common questions
  • Visit the Apify support page for documentation and tutorials
  • Contact us to request a new scraper, propose a custom project, or report an issue at Tally contact form

⚠️ Disclaimer

This Actor is an independent tool and is not affiliated with, endorsed by, or sponsored by YouTube or Google LLC, or any of their subsidiaries. All trademarks mentioned are the property of their respective owners.


πŸ”— Recommended Actors

πŸ’‘ Pro Tip: browse the complete ParseForge collection for more reference-data scrapers.

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