Youtube Video Scraper By Hashtag

Youtube Video Scraper By Hashtag

Youtube Video Scraper By Hashtag is a fast, reliable YouTube hashtag scraper that finds and extracts videos for any hashtag, keyword, or username — including titles, URLs, views, and video type. This YouTube video scraper by hashtag solves the pain of manual research by turning YouTube hashtag pages into structured datasets for analysis. Built for marketers, developers, data analysts, and researchers, this YouTube hashtag search tool scales to bulk queries with robust proxy fallback and clean JSON/CSV exports — enabling ongoing trend tracking and content intelligence at scale. 🚀

What data / output can you get?

Data field	Description	Example value
thumbnailUrl	URL of the video thumbnail image	https://i.ytimg.com/vi/f2mRAGvKca8/hq720.jpg
title	Title of the video	How To Use ChatGPT in Bengali
id	YouTube video ID	f2mRAGvKca8
url	Full YouTube video URL (watch or shorts)	https://www.youtube.com/watch?v=f2mRAGvKca8
viewCount	Number of views (integer; parsed best-effort)	1224495
type	Video type classification	video
hashtagCategoryData.categoryInfoText	Category info text extracted from the hashtag context	1.9M videos • 577K channels

Notes:

• Results are pushed to an Apify dataset, ready to export as JSON or CSV.
• Some fields may be unavailable on certain layouts; viewCount can be 0 if not present, and category info may fall back to a generic string when structured data is missing.

Key features

• ⚡ Bold bulk scraping by query Scrape multiple hashtags, keywords, or usernames in one run. Ideal when you need to find YouTube videos by hashtag across many terms fast.

• 🎯 Shorts-only mode Filter results to shorts only with the scrapeShortsOnly flag. Perfect for workflows focused on short-form content discovery.

• 🛡️ Automatic proxy fallback Built-in resilience: no proxy → datacenter → residential (with retries). This YouTube hashtag crawler keeps going even when rate limits or blocks occur.

• 🔁 Pagination via continuation tokens Handles YouTube’s continuation tokens to collect more results seamlessly per query.

• 🧩 Duplicate detection De-duplicates by video ID per hashtag to keep your datasets clean and analysis-ready.

• 📦 Clean, structured outputs Pushes consistent fields (title, URL, id, thumbnailUrl, viewCount, type, hashtagCategoryData.categoryInfoText) for straightforward analytics and exports.

• 🧪 Developer-friendly & API-ready Runs on Apify — trigger via Apify API, integrate the dataset with your pipelines, or consume results programmatically. A reliable YouTube hashtag search API pattern for automation.

• 📈 Detailed logging & retries Transparent logs for progress monitoring and troubleshooting, plus smart retries for robustness.

How to use Youtube Video Scraper By Hashtag - step by step

1. Sign up or log in to Apify.
2. Open the actor Youtube Video Scraper By Hashtag in the Apify Console.
3. Add input data:
   • Enter one or more hashtags, keywords, or usernames in the hashtags list (e.g., chatgpt, #fitness, nasa).
4. Configure settings:
   • maxResults controls how many videos to collect per input (default 50, up to 10000).
   • Toggle scrapeShortsOnly if you only want YouTube Shorts.
   • Optional: set proxyConfiguration. By default, it starts without a proxy and automatically falls back when needed.
5. Start the run.
6. Monitor progress in real-time logs — you’ll see pagination, duplicates skipped, and any proxy fallback actions.
7. Access results in the OUTPUT tab (dataset).
8. Export your data to JSON or CSV for analysis, BI dashboards, or automations.

Pro Tip: Schedule this YouTube hashtag monitoring tool on Apify to refresh datasets regularly and feed downstream analytics or SEO dashboards automatically.

Use cases

Use case	Description
Marketing + trend research	Track trending topics and creators by scraping YouTube videos by hashtag and exporting structured data for campaign planning.
SEO + content strategy	Use a YouTube hashtag analytics tool to analyze performance signals (views, shorts vs. long-form) and find content gaps.
Competitive monitoring	Find YouTube videos by hashtag used by competitors and benchmark engagement using this YouTube hashtag tracker.
Social listening	Continuously collect fresh videos for niche tags with a YouTube hashtag monitoring tool to spot patterns and shifts.
Creator discovery	Identify new creators around niche keywords/tags using a YouTube hashtag video finder for outreach or partnerships.
Data pipelines (API)	Automate collection with a YouTube hashtag search API pattern — trigger runs and pull datasets into your ETL.
Academic & market research	Build datasets for longitudinal studies with a YouTube hashtag metadata extractor, focusing on public, reproducible signals.

Why choose Youtube Video Scraper By Hashtag?

Built for precision, stability, and scale — this production-ready YouTube hashtag data scraper outperforms ad‑hoc scripts and fragile browser extensions.

• 🎯 Accurate extraction: Parses titles, URLs, and views from YouTube search payloads with best-effort fallbacks.
• ⚡ Scalable batch runs: Process many hashtags/keywords in a single run without manual overhead.
• 🧪 Developer access: Use Apify’s API and dataset to integrate outputs into pipelines and dashboards.
• 🔒 Ethical by design: Collects only publicly available data from YouTube search results.
• 💸 Cost-effective: Run precisely scoped jobs; includes trial minutes to evaluate.
• 🔗 Workflow ready: Export JSON/CSV for BI tools, internal apps, or low-code automations.
• 🛡️ Resilient infrastructure: Automatic proxy fallback (none → datacenter → residential) and retry logic for reliable runs.

In short, it’s a robust YouTube hashtag data scraper vs. unstable alternatives — delivering consistent results you can trust.

Is it legal / ethical to use Youtube Video Scraper By Hashtag?

Yes — when used responsibly. This actor retrieves data from publicly available YouTube search results only.

Guidelines for compliant use:

• Only collect and use public information.
• Do not target private or authenticated content.
• Respect YouTube’s Terms of Service and applicable laws (e.g., GDPR/CCPA).
• Use proxies responsibly and avoid abusive request patterns.
• Consult your legal team for edge cases in your jurisdiction and use case.

The actor does not access private videos, logged-in data, or password-protected content.

Input parameters & output format

Example input

{
  "hashtags": ["chatgpt", "Bangladesh"],
  "maxResults": 100,
  "scrapeShortsOnly": false,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}

Parameters

Name	Type	Required	Default	Description
hashtags	array	Yes	—	List of YouTube hashtags (e.g., #chatgpt), keywords (e.g., chatgpt), or usernames to scrape. Supports bulk input.
maxResults	integer	No	50	Maximum number of videos to scrape per hashtag/keyword.
scrapeShortsOnly	boolean	No	false	If enabled, only YouTube Shorts will be scraped.
proxyConfiguration	object	No	—	Choose which proxies to use. By default, no proxy is used. If YouTube blocks the request, it will automatically fallback to datacenter proxy, then residential proxy.

Example output

[
  {
    "thumbnailUrl": "https://i.ytimg.com/vi/f2mRAGvKca8/hq720.jpg",
    "title": "How To Use ChatGPT in Bengali",
    "id": "f2mRAGvKca8",
    "url": "https://www.youtube.com/watch?v=f2mRAGvKca8",
    "viewCount": 1224495,
    "type": "video",
    "hashtagCategoryData.categoryInfoText": "1.9M videos • 577K channels"
  }
]

Notes:

• viewCount may be 0 if the view text is missing or unparsable for a specific result.
• hashtagCategoryData.categoryInfoText may fall back to a generic string when YouTube’s structured category text isn’t available.

FAQ

Do I need to log in or provide cookies to use this YouTube hashtag scraper?

No. The actor scrapes publicly available YouTube search results and does not require login or cookies.

Can I scrape YouTube Shorts only?

Yes. Set the scrapeShortsOnly parameter to true to filter for YouTube Shorts exclusively.

How many videos can I scrape per hashtag?

You can set maxResults up to 10000 per hashtag/keyword. Actual results depend on availability and YouTube pagination.

What happens if YouTube blocks my requests?

The actor automatically falls back through proxy modes: starting without a proxy, then switching to datacenter proxy, and finally to residential proxy with retries for resilience.

Can I search by keywords or usernames instead of hashtags?

Yes. The hashtags input accepts hashtags, plain keywords, or usernames — it’s a flexible YouTube tag scraper for varied queries.

What data fields are included in the output?

Each item includes thumbnailUrl, title, id, url, viewCount, type, and hashtagCategoryData.categoryInfoText. These fields are pushed to the dataset for each matching video.

Can I export results to CSV or JSON?

Yes. Results are stored in an Apify dataset, which you can download as JSON or CSV for analysis and reporting.

Does it scrape comments or channel details?

No. This YouTube hashtag metadata extractor focuses on video-level fields from search results and does not scrape comments or extended channel metadata.

Closing CTA / Final thoughts

Youtube Video Scraper By Hashtag is built to reliably extract structured YouTube video data by hashtag, keyword, or username at scale. With bulk processing, Shorts filtering, and automatic proxy fallback, it delivers clean datasets for market research, content strategy, and analytics. Ideal for marketers, developers, analysts, and researchers, you can run it via the Apify Console or API and export results to JSON/CSV for downstream workflows. Start extracting smarter YouTube hashtag insights today — and turn public search results into actionable data.