
Youtube Comments Scraper
Pricing
$4.99/month + usage

Youtube Comments Scraper
YouTube Comments Scraper extracts comments from any public YouTube video or channel. Gather usernames, timestamps, likes, replies, and full comment text. Ideal for sentiment analysis, audience research, or content insights. Export clean structured data in JSON, CSV, or Excel.
0.0 (0)
Pricing
$4.99/month + usage
0
2
2
Last modified
5 days ago
What is a YouTube Comment Scraper?
A YouTube Comment Scraper is a tool that automatically extracts comments from YouTube videos, saving you from scrolling through thousands manually. Unlike the official YouTube API, which has strict rate limits and limited fields, scrapers can pull richer data like author names, replies, likes, and timestamps. These tools come in many forms, from simple youtube comment scraper python scripts and open-source youtube comment scraper GitHub projects, to lightweight youtube comment scraper extension options for Chrome, and full-scale cloud services like Apify. Some even offer a youtube comment scraper free version, making it easy to start without cost.
What Can You Extract with a YouTube Comment Scraper?
A YouTube Comment Scraper gives you structured access to valuable engagement data hidden inside the comment section. Whether you’re using an Apify youtube video comment scraper, a lightweight Chrome extension, or a custom youtube comment scraping python script, you can extract far more than just plain text. Depending on the tool you choose—be it open-source options from youtube comment scraper github or paid platforms—you’ll find a range of metadata fields to work with.
Here’s a breakdown of the most common data points you can collect:
Data Field | Description | Available In |
---|---|---|
Comment Text | Full text of each comment | All tools (Apify, Python, Extensions) |
Author Name | Display name of the commenter | All tools |
Channel Info | Channel ID, profile URL, sometimes subscriber data | Apify, GitHub scripts, advanced scrapers |
Date Posted | Exact timestamp of when the comment was added | Most tools |
Likes & Reactions | Total likes on a comment | Apify, Python libraries, GitHub repos |
Replies | Number of replies to a comment | Apify, GitHub-based scrapers |
Pinned/Hearted Status | Whether the creator pinned or “hearted” the comment | Advanced scrapers like Apify |
This structured extraction makes analysis faster, enabling sentiment tracking, community research, and competitive insights at scale.
Key Features of YouTube Comment Scraper
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Sorting Options – Choose between Top Comments (most liked/relevant) or Newest First to prioritize the type of feedback you need.
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Bulk Extraction – Add multiple YouTube URLs or entire playlists and scrape thousands of comments in a single run.
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Export Formats – Download results in CSV, Excel, JSON, or other structured formats for easy reporting or integration with other tools.
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AI/NLP Integration – Connect scraped data with AI models to run sentiment analysis, trend detection, keyword clustering, or audience insights.
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Scalability – Handle everything from a single video to large-scale projects involving hundreds of links.
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Flexibility – Works with various setups, including cloud platforms like Apify, open-source GitHub scripts, and Python-based scrapers.
How to Use a YouTube Comment Scraper
Using a YouTube Comment Scraper is simple. You do not need to be technical. Follow these steps and you will have clean, structured comments in minutes.
Step-by-step guide
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Log in to Apify: Create a free account or sign in.
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Select the Actor: In the store, search for “apify youtube comment scraper” and open the Actor.
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Enter input data: Paste one or more YouTube video URLs into the Start URLs field. You can also upload a CSV or Google Sheet with links.
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Choose options: Pick sort order (Top or Newest), set the maximum comments, decide whether to include replies, and enable hearted or pinned detection if available.
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Run the Actor: Click Start. The scraper will collect comments automatically and show progress in the run console.
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Download results: Export your dataset in JSON, CSV, Excel, XML, or send it directly to Google Sheets, Make, Zapier, or Slack.
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Analyze: Bring the file into your spreadsheet, BI tool, or NLP workflow for sentiment analysis, trend detection, and keyword clustering.
Input
{"proxyConfiguration": {"useApifyProxy": false},"startUrls": [{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","method": "GET"}]}
Output
[{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@YouTube","comment": "can confirm: he never gave us up","likeCount": 109000,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@linganguliguliwatcha","comment": "YOUTUBE AND ONE LIKE WOOHAAAAH","likeCount": 3900,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@_bugrabilgin","comment": "HEY YOUTUBE","likeCount": 1800,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@NashiraArif","comment": "new comment alert","likeCount": 1100,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@jennaortega-m4m","comment": "oop 3rd didnt realise youtube was here😄","likeCount": 667,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@FactusCactus","comment": "Dear team YT,\n-Kindly bring back dislikes\n-Kindly promote underrated creators more \nAnd kindly stop showing me with channels that I've marked with \"do not recommend\"\nAnd last but not the least- - -delete YT shorts forever from this holy planet","likeCount": 614,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@ShyGuy_cc","comment": "Youtube accidently got rickrolled","likeCount": 461,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@TheAngelofBattle99","comment": "He's ingrained in our brains at this point. Such a devoted man.","likeCount": 415,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@fishunboxing","comment": "make this appear on everyone's homepages for a day","likeCount": 347,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@hinzbx","comment": " @FactusCactus also fix the homepage. I want my 4 videos per row back!","likeCount": 183,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@EstevãoMachado-d4h","comment": "Omg","likeCount": 156,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@someone_hate3970","comment": "even in 2025 youtube got rickrolled.. maybe there is hope for humanity after all","likeCount": 100,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@jotape8417","comment": "chat gpt rick rolled me and led me to this","likeCount": 80,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@SleepyBear_SB","comment": "Only took 15 years for YouTube to get rickrolled I guess","likeCount": 74,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@MaroSecnjak","comment": "Hi","likeCount": 63,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@H.A.M.P.T.E.R","comment": "You know it's good when the Youtube gods themselves show up","likeCount": 59,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@kskskskkskskn","comment": "Youtube quedo troleado","likeCount": 49,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@kskskskkskskn","comment": "Youtube oh","likeCount": 48,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@0ProGamer0","comment": "Hello youtube!","likeCount": 46,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@SebastianCasados","comment": "i was bere","likeCount": 45,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@SouthwestairlinesYT","comment": "YOOO","likeCount": 43,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@Lybitel_Kotikov","comment": "Ютуб","likeCount": 42,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@icarogurgel-r2o","comment": "OMG YOUTUBE GOT RICKROLLED","likeCount": 36,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@_andreitalo","comment": "This song will never die","likeCount": 34,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@quixvy-g6j","comment": "w youtube","likeCount": 32,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@JJ77477","comment": "Can confirm youtube fell off 😔","likeCount": 30,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@NuggetManDenni","comment": "He didn’t 😂","likeCount": 24,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@SidSitee","comment": "True","likeCount": 23,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@emotii_here","comment": "YOUTUBE 1 HOUR AGO IN NEVER GONNA GIVE YOU UP COMMENTS?!?!?!?","likeCount": 23,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@luk1nvm","comment": "1h, Hi from Brazil, YouTube","likeCount": 22,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@Sammy_GD","comment": "YouTube","likeCount": 22,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@vergil7185","comment": "Hello YouTube, from Ukraine 💙💛","likeCount": 22,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@traceygoslin","comment": "😂😂","likeCount": 20,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@JohnnySins-k2c","comment": "For 15 years","likeCount": 20,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@chuymurillo4177","comment": "Oh hello there","likeCount": 19,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@JohnnyminecrafteditsYT","comment": "Hey","likeCount": 18,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@ThrillSeeker-x6b","comment": "Used this on April fools. Did you just rickroll us in the 20th anniversary thing?","likeCount": 18,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@Hazzer_du_69","comment": "wtf","likeCount": 13,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@VictorsProdz","comment": "2 hours ago!!!?\nHe never did","likeCount": 13,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@RandomGuywhomakesrandomvids","comment": "2 hours is crazy","likeCount": 12,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@rshadowsail","comment": "Did YouTube just get rickrolled?!?","likeCount": 12,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@SamySam-OFC","comment": "HELLO","likeCount": 11,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@aiueokakikukekosaisuseso-v1b","comment": "えぐ\n2時間前","likeCount": 11,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@tarasturgis1940","comment": "Who is here before 1k","likeCount": 9,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@JonnyzHere","comment": "So early can I get a hi from YouTube?","likeCount": 9,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@LMSHOfDeath","comment": "Hello youtube","likeCount": 9,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@XxRUBYYxX-f4s","comment": "YOOO YOUTUBE??!","likeCount": 9,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@dogeboyeee","comment": "Bro YouTube your a bit late lmao","likeCount": 9,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@KitKat-i3h","comment": "2h ago!","likeCount": 8,"commentsCount": 100,"type": "comment","success": true},{"url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ","title": "Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)","author": "@CallMehAngel207","comment": "YOUTUBE WHAT U DOING HER EAT 22/04/2025","likeCount": 8,"commentsCount": 100,"type": "comment","success": true}]
Why Scrape YouTube Comments?
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Audience Sentiment Analysis – Use youtube comment scraping to measure how viewers feel (positive, negative, neutral) about your brand or content.
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Competitor Research – A youtube comment finder helps you analyze rival videos, uncover audience frustrations, and spot opportunities they missed.
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Content Strategy Optimization – Identify which topics, formats, or styles generate the most engagement and refine your future content accordingly.
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Lead Generation – Comments often reveal pain points, product mentions, or questions, allowing you to connect with potential customers.
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Market Research – Scraped data highlights trends, interests, and customer language, giving you direct insights into your target market.
🎯 Use Cases of YouTube Comment Scraper
Businesses: Market Trends & Brand Monitoring
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Track industry discussions to spot new trends.
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Monitor brand mentions and reputation in real time.
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Identify customer pain points directly from comments.
Creators: Content Feedback & Improvement
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Use the best youtube comment scraper to filter large volumes of feedback.
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Discover what topics and video styles get the most engagement.
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Address recurring suggestions or complaints from viewers.
Researchers: Social Behavior & Discourse
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Analyze public conversations around culture, politics, or consumer habits.
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Study large-scale discussions for academic or media research.
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Explore shared use cases in communities like youtube comment scraper reddit.
Marketers: Ad Strategy & Keyword Tracking
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Identify comment-driven keywords for SEO and ad targeting.
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Spot trending conversations to design timely campaigns.
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Measure audience engagement patterns to refine marketing strategies.
How Many Results Can You Scrape with YouTube Comments?
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Apify YouTube Comment Scraper
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Can handle 20,000+ comments per video.
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Supports bulk runs with multiple URLs or playlists.
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Best choice for businesses and researchers needing large datasets.
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Python & GitHub Scripts
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Flexible but depend on proxies, rate limits, and pagination.
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With proper setup, can scrape thousands of comments.
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Requires technical knowledge and ongoing maintenance.
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Chrome Extensions / Browser Tools
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Designed for quick, lightweight extractions.
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Usually manage a few hundred to a couple thousand comments.
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Limited by browser performance and less reliable for large-scale scraping.
Free Options
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youtube comment scraper free tools include:
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Open-source GitHub repositories.
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Python scripts (requires setup and maintenance).
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Chrome extensions (best for small-scale scraping).
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Pros: No upfront cost, easy for testing or learning.
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Cons: Limited scale, less reliable, often need technical knowledge.
Paid Options
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youtube comment scraper apify (cloud-based, scalable, user-friendly).
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Starter Plan: $5 per month → includes proxies, pay-per-result pricing, bulk runs.
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Pros: Handles 20k+ comments per video, integrates with Zapier, Google Sheets, Slack.
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Cons: Requires ongoing subscription.
Premium Tools
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Offer automation, scheduling, and proxy management.
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Suitable for businesses, marketers, and researchers who need large datasets.
Is it Legal to Scrape YouTube Comments?
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Public Data Only
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Scraping is legal when limited to public comments that users have chosen to share openly on YouTube.
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Any attempt to extract hidden, private, or restricted information is not permitted.
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No Personal or Sensitive Data
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Do not collect details such as email addresses, phone numbers, or locations.
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These fall under personal data protections and are restricted by law.
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GDPR and Global Compliance
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In the EU, data is regulated under GDPR (General Data Protection Regulation).
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Similar privacy rules exist in the US, UK, and other regions.
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Always ensure scraping is done in line with these regulations.
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Ethical Usage
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Data should be used for research, marketing insights, or content analysis—never for spamming or misuse.
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Scrapers should avoid harming the user experience or violating platform trust.
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Platform Terms
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YouTube’s Terms of Service discourage automated scraping, but many tools (e.g., Apify) are optimized to respect site functionality.
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Using proxies and limiting requests responsibly reduces risk of being blocked.
👉 Summary: Scraping public YouTube comments is generally legal if you respect GDPR, avoid personal data, and use the information responsibly. Ethical, transparent usage is key.
What Are Other YouTube Comments Scraping Tools?
If you want to scrape specific YouTube data, you can use any of the dedicated scrapers with fewer settings to configure and faster results. Just enter one or more YouTube URLs and click to scrape.
🎥 YouTube Video Scraper | 📺 YouTube Channel Scraper |
---|---|
💬 YouTube Comments Scraper | 📑 YouTube Playlist Scraper |
🔍 YouTube Search Results Scraper | 🎬 YouTube Shorts Scraper |
📜 YouTube Transcript Scraper | 💡 YouTube Live Chat Scraper |
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