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YouTube Comments & Replies Scraper

Social Media
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Extract comments and replies from YouTube videos by URL. Collect usernames, comment text, likes, publish time, and reply threads for analysis, research, or moderation.
Extract comments and replies from YouTube videos by URL. Collect usernames, comment text, likes, publish time, and reply threads for analysis, research, or moderation.
All
Access Level
Run Mode
$0.2/1000 lines
Cost of Usage
2026/01/29
Last updated
Try it!

🚀 Why Use the YouTube Comments & Replies Scraper?

This template helps you collect complete comment threads from YouTube videos automatically. Instead of scrolling through comments manually, simply paste video URLs and extract structured comment and reply data in bulk.

Use it to:

  • Analyze audience sentiment and feedback
  • Monitor community discussions and reactions
  • Track engagement and popular topics
  • Build datasets for research, reporting, or moderation

All data is delivered in clean, export-ready formats.

Need a complete walkthrough? Our guide on exporting all YouTube comments covers three proven methods: from no-code templates to Python scripts.




Data Preview

video_url
comment_user
content
comment_time
like_count
dislike_count
reply_user
reply_content
reply_comment_time
reply_like_count
reply_dislike_count
post_comment_count
CrawlTime
reply_count
https://www.youtube.com/watch?v=xBBAD407zzU
@JurijFedorov
AHMAYZING WUT A GUD KNIFE
vor 4 Jahren
0
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22
Wed, 03 Apr 2024 06:11:34 GMT
https://www.youtube.com/watch?v=xBBAD407zzU
@FileHorsecom
Amazing video!
vor 7 Jahren
1
@Octoparsewebscraping
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vor 7 Jahren
0
22
Wed, 03 Apr 2024 06:11:34 GMT
1
https://www.youtube.com/watch?v=xBBAD407zzU
@Octoparsewebscraping
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Check out this video and find answers for all questions related to web scraping: https://youtu.be/WOuzDxHdz6I
vor 2 Jahren
0
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22
Wed, 03 Apr 2024 06:11:34 GMT
https://www.youtube.com/watch?v=xBBAD407zzU
@nanachoi9361
Want to try it out :)
vor 7 Jahren
1
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22
Wed, 03 Apr 2024 06:11:34 GMT
https://www.youtube.com/watch?v=xBBAD407zzU
@Octoparsewebscraping
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Check out now and more is coming: https://youtu.be/Pm1P5hvsc-k
vor 2 Jahren (bearbeitet)
0
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22
Wed, 03 Apr 2024 06:11:34 GMT
https://www.youtube.com/watch?v=xBBAD407zzU
@Octoparsewebscraping
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Get yourself refilled with all info related!
https://youtu.be/Vjayaft_1Pc
vor 2 Jahren
0
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22
Wed, 03 Apr 2024 06:11:34 GMT
https://www.youtube.com/watch?v=xBBAD407zzU
@Octoparsewebscraping
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vor 2 Jahren
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Wed, 03 Apr 2024 06:11:34 GMT


This template captures detailed comment data, including:

  • 👤 Username
  • 💬 Comment text
  • 👍 Like count
  • 🗓 Publish time
  • 🔁 Reply count
  • 💬 Reply text (nested)
  • 🔗 Comment URL

Perfect for sentiment analysis, engagement tracking, and conversation research.


Ready to Start Scraping?

No coding. No setup. Works immediately.

Try It Now - Free Trial




📈 What to Do After Scraping Your Comments

Once you've extracted your YouTube comment data, here are common next steps:

Run Sentiment Analysis Classify comments as positive, negative, or neutral to gauge audience reaction. Our Python sentiment analysis guide walks through the complete workflow from raw text to sentiment scores.

Combine with Video Metadata Pair comment data with video-level metrics using the YouTube Details & Comments Scraper to correlate engagement with content performance.

Build a Multi-Platform Dataset Expand your research by scraping comments from Reddit, TikTok, or Twitter/X to compare audience sentiment across platforms.




Who Should Use This Template?

📣 Marketers & Social Media Teams — Analyze audience reactions and campaign feedback.

📊 Research & Analytics Teams — Study sentiment, engagement, and discussion patterns.

🧩 Agencies & Content Strategists — Monitor comments for client channels or competitors.

🧠 Product & Community Teams — Identify user pain points, requests, and trends.




🎬 Not Sure Which YouTube Scraper Fits Your Needs?

Octoparse offers multiple YouTube templates optimized for different data types. Here's how to choose:


If You Need...
Use This Template
Comments and replies from specific videos
You're in the right place — YouTube Comments & Replies Scraper
Video details + comments together
Video metadata from search results
Video data from specific URLs
Channel-level video data (by handle)
Channel data (by URL)
Community posts and engagement
💡 Pro Tip: Combine templates for richer datasets—scrape video lists first, then feed those URLs into the Comments Scraper for complete coverage.




🐙 Why Octoparse?

🧩 No-Code Required — You don't need programming knowledge; just input keywords and locations, and run the scraper.

🔄 Automatic Workflow & Pagination Handling — Octoparse handles navigation through search results, page loading, and data extraction for you.

📁 Easy Export Formats — Export scraped results directly to Excel, CSV or JSON for easy analysis or integration into CRMs and databases.

💻 Beginner-Friendly UI — Ready to use out of the box. Just enter your keywords and run.


Start collecting YouTube data quickly — no setup, no hassle, just raw data in minutes.




⚠️ Important Notes & Best Practices

  • Only public comments and replies can be scraped; private, deleted, or restricted comments are not accessible.
  • Videos with large comment volumes may take longer to process, and results depend on comment availability and loading limits.




❓ FAQs

What does cost of usage mean?

Cloud runs may consume usage credits based on data volume. You only pay for what you extract.


Can I scrape replies as well as comments?

Yes. This template extracts both top-level comments and their replies.


Can I scrape comments from private or unlisted videos?

No. This template only accesses publicly visible comments. Private videos, age-restricted content, and videos with disabled comments cannot be scraped.


How do I handle videos with tens of thousands of comments?

For high-volume videos:

  1. Set realistic limits — Start with 1,000–2,000 comments to test extraction speed
  2. Limit reply depth — Set "Maximum Number of Replies" to 10–20 unless you need complete threads
  3. Use cloud extraction — Cloud mode handles longer runs more reliably
  4. Split across runs — For viral videos, consider extracting in batches


Can I scrape comments in languages other than English?

Yes. The scraper captures comments exactly as they appear on YouTube, regardless of language. For multilingual analysis, you may need translation or language-detection tools during post-processing.


Scraping publicly available comment data is generally permitted for research, analysis, and business intelligence purposes. However, several factors affect legality:

Generally allowed:

  • Extracting publicly visible comments for sentiment analysis
  • Aggregating data for market research
  • Academic and journalistic research
  • Considerations:
  • YouTube's Terms of Service restrict certain automated access
  • Personal data (usernames linked to real identities) may fall under GDPR/CCPA
  • Commercial use of scraped data has additional restrictions

For a comprehensive overview, read "Is Web Scraping Legal?". If you're handling EU user data, our GDPR compliance guide covers best practices.




🛠 How to Use: Step-by-Step Guide

1. Start the template

Click "Try it!" or "Start" to load the template.

2. Enter your scraping parameters

On the input screen, fill in your keyword and filter options.


✍🏻 Input Fields Explained

Parameter
Required?
Description
Example
Video URLs (up to 500 per run)
Yes
Enter one or multiple video URLs. Supports up to 500 URLs per run (one per line).
https://youtube.com/watch?v=abc123
Maximum Number of Comments (1–10,000)
Yes
Set the maximum number of comments to extract for each video.
500
Maximum Number of Replies (0–100)
Yes
Set the maximum number of replies to extract per comment.
50


3. Run the scraper

  • Click "Start" and select a run mode. (Greyed-out modes are not supported for this template.)
  • Octoparse will automatically browse YouTube, load search results, scroll pages, and extract all matching products.

4. Monitor & Handle Interruptions

  • Scraping duration may vary based on the number of products returned for your search.
  • If a CAPTCHA appears, pause the task, solve it manually, then resume the run.

5. Export your data

  • Once scraping completes, go to the "Data Preview" or output section to review.
  • Export the results - e.g. as CSV or Excel - for further analysis, filtering, or storage.