8 Best YouTube Comment Extractors in 2026
Export and analyze video comments
YouTube comments contain valuable insights about your audience. These tools help you extract, download, and analyze comments for research, giveaways, or sentiment analysis.
Key Takeaways
- NoteLM offers free unlimited comment extraction
- JSON export is best for analysis
- Comment pickers are great for giveaways
- Enterprise tools are expensive but offer sentiment analysis
How We Evaluated
Top 8 Tools Compared
Ranked by features, pricing, ease of use, and user reviews
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NoteLM Comment Extractor
NoteLMFree tool to extract all comments with replies, likes, and author info.
Pros
- Free unlimited
- All comments + replies
- JSON export
- Sorting options
⚠️ Cons
- •JSON format only
Best for: Free, complete extraction
Pros
- CSV export
- Simple
⚠️ Cons
- •Pay per export
- •Expensive for multiple
Best for: Occasional use
Pros
- API access
- Bulk scraping
- Automation
⚠️ Cons
- •Technical
- •Expensive
Best for: Developers
Pros
- Free
- Random picker
- Filters
⚠️ Cons
- •Giveaway focused only
Best for: Giveaways
Pros
- Sentiment analysis
- Monitoring
- Multi-platform
⚠️ Cons
- •Very expensive
- •Overkill
Best for: Enterprise monitoring
Pros
- No coding
- Bulk
⚠️ Cons
- •Expensive
- •Learning curve
Best for: Non-developers bulk needs
YouTube Data API
Official API for developers.
Pros
- Official
- Reliable
- Free
⚠️ Cons
- •Coding required
- •Quota limits
Best for: Developers
Pros
- Automation
- Multi-platform
⚠️ Cons
- •Expensive
- •Complex
Best for: Growth hackers
Frequently Asked Questions
Common questions about these tools answered
Use NoteLM's Comment Extractor - paste the video URL and extract all comments including replies, likes, and author information. Export as JSON for analysis.
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Written By
The NoteLM team specializes in AI-powered video summarization and learning tools. We are passionate about making video content more accessible and efficient for learners worldwide.