Free YouTube Tag Extractor
Paste a URL and instantly see every tag the creator used.
Extract and export comments from any public YouTube video at scale. Bulk scraping, structured data output, and no API key required.
Need bulk scraping or API access? Get the Chrome extension or try TubeHarvest Cloud.
No API key setup, no Python scripts, no pagination code. Paste a URL, configure your extraction, and download structured comment data in seconds.
Drop in a single video URL, a channel link, or a playlist. The scraper resolves all of them and queues every video for extraction.
Choose whether to include reply threads, set comment limits, pick your export format, and decide if author names should be anonymised.
Download a clean CSV or JSON file with every field intact: author, text, likes, timestamps, reply depth, and more.
The scraper resolves your YouTube URL, identifies the video ID, and walks through the comment pagination layer automatically. It extracts every public comment and reply thread, normalises the data into a flat table structure, and hands you a clean export. No coding-based scraping knowledge is needed. The entire pipeline runs server-side so you do not need to install dependencies, manage browser automation, or handle rate limits yourself.
The YouTube Data API was built for developers, not researchers. This tool removes every barrier between you and the comment data you need.
The YouTube Data API enforces a hard daily cap of 10,000 quota units. A single commentThreads.list call costs 1 unit, but reply threads, pagination, and video lookups add up fast. Heavy research hits the wall within hours.
Before you fetch a single comment through the official API, you need a Google Cloud project, API credentials, and OAuth consent configuration. That is 15 to 30 minutes of setup before any data flows.
The API returns comments in pages of 20 to 100. Fetching a full thread means writing a loop, managing page tokens, and handling nested reply endpoints separately. This tool does all of that for you.
TubeHarvest abstracts the API, the pagination, and the credential setup into a single paste-and-export workflow. You get the same structured data without writing a line of code.
Most comment scrapers handle one video at a time. TubeHarvest lets you scrape across an entire channel or playlist in a single batch.
Single video
The simplest workflow. Drop in a video URL, scrape every comment and reply, and download a structured CSV. Best for focused research on a single piece of content.
Channel batch
Paste a channel URL to load the video list. Select the videos worth scraping, then run a batch job. Each video gets its own CSV inside a ZIP download.
Playlist batch
Drop in a playlist URL and let the scraper resolve every video. Choose which ones to include, then export comment data across the entire set in one go.
Bulk scraping is the feature most competitors gate behind expensive plans. TubeHarvest Cloud Pro includes it by default.
Every export includes the full set of fields below. Structured, consistent, and ready for analysis or machine learning pipelines.
The full comment body, including line breaks and emoji. No truncation.
The display name of the commenter, with optional anonymisation for research exports.
Direct link to the commenter's YouTube channel for follow-up research.
ISO 8601 date so you can sort chronologically or measure recency.
Number of likes on the comment, useful for ranking by community agreement.
How many replies sit beneath the comment, signalling discussion depth.
Whether the row is a top-level comment or a reply, plus the parent author for context.
Flags for verified accounts and whether the author is the video creator.
Comment data becomes valuable the moment it leaves YouTube and enters your workflow. Here is what researchers, marketers, and developers build with it.
Research
Feed structured comment data into NLP pipelines to measure audience sentiment toward products, features, or creators at scale.
Marketing
Extract the exact words your target audience uses to describe problems and desired outcomes. Use them directly in ad copy and landing pages.
Research
Build datasets from public discourse for social science, media studies, or linguistics research with properly structured, timestamped data.
Marketing
Scrape competitor video comments to discover what their audience praises, complains about, and wishes existed.
ML
Collect labelled comment data for fine-tuning classifiers, spam detectors, or language models on real YouTube discourse.
Marketing
Track mentions, complaints, and praise across videos in your niche. Catch reputation signals before they escalate.
Three ways to get YouTube comment data. This tool is the fastest path to structured exports. Python gives you full customisation. The official API gives you sanctioned access with hard limits.
| TubeHarvest | Python script | YouTube Data API | |
|---|---|---|---|
| Setup time | Under 30 seconds | 30–60 minutes | 15–30 minutes |
| Coding required | None | Python knowledge | API integration |
| API key needed | No | Usually yes | Yes |
| Daily quota limits | No quota | API quota applies | 10,000 units/day |
| Bulk scraping | Channels & playlists | Custom scripting | Manual pagination |
| Reply threads | Included | Extra code needed | Separate endpoint |
| Export format | CSV & JSON | Custom output | JSON (raw) |
| Best for | Speed & ease | Full customisation | Official access |
For most use cases, TubeHarvest gets you from URL to export in under a minute. Use Python when you need custom transformation logic. Use the official API when your project requires sanctioned access and you have engineering resources to manage the integration.
The free tool previews one video per day. TubeHarvest unlocks unlimited scraping, channel-level batch exports, and ZIP downloads with full metadata.
Each tool solves one job and gives you the output fast. No sign-up, no paywall on the free tier.
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