YouTube Data Extraction API: Videos, Comments, Channels — Structured in One Call

Auto anti-bot bypass, built-in JS rendering, clean JSON output. Cover video details, full comments, channel data, search results, playlists — one API does it all.

No credit card required · Trusted by 20,000+ customers

50M+
YouTube video records collected
99.5%
anti-bot success rate
<500ms
Average response time
JSON
JSON / CSV / NDJSON output formats
The Formula
YouTube URL+Extraction Schema=Structured Data

Pass any YouTube page URL, auto-detect the page type, extract structured fields, and return clean JSON. No HTML parsing, no pagination handling.

Full YouTube Data Type Coverage

From videos to channels, comments to search — one API covers all public YouTube data.

Video Details

Video Details

Scrape individual video full info. Fields: title, description, channel, publish_date, duration, views, likes, comments_count, tags, category, thumbnail_url, video_url (MP4), subtitles/CC, language.

  • Content Analysis
  • Trend Tracking
  • AI Training Corpus
Video Comments

Video Comments

Scrape all comments (with nested replies). Fields: comment_text, author, publish_date, likes, replies_count, is_pinned, reply_list (recursive), language.

  • Sentiment Analysis
  • Public Opinion Monitoring
  • User Insights
Channel Info

Channel Info

Scrape channel homepage full data. Fields: channel_name, handle, subscribers, total_videos, total_views, about, country, created_at, avatar_url, banner_url, links, tags.

  • KOL Discovery
  • Competitor Analysis
  • Channel Profiling
Channel Videos

Channel Videos

Scrape all videos under a channel. Fields: video_id, title, thumbnail, publish_date, duration, views, status (live/regular/upcoming).

  • Content Strategy Analysis
  • Update Cadence Tracking

Every field designed for AI training & business analysis

CategoryFieldsAI / Business use
Video Basicsvideo_id / title / description / channel_name / publish_date / duration / language / categoryText classification, content recommendation
Engagementviews / likes / comments_count / shares / engagement_ratePopularity prediction, influence assessment
Commentscomment_text / author / date / likes / replies_count / is_pinned / nested_repliesSentiment analysis, user insights, SFT training

Different teams, one YouTube API

Based on the 504 YouTube video demand analysis, here are the top 6 scenarios the market cares about most.

AI / LLM Companies

  1. 1.Collect video descriptions + subtitles + comments for multilingual pre-training corpus.
  2. 2.Video screenshots + description pairs for multi-modal model training.
  3. 3.Comment + reply pairs for SFT instruction fine-tuning datasets.

Sentiment Monitoring

  1. 1.Monitor sentiment trends in brand-related video comments.
  2. 2.Track spread velocity and comment trends of negative videos.
  3. 3.Compare brand voice volume on YouTube vs competitors.

MCN / Content Marketing

  1. 1.Analyze competitor channel content strategy: publish frequency, popular video types, title patterns.
  2. 2.Screen potential KOLs: subscriber growth, engagement rate, content quality.
  3. 3.Collect trending content for creative reference.

Quant / Finance

  1. 1.Track finance YouTuber opinion changes for sentiment factors.
  2. 2.Monitor view trends of company/product-related videos as market signals.
  3. 3.Analyze retail investor sentiment in comment sections.

SEO / Digital Marketing

  1. 1.Keyword search ranking tracking: monitor search result changes for target keywords.
  2. 2.Video tag analysis: extract tagging strategies of high-ranking videos.
  3. 3.Competitor video SEO benchmarking.

Academic Research

  1. 1.Collect video data at scale for communication research.
  2. 2.Analyze cross-cultural differences in comment sections.
  3. 3.Build research datasets for YouTube recommendation systems.

YouTube anti-bot? We got it handled

Based on hands-on experience collecting 5,000+ YouTube data records, we know YouTube's anti-bot inside out. Here are the core challenges we solve.

HTTP 429

  • Smart request scheduling + residential proxy pool rotation.
  • Low-concurrency mode (4-8 threads) + random delays (0.8-3s).
  • Simulating real human browsing behavior.

Bot Detection

  • TLS fingerprint spoofing (JA3/JA4) + HTTP/2 fingerprint simulation.
  • Browser-level headers + Cookie management.
  • Each request uses an independent browser fingerprint.
JS

JS Rendering

  • Built-in headless browser rendering, fully executing JavaScript.
  • Supports Shadow DOM, Web Components, and modern frontend frameworks.
  • Ensures data matches what real users see.

CAPTCHA

  • Auto-detect and solve reCAPTCHA / hCaptcha challenges.
  • Deep-learning-based CAPTCHA recognition, 99%+ success rate.
  • No human intervention needed, fully automated.
IP

IP Blocking / Geo

  • 400M+ global residential IP pool, covering 195 countries.
  • Auto-detect IP reputation, instantly replace low-reputation IPs.
  • Support country/region routing for geo-restricted content.
MARK

Continuation Token

  • Auto-handle YouTube pagination and Continuation Tokens.
  • Comments, search results, channel video lists — auto-paginate until exhausted.
  • No manual cursor management needed.

Only pay for what's successfully delivered

No hidden fees, no charges for failures. All plans include anti-bot bypass, JS rendering, and full field extraction.

PAYG

Flexible testing

 Flexible

Top up anytime

  • Rate limit: 10 req/s
  • Expert support
Most Popular
BasicFirst top-up +50%

Small data projects

From$10

Pay $10 · get $15 balance

  • Rate limit: 10 req/s
  • Expert support
GrowthFirst top-up +50%

Recurring usage

From$50

Pay $50 · get $75 balance

  • Rate limit: 25 req/s
  • Expert support
ScaleFirst top-up +50%

Production workflows

From$100

Pay $100 · get $150 balance

  • Rate limit: 50 req/s
  • Priority support
  • Optional SLA
Enterprise

Custom data needs

 Custom

Custom first order offer

  • Custom
  • Dedicated support
  • SLA included
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Scrape YouTube data with natural language

Connect to AI assistants like Claude / ChatGPT, or automation platforms like n8n / Make / Zapier.

NO

No-code workflow

  • ① Schedule: trigger collection on cron
  • ② Scrape + Extract: fetch video / comment data in one step
  • ③ Route: push to Sheets / Airtable / Slack / database

Frequently Asked Questions

Scraping publicly visible YouTube data is legal in most jurisdictions. Important: don't collect login-required content, avoid copyright infringement (e.g., downloading copyrighted videos for commercial distribution), and comply with YouTube ToS regarding data usage. Consult legal counsel for your specific use case.
Start Scraping YouTube Data

1,000 free calls, no credit card. Anti-bot bypass, JS rendering, full field extraction — all included from the first request.