Skip to main content

Best YouTube Transcript Scrapers on Apify (2026)

· 6 min read
Yassine El Haddad
Software Developer & Automation Specialist

I build production AI agents, web scrapers, and automation pipelines. Most of what I publish here comes from the actual problems they run into: proxies that get banned, anti-bot stacks that fingerprint your client, RAG that drifts when the underlying data moves. Stack: Python, TypeScript, Go, FastAPI, LangChain, Crawlee, Playwright, deployed on AWS, GCP, and Cloudflare.

Quick answer

The best YouTube transcript scraper on Apify in 2026 is YouTube Transcript Scraper — Captions & AI Fallback. It pulls native captions when YouTube has them, falls back to built-in Whisper AI when it doesn't, and returns a transcript_llm field ready for RAG pipelines — no external API key required. Native transcripts cost $0.001 each.

YouTube's Data API v3 does not expose transcript data. Every tool in this list bypasses that limitation by reading the public caption infrastructure directly. The difference between them is what happens when a video has no captions.

Discover transcript actors: YouTube transcript scrapers in the Apify Store

Comparison table

ActorAI fallbackLLM-ready fieldOutput formatsNative priceWhen to pick it
YouTube Transcript Scraper — Captions & AI FallbackYes — built-in WhisperYes — transcript_llmJSON, Text, LLM, SRT, VTT$0.001/transcriptBest overall — handles any video
YouTube Transcript Scraper PRONoNoJSON, CSV, Excel, SRT, VTT~$0.005/transcriptIf you need CSV/Excel export
Youtube Transcript Scraper ($0.5/1k)NoNoJSON$0.005/transcriptSimple bulk extraction
Youtube Transcript / Subtitles NinjaNoNoMultiple formatsVariesFormat variety without AI

All prices are free-tier rates from the Apify Store. Check each actor's Pricing tab for your plan's discount.

Actor deep-dives

YouTube Transcript Scraper — Captions & AI Fallback

Best overall pick. Most transcript tools return an error when a video has no captions. This actor doesn't — it downloads the audio and transcribes it with a bundled faster-whisper model running on Apify's compute. No Whisper API subscription, no OpenAI key, no extra setup.

What makes it different:

  • Native captions first — for most English videos captions already exist, so there is no audio download and no AI charge. Cost: $0.001 per video on the free plan.
  • AI fallback — when no captions are found, the bundled AI transcribes the audio. Billed per minute of video duration (not speech length). Cost: $0.012/min on the free plan.
  • transcript_llm field[Music], (laughter), and other filler tokens stripped before you receive the text. Drop it into LangChain or LlamaIndex without post-processing.
  • Five output formats — JSON (timestamped segments), plain text, LLM-optimised text, SRT, VTT. Request multiple in a single run.
  • Dry Run mode — scan a playlist without charging any events; each item reports would_need_ai and estimated_ai_min so you can review spend before committing.
  • maxAiMinutes cap — set a hard ceiling on AI minutes per run. When reached, remaining caption-free videos receive an error item rather than silently running up costs.
  • Batch support — single videos, full playlists, entire channels. One URL per batch is enough.

Pricing example (free plan):

TaskVideosAI neededCost
Single video1No~$0.006
Playlist (20 videos)20No~$0.025
Channel analysis (100 videos)100No~$0.105
Podcast batch (20 × 45 min, no captions)20Yes — 900 min~$10.81

The $0.005 per-run start fee is charged once. From the second video onwards this actor costs less than competitors charging $0.005 flat per transcript.

Try YouTube Transcript Scraper — Captions & AI Fallback →


YouTube Transcript Scraper PRO

A solid choice if your downstream tool expects CSV or Excel rather than JSON. Returns captions in multiple formats with proxy rotation to handle rate limits. Does not attempt transcription for caption-free videos — those return an error.

Pick this when: your team works in spreadsheets and all target videos have captions.


Youtube Transcript Scraper ($0.5/1k)

Straightforward bulk extractor. Returns captions and some video metadata in JSON. No AI fallback, no LLM field. Well-established actor with a long track record.

Pick this when: you have a clean list of videos you know have captions and want the simplest possible setup.


Youtube Transcript / Subtitles Ninja

Format-focused actor. Covers multiple subtitle types and languages. No AI fallback.

Pick this when: format variety is more important than completeness and you know your videos have captions.


Why the YouTube Data API is not enough

The YouTube Data API v3:

  • Does not provide transcript or caption text — caption download is a separate request via a private internal API that Google does not officially support for programmatic access
  • Has a 10,000-unit daily quota (free), which limits bulk work
  • Requires a Google Cloud project, OAuth credentials, and quota monitoring

Apify transcript actors access the same public caption data you see in the YouTube player "Open transcript" panel. No Google Cloud project needed. Billing is based on Apify compute and per-event fees rather than quota units.

Start scraping

Sign up for Apify — every new account gets free credits. No credit card required.

Apify Affiliate Banner 728x90Apify Affiliate Banner 728x90Apify Affiliate Banner 300x50Apify Affiliate Banner 300x50
Frequently Asked Questions

YouTube Transcript Scraper — Captions & AI Fallback (apify.com/codepoetry/youtube-transcript-ai-scraper) is the best default. It handles caption-free videos via built-in Whisper AI and returns a transcript_llm field ready for RAG pipelines. For simple bulk extraction of videos with known captions, the $0.5/1k actor is a cheaper option.

On the free Apify plan, AI transcription costs $0.012 per minute of video duration. A 10-minute video costs $0.12; a 60-minute video costs $0.72. Use dryRun mode to preview which videos in a playlist need AI and what the total would be before committing.

Yes. Request outputFormats: ['llm'] to receive the transcript_llm field — [Music], (laughter), and other filler tokens are already stripped. The result is ready to pass directly to a LangChain Document, a LlamaIndex TextNode, or any chunking pipeline.

No. All Apify transcript actors access publicly available caption data without a Google Cloud project or YouTube Data API key. You authenticate with your Apify account only.

Dry Run (dryRun: true) scans all input URLs and outputs metadata plus would_need_ai and estimated_ai_min for each video — without transcribing anything or charging any AI events. Use it before running an unknown playlist to review expected spend.

The built-in Whisper model supports 99 languages including English, Spanish, French, German, Portuguese, Japanese, Chinese, Arabic, and Hindi. Pass forceWhisperLanguage to skip the 30-second auto-detection window and reduce processing time by ~20% when you know the channel language.