Facebook Video Transcript Extractor With Engagement Data

Facebook Video Transcript Extractor — Owner Details & Engagement Data

Facebook Video Transcript Extractor With Engagement Data pulls the transcript, the owner's identity, and the engagement numbers for any public Facebook video from a single URL. Paste one or more video links and get back the spoken-word transcript, who posted it (id, name, verified status, gender, page category), the post's caption and publish date, and view/play/comment/reaction counts scoped to that exact video. Every result is typed, normalized JSON — no HTML, no selectors, no manual parsing. Point it at a list of video links and get structured transcript-plus-engagement rows ready to index, analyze, or hand to an LLM.

What is Facebook Video Transcript Extractor With Engagement Data?

Facebook Video Transcript Extractor With Engagement Data is a Facebook video scraper that turns a public video URL into three things in one row: the video's spoken-word transcript, the owner and post metadata, and the video's engagement counts. It reads public pages only — no cookies are sent and no Facebook login is required to run it.

• Scrape the video's transcript
• Scrape owner identity and post details (caption, publish date, permalink)
• Scrape engagement metrics (views, plays, comments, reaction breakdown)
• Export results as JSON, CSV, or other Apify dataset formats
• No proxy management required — the Actor rotates through direct access, Datacenter proxy, and Residential proxy automatically when Apify Proxy is enabled

What data does Facebook Video Transcript Extractor collect?

The Actor returns three data blocks per video, all merged into one dataset row.

Data Type	Key Fields	JSON Field Names
Video Transcript	video id, transcript text, source URL, scrape timestamp	videoId, transcript, url, scrapedAt
Owner & Post Details	owner id/name, verified status, gender, page category, caption, publish date, permalink	ownerId, ownerName, ownerVerified, ownerGender, pageCategory, postCaption, publishedAt, permalinkUrl
Engagement Metrics	view count, play count, comment count, per-reaction-type breakdown	viewCount, playCount, commentCount, reactionBreakdown

Need more Facebook data?

If you also need event listings or review threads, API-Empire publishes dedicated Facebook scrapers for those entities: Facebook Event Search Scraper - Hosts, Tickets & Related Events for event pages, and Facebook Reviews Scraper With Comments & Replies for page review threads. Run them alongside this Actor to cover video, event, and review data from the same account.

How does Facebook Video Transcript Extractor differ from the official Facebook API?

Meta's Graph API is Facebook's official API, but its video and caption endpoints are built for videos you own or manage, not for reading data off arbitrary public videos posted by other pages.

Feature	Facebook Graph API	Facebook Video Transcript Extractor
Access setup	Requires a registered Meta app and, for most endpoints, app review before it returns data (developers.facebook.com, checked 2026-08-15)	Paste a video URL and start the run — no app registration
Video scope	The /video node and its captions endpoint operate on videos tied to a Page or User access token you control (developers.facebook.com/docs/graph-api/reference/video/, checked 2026-08-15)	Works on any public video URL, regardless of which page owns it
Transcript access	The captions endpoint is documented for posting/managing captions on your own video, not for reading an existing auto-caption off someone else's post	Returns the video's existing transcript directly, with no upload/ownership step
Engagement data	Post- and video-level insight metrics are generally scoped to pages you administer	Returns view, play, comment and reaction counts for the specific public video requested
Setup time	App creation plus a permission-review cycle before the first successful call	Running against a URL list immediately

If you manage the Facebook Page yourself and need to upload captions or pull Page Insights you're authorized for, the Graph API is the right tool. If you need transcript and engagement data off public videos you don't own or administer, that data isn't reachable through the Graph API without app review and ownership — which is what this Actor is built for.

Why do developers and teams scrape Facebook video content?

For AI engineers and agent builders

Facebook video transcripts are unstructured text locked inside a browser-rendered page — not something an agent can call directly. This Actor turns a video URL into a transcript string plus structured ownerName, postCaption, and reactionBreakdown fields in one JSON row, so a RAG pipeline can chunk and embed the transcript while keeping the post's metadata as retrievable context, without a scraping or HTML-parsing step in the agent loop.

For marketers and brand teams

Tracking how a competitor's or creator's video content performs means checking transcript content against viewCount, playCount, commentCount, and the reactionBreakdown array together. Feeding a list of a page's recent video URLs into this Actor returns the talking points alongside the numbers, so a team can see which messages correlate with which engagement pattern without opening each video manually.

For researchers and analysts

Video statements from public pages are source material for media and communications research — quoting what was said, by whom, and when. The transcript, ownerName, postCaption, and publishedAt fields give a citable, timestamped text record from public-only URLs, with no login or private-content access involved.

For developers building data products

A transcript-search tool, a video-monitoring dashboard, or a scheduled competitor digest all need the same base data: transcript text, owner identity, and engagement numbers, refreshed on a schedule. Because every field name stays fixed run to run, this Actor's output can sit directly behind an Apify schedule feeding a downstream database or API without a parsing layer in between.

How to scrape Facebook videos (step by step)

1. Open Facebook Video Transcript Extractor With Engagement Data on the Apify Console.
2. Paste one or more Facebook video URLs into videoUrls (format: facebook.com/<page>/videos/<id>).
3. Toggle includePostMetadata and includeEngagementMetrics on or off depending on which data blocks you need — both default to on.
4. Start the run.
5. Download the results as JSON, CSV, or another supported dataset export format.

What to do when Facebook changes its structure

The Actor is maintained, and the output schema — the field names and types documented below — stays stable on your end even when Facebook's page markup changes underneath it, so downstream integrations don't need to be rewritten.

⬇️ Input

Parameter	Required	Type	Constraints	Description
videoUrls	No	array of strings	editor: stringList	One or more Facebook video URLs (e.g. facebook.com/<page>/videos/<id>). Each link is processed and returns a transcript plus owner and engagement data.
urls	No	array of strings	editor: stringList	Legacy alias of videoUrls, kept for compatibility with older input files. Use videoUrls for new runs — if both are set, videoUrls wins.
includePostMetadata	No	boolean	default true	Adds the video owner's identity (id, name, verified status, gender, page category) plus the post's caption, publish date, and canonical permalink.
includeEngagementMetrics	No	boolean	default true	Adds view count, play count, comment count, and a per-reaction-type breakdown for the specific video requested.
proxyConfiguration	No	object	editor: proxy, default {"useApifyProxy": false}	Optional proxy configuration for the run. Leave empty to run without one.

No parameter is required — running with an empty videoUrls/urls produces no output and the run simply exits.

Example input:

{
  "videoUrls": [
    "https://www.facebook.com/100044280796927/videos/2301741263587145",
    "https://www.facebook.com/100044280796927/videos/4141502542759187"
  ],
  "includePostMetadata": true,
  "includeEngagementMetrics": true,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}

⚠️ Common pitfall: the URL must contain a /videos/<numeric id> path segment. The Actor extracts the video id with the pattern /videos/(\d+) — a Reels-only link (facebook.com/reel/<id>) or a facebook.com/watch/?v=<id> link does not match, and that row comes back with error set instead of a transcript. Use the page's /videos/<id> link for input.

⬆️ Output

Every result is pushed as one flat JSON row per video, whether or not a transcript was found. Datasets can be exported as JSON, CSV, or other Apify-supported formats.

Scraped video (transcript, owner and engagement)

{
  "url": "https://www.facebook.com/100044280796927/videos/2301741263587145",
  "videoId": "2301741263587145",
  "transcript": "We're also working with the military on it because they want to make sure everything's perfect...",
  "ownerId": "100044280796927",
  "ownerName": "Brian Tyler Cohen",
  "ownerVerified": true,
  "ownerGender": "MALE",
  "pageCategory": "News Personality",
  "postCaption": "Who is \"everyone\"?",
  "publishedAt": "2025-10-22T20:35:53+00:00",
  "permalinkUrl": "https://www.facebook.com/100044280796927/videos/2301741263587145/",
  "viewCount": 243670,
  "playCount": 387377,
  "commentCount": 8216,
  "reactionBreakdown": [
    { "type": "Angry", "count": 5718 },
    { "type": "Haha", "count": 2094 },
    { "type": "Like", "count": 1143 }
  ],
  "error": null,
  "scrapedAt": "2026-08-11T12:00:00+00:00"
}

Every row carries all 17 keys shown above, whether or not includePostMetadata or includeEngagementMetrics was enabled — the fields for a disabled block simply stay null. When no transcript is found, transcript is null and error holds a short reason (for example "No transcript found for this video", "Could not retrieve this video's data", or "This video could not be processed"), while any owner, post, and engagement fields that were still retrievable remain populated.

How does Facebook Video Transcript Extractor compare to other Facebook scrapers?

Feature	Facebook Video Transcript Extractor	Generic alternative (DIY script / browser automation)
Output format	Typed JSON, fixed field names	Raw HTML or rendered DOM requiring manual parsing
Transcript extraction	Resolves Facebook's internal GraphQL query id automatically, with a fallback if resolution fails	Query ids must be found and hardcoded by hand, and go stale silently
Engagement scoping	Reads counts matched to the exact requested video's node, not a page-wide value	Risk of pulling the wrong video's counts from a page's related-video rail
Proxy handling	Built-in direct → Datacenter → Residential proxy fallback via Apify Proxy	Proxy rotation must be built and maintained separately
Schema stability	Same JSON keys returned every run	Breaks silently whenever Facebook changes its page markup

If you're building an AI agent or RAG pipeline, the output format row is the decision-maker — parsing HTML inside an agent loop is a reliability failure mode, not a feature.

How many results can you scrape with Facebook Video Transcript Extractor?

There is no hard cap on how many URLs you can put in videoUrls — the input schema does not set a maxItems limit, and the Actor processes the list sequentially, one video at a time. If you set a maximum cost or event limit on the run in the Apify Console, the Actor stops processing further URLs once that limit is reached (logged as "Charge limit reached, stopping the run"), and any rows already pushed to the dataset stay there. There is no built-in pagination to configure — one input URL always produces one output row.

Integrate Facebook Video Transcript Extractor and automate your workflow

Facebook Video Transcript Extractor With Engagement Data works with any language or tool that can send an HTTP request.

REST API integration

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_API_TOKEN>")

run_input = {
    "videoUrls": ["https://www.facebook.com/100044280796927/videos/2301741263587145"],
    "includePostMetadata": True,
    "includeEngagementMetrics": True,
}

run = client.actor("your-username/facebook-video-transcript-extractor-with-engagement-data").call(run_input=run_input)

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["videoId"], item["transcript"])

Works in Python, Node.js, Go, Ruby, cURL.

Automation platforms (n8n, Make, LangChain)

Apify's official n8n node and Make module can call any Apify Actor by its id, including this one — configure the node with videoUrls as input and read the resulting dataset in the next step of your flow. LangChain and similar agent frameworks can call the Actor through Apify's REST API and treat the JSON dataset rows as tool output directly, with no parsing step in between.

⚖️ Is it legal to scrape Facebook video data?

Scraping publicly accessible Facebook video pages is generally lawful; the legal risk depends on what you collect and how you use it, not on the act of extraction itself. Facebook Video Transcript Extractor With Engagement Data returns only data visible on a public video's permalink page — no login, cookies, or private-content access are involved.

The owner fields returned (ownerId, ownerName, ownerVerified, ownerGender) are personal data when the owner is an individual, so GDPR and CCPA apply to how you store and use them if you're handling data on EU or California residents — you need a lawful basis for that processing, not just for the collection. Consult legal counsel for commercial use cases involving bulk personal data.

❓ Frequently asked questions

Does Facebook Video Transcript Extractor work without a Facebook account?

Yes. The Actor sends no cookies and performs no login — it only reads what's visible on a video's public permalink page. No Facebook account or API key is required.

How often is the scraped data updated?

Every run fetches the video page live over HTTP at the time you run it — nothing is cached or served from a stored snapshot.

What happens when a video has no transcript?

The row still comes back with transcript set to null and error set to "No transcript found for this video". Owner, post, and engagement fields are still populated where they were retrievable, so you don't lose the rest of the row.

Can I scrape private or restricted Facebook videos?

No. Only videos on public permalink pages are returned. A private or restricted video's page won't expose the transcript or engagement data the Actor reads, and the row comes back with error set instead.

Does Facebook Video Transcript Extractor charge me for failed rows?

No. Only rows where a transcript was found are billed under the row_result charged event. Rows pushed with transcript: null and error set are written to the dataset uncharged — filter your results on error == null (or transcript != null) to see only the billed rows.

Does Facebook Video Transcript Extractor work for AI agent workflows and LLM pipelines?

Yes. It's callable as an HTTP endpoint through the Apify API by any agent framework. Every response is typed JSON with a transcript string and structured metadata fields — no HTML and no parsing step before passing it into an LLM context window or a vector store.

How does Facebook Video Transcript Extractor handle Facebook's anti-bot measures?

Each request retries directly first; if that fails and Apify Proxy is enabled (proxyConfiguration.useApifyProxy: true), it escalates to a Datacenter proxy session and then a Residential proxy session, using a fresh proxy session per video once a fallback occurs. If Apify Proxy is left off, the Actor only retries directly and does not fall back to a proxy — reliability is lower on videos that fail without one.

Does Facebook Video Transcript Extractor return data in a format LLMs can use directly?

Yes. Typed, normalized JSON with stable field names — no HTML, no selectors, no parsing. Pass a row directly into an LLM context window, index the transcript field into a vector store, or route the whole row through an agent tool.

Can I use Facebook Video Transcript Extractor without managing proxies?

Yes. Leaving proxyConfiguration empty runs the Actor with direct access only. Turning on useApifyProxy lets the Actor manage Datacenter and Residential proxy sessions itself — you don't configure IPs or rotation logic.

What happens when Facebook changes its page structure or blocks the scraper?

The Actor is maintained, and the output schema stays stable — the field names and types documented above don't change on your end even after Facebook updates its page markup.

💬 Your feedback

Found a bug or missing a field? We want to know — it helps make Facebook Video Transcript Extractor With Engagement Data better for everyone. Reach out through the Actor's page on the Apify Console or the API-Empire support channel with details of what you saw.