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Extract posts and public engagement data from Facebook profiles. Add one or more Facebook profile URLs, connect an authorized Facebook session, and collect post text, images, videos, comments, reactions, shares, author details, timestamps, links, and other available post metadata. Use CoreClaw for social listening, content research, sentiment analysis, audience research, archiving, and automated social data workflows.
A Facebook Profile Scraper helps you collect available posts from Facebook profiles and convert them into structured data.
Instead of opening a profile timeline and manually copying posts, provide the Facebook profile URLs you want to research and configure the amount of post and engagement data you need.
You can use it to:
Collect posts from selected Facebook profiles and analyze recurring topics, reactions, comments, and public discussions.
Research which posts, formats, images, videos, and topics generate stronger public engagement.
Collect comments and post text for downstream sentiment classification or topic analysis.
Monitor selected public creators, founders, experts, or other profiles and compare their posting activity and engagement performance.
Analyze public comments and reactions around selected posts to understand recurring audience interests and feedback.
Collect post text, images, videos, timestamps, and links for authorized research and analysis.
Create structured records of profile posts that you own or are authorized to archive.
| 🆔 Post ID | 🔗 Post Permalink |
| 📝 Post Text | 🌐 Translation |
| 🕒 Created Time | 📌 Pinned Status |
| 👤 Author Name | 🆔 Author ID |
| 🔗 Author URL | 🖼️ Author Avatar |
| 💬 Comment Count | 👍 Reaction Count |
| 🔁 Share Count | 💭 Comments |
| 👍 Reactions | 🖼️ Images |
| 🎬 Videos | 🔗 External Links |
| 👥 Tagged People | 👤 Profile Name |
| 🔗 Profile URL | 📊 Public Post Metadata |
Available fields depend on the post, profile, your authenticated access, and the information Facebook currently provides.
When enabled and available, reaction data can provide more detail than a simple reaction count.
This may include users associated with reactions and reaction types.
Reaction extraction can be used for:
Collecting detailed reaction information may increase task runtime.
The Facebook Profile Scraper is designed to keep the workflow simple and straightforward.
This workflow requires a valid Facebook session to access profile posts.
Use account cookies that you own or are authorized to use.
Treat Facebook session cookies as sensitive credentials.
You should:
If the connected account cannot access a profile or post, the Worker cannot reliably extract that content.
This workflow can process content that is accessible through the authenticated Facebook session.
This means that even if a profile is described as “private,” CoreClaw does not bypass Facebook’s privacy controls.
The connected Facebook account must already have legitimate access to that content.
Do not use CoreClaw to bypass profile privacy settings or access content that the authenticated user is not authorized to view.
Collecting an individual post is relatively straightforward.
Collecting engagement relationship data around a post requires additional requests.
Features that may increase processing time include:
For example, scraping 100 posts with comments and reactions may require significantly more processing than scraping the same 100 posts without engagement details.
Enable only the fields you actually need.
Available engagement fields may include:
These fields can help you compare posts based on public engagement.
For example, you can analyze:
This is useful for content research and benchmarking.
Engagement data should be treated as a snapshot at the time of collection because these values may continue to change afterward.
The CoreClaw Facebook Profile Scraper can also be integrated into automated workflows through an API.
You can connect Facebook post data to:
Use the CoreClaw interface for quick no-code tasks, or use API integration when you need recurring collection.
Add the Facebook profiles you already want to research directly, without building a custom scraper yourself.
Collect post text, timestamps, images, videos, links, and author information in the same record.
Enable comments, reactions, shares, and replies only when your workflow actually needs deeper engagement data.
Stop collection at a specified date to avoid retrieving unnecessary older posts.
Export Facebook post data to CSV, JSON, spreadsheets, databases, or analytics workflows.
Run the workflow directly through CoreClaw while retaining API access for automated collection.
Use the Facebook Profile Scraper only for content you are authorized to access and process.
Authenticated access does not grant additional rights to private content.
Do not use this Worker to:
Public or accessible social media content may still contain personal data.
Make sure your data collection and downstream use have an appropriate legal and business basis.
A Facebook Profile Scraper extracts available posts and related data from Facebook profiles and converts them into structured records.
It can be used for social listening, content research, sentiment analysis, media research, and authorized archiving.
Yes. Add one or more Facebook profile URLs and configure the number of posts you want to collect.
Yes. Enable comment extraction and set the maximum number of comments to collect per post.
Yes, when detailed reaction data is supported and enabled.
Yes. Available post records can include the overall reaction count.
Yes, when the post provides this data.
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