Facebook Likes Scraper

What Is Facebook Likes Scraper?

Facebook Likes Scraper extracts publicly available likes and reactions from Facebook posts and turns them into structured data.

Add one or multiple Facebook post URLs to collect reaction types and available liker information without manually checking each post.

• Scrape multiple Facebook posts at once
• Extract likes and different reaction types
• Collect available liker names and profile URLs
• Export data in JSON, CSV, or Excel
• Use API for automated data collection

Common Use Cases for Facebook Likes Scraper

Audience Research

Analyze publicly available liker information to better understand who engages with specific Facebook posts.

Engagement Analysis

Separate Like, Love, Care, Haha, Sad, and Angry reactions to understand how audiences respond to different content.

Competitor Monitoring

Collect reactions from competitors' public posts and compare engagement across content, campaigns, and pages.

Campaign Analysis

Compare reactions across multiple Facebook campaign posts to identify content that generates stronger audience responses.

Influencer Research

Analyze reactions on public creator and influencer posts to evaluate audience engagement around their content.

Social Media Research

Collect structured Facebook reaction data for brand research, content analysis, reporting, and other social media studies.

What Data Can You Extract from Facebook Likes?

How to Scrape Facebook Likes and Reactions

1. Open the Facebook Likes Scraper.
2. Add one or multiple Facebook post URLs.
3. Click Start.
4. View the extracted reaction data.
5. Export results in JSON, CSV, or Excel.

➡️ Input

Enter one or multiple public Facebook post URLs.

https://www.facebook.com/examplepage/posts/123456789

⬅️ Output

Get structured records containing available reaction and liker data.

{
  "postUrl": "https://www.facebook.com/examplepage/posts/123456789",
  "reaction": "love",
  "name": "Example User",
  "profileUrl": "https://www.facebook.com/example-user",
  "facebookId": "1234567890"
}

Why Use CoreClaw Facebook Likes Scraper?

Scrape Multiple Posts

Process multiple Facebook post URLs without manually checking reactions one post at a time.

Analyze Reaction Types

See whether users reacted with Like, Love, Care, Haha, Sad, or Angry instead of relying only on total engagement.

Get Structured Data

Turn publicly available Facebook reaction information into structured records ready for filtering and analysis.

Export in Multiple Formats

Download results in JSON, CSV, or Excel for spreadsheets, databases, reporting tools, and other workflows.

No Coding Required

Run the scraper directly without building or maintaining your own Facebook scraping script.

Automate with API

Connect Facebook reaction data to your applications, databases, dashboards, or recurring data workflows.

Frequently Asked Questions

What Facebook reactions can I scrape?

You can extract available reaction types such as Like, Love, Care, Haha, Sad, and Angry. Available reactions depend on what Facebook displays for the source post.

Can I scrape who liked a Facebook post?

You can collect available public liker information such as Facebook names, profile URLs, and identifiers when that information is publicly accessible.

Can I scrape likes from multiple Facebook posts?

Yes. You can add multiple Facebook post URLs and collect their available likes and reactions in the same workflow.

Can I export Facebook likes to CSV or Excel?

Yes. Results can be exported in JSON, CSV, or Excel formats for spreadsheets, reports, databases, and further analysis.

Do I need coding skills to scrape Facebook likes?

No. You can run the Facebook Likes Scraper directly without writing code. API access can be used when you need automated workflows.

Is it legal to scrape Facebook likes?

Compliance depends on the data being collected, your use case, applicable laws, and Facebook's terms. Only process information you are permitted to access and use, particularly when personal data is involved.