7 Best Facebook Likes Scrapers in 2025 (Updated Monthly)
Finding the best Facebook Likes scrapers can help businesses gather valuable social media data. These tools let you extract engagement metrics, follower counts, and reaction data from Facebook pages to gain insights about audience behavior and content performance.
Modern scraping tools make it easier than ever to collect Facebook Likes data while following platform guidelines. Whether you need basic analytics or advanced engagement tracking, the right scraper can automate your data collection and help inform your social media strategy.
1. Apify Facebook Likes Scraper
Apify Facebook Likes Scraper is a powerful data extraction tool that collects reaction data from Facebook posts. It gathers details like reaction types, liker profiles, and basic user information with just a post URL input. The tool processes multiple posts at once and exports data in popular formats like JSON, CSV, and Excel.
Pricing: The scraper costs $15.99 per month, with payment based on successful results returned. This makes it cost-effective for both small and large-scale data collection needs.
Key features:
- Easy data extraction from multiple Facebook posts
- Captures all reaction types (like, love, care, sad, angry, laugh)
- Collects liker profile information and URLs
- Downloads available in JSON, CSV, Excel formats
- Simple interface for beginners
- Fast processing speeds
- Real-time data updates
- Cloud-based operation
- Automatic pagination handling
- API access for integration
2. LikeExp Chrome Extension
LikeExp is a specialized Chrome extension for extracting user data from Facebook post likes and reactions. The tool enables users to export detailed information from posts, videos, live videos, user feeds, page feeds, and group feeds into CSV files. It works directly in Chrome and requires no coding skills to operate.
Pricing: The extension offers a free version with basic features, while premium features are available through a paid subscription model.
Key features:
- Extracts user lists from any Facebook post type including regular posts, videos, and live streams
- Exports data to CSV format for easy analysis
- Collects user profile information including names and profile URLs
- Supports multiple reaction types (Like, Love, etc.)
- Works with personal feeds, page feeds, and group content
- Simple point-and-click interface
- Batch processing capabilities for multiple posts
- Fast data extraction with minimal system impact
3. Bright Data Facebook Scraper API
Bright Data Facebook Scraper is a professional-grade tool designed for extracting public data from Facebook at scale. The platform uses advanced proxy networks and automated systems to collect information like profile details, posts, comments, likes, shares, and follower counts without getting blocked.
Pricing: The service starts at $0.001 per record scraped, with custom enterprise pricing available for large-scale operations. A free trial is offered to test the service before committing to a paid plan.
Key features:
- Automated data extraction from public Facebook profiles, pages, and groups
- Built-in proxy rotation system to prevent IP blocks
- Ready-to-use templates for common scraping tasks
- Real-time data delivery through API
- Support for collecting profile names, images, handles, status updates, and engagement metrics
- 24/7 technical support
- No coding required with visual interface
- Export options in multiple formats like CSV and JSON
- Automatic handling of CAPTCHAs and other anti-bot measures
- Compliance with Facebook's terms of service for public data collection
4. Clay Social Media Scraper
Clay is a complete data enrichment platform that excels at Facebook data extraction. The tool can pull out essential information like page names, descriptions, follower counts, likes, check-ins, and contact details from Facebook pages and profiles.
Pricing: Clay offers custom pricing based on usage needs. Users need to contact their sales team for a personalized quote that matches their data scraping requirements.
Key features:
- Advanced AI-powered web scraping capabilities through Claygent
- Built-in compliance measures to follow Facebook's terms of service
- Data enrichment and verification tools
- Automated data extraction from multiple social media platforms
- User-friendly interface that requires minimal technical knowledge
- Regular updates to maintain scraping reliability
- Export options in various formats like CSV and JSON
- API access for seamless integration
5. Octoparse Facebook Likes Extractor
Octoparse is a user-friendly Facebook scraping tool that makes extracting likes data simple and efficient. The platform uses a point-and-click interface that lets users gather likes, reactions, and basic user information from Facebook posts without writing any code. It works well for both beginners and business users who need to collect Facebook engagement data.
Pricing: The free plan includes basic scraping features with limited data exports. Paid plans start at $75 per month, which includes more advanced features like cloud extraction and API access.
Key features:
- Visual point-and-click interface requires no coding skills
- Handles dynamic content and infinite scrolling on Facebook pages
- Extracts likes, reactions, and basic user data from posts
- Supports automated data collection at scheduled times
- Exports data in multiple formats including CSV and Excel
- Includes cloud-based extraction to avoid IP blocks
- Provides API access for integration with other tools
- Offers templates for common Facebook scraping tasks
6. ParseHub Facebook Scraper
ParseHub is a powerful desktop-based web scraping tool that works well for extracting Facebook data. It uses machine learning to understand web page structures and can handle dynamic JavaScript content. The software offers a point-and-click interface that makes it easy for beginners to set up scraping projects without coding knowledge.
Pricing: Free plan allows 200 pages per month and one project at a time. Paid plans start at $149/month for 10,000 pages and multiple concurrent projects.
Key features:
- Visual interface for selecting data elements
- Handles JavaScript-rendered content
- Export data in CSV, JSON, or Excel formats
- Built-in proxy rotation system
- Automatic IP address management
- Schedule automated scraping runs
- Parse through multiple pages automatically
- Extract text, images, and links from Facebook posts
- Cloud-based data storage for scraped content
- API access for integration with other tools
7. Smartproxy Facebook Scraper
Smartproxy is a versatile Facebook scraping tool that focuses on data collection at scale. The platform provides residential proxies integrated directly into their scraping solution, which helps prevent IP blocks while gathering Facebook likes and other engagement metrics. The tool offers a straightforward interface that makes it easy to extract data from Facebook posts, profiles, and pages.
Pricing: Plans start at $100 per month for basic access to the Facebook scraping tools and proxy network. Custom enterprise plans are available for larger data collection needs.
Key features:
- Built-in proxy rotation system to avoid blocks
- User-friendly dashboard for managing scraping tasks
- Support for multiple Facebook data points including likes, shares, and comments
- Real-time data extraction capabilities
- High success rates due to residential IP addresses
- Advanced targeting options by location and device type
- API access for custom integration
- Automatic retry mechanism for failed requests
- 24/7 technical support
Conclusion
After reviewing all the options, the Best Facebook likes scraper is Apify because it offers reliable data extraction, user-friendly features, and excellent performance. It lets you scrape likes, reactions, and basic user data from Facebook posts while following ethical scraping practices and API guidelines.