Best LinkedIn Scraping Tools in 2025: A Comprehensive Review
2025.07.17 19:15
petroLinkedIn is a key source for lead generation, talent acquisition, and business research. To efficiently gather data, professionals rely on scraping tools — but not all options are equal.
This guide ranks the top 10 LinkedIn scraping tools in 2025, covering their main features, use cases, pricing, and overall value.
What Is a LinkedIn Scraper?
A LinkedIn scraper automates the collection of public data from LinkedIn profiles or company pages. They come in various forms:
- No-code platforms: Great for beginners
- APIs: Best for developers
- Open-source scripts: Ideal for custom solutions
What Kind of Data Can You Scrape?
From profiles:
- Name, job title, employer
- Skills, education, location
- Languages, certifications, followers
From company pages:
- Company name, size, industry
- Website, location, employee count
- Description, founding year
How to Choose a Scraper
When selecting a tool, consider:
- Features
- Pricing
- Free trial access
- Scalability
- User reviews (e.g., G2 ratings)
Top 10 LinkedIn Scraping Tools
| Tool | Best For | Starting Price | Free Trial | G2 Score |
|---|---|---|---|---|
| Bright Data | Scalable API-based scraping | $0.001/record | Yes | 4.6/5 |
| Proxycurl | Developer-friendly APIs | $0.10/credit | Yes | 4.4/5 |
| Apify | Custom scraping via actors | $49/month | Yes | 4.8/5 |
| HeyReach | Outreach & team collaboration | $79/account/mo | Yes | 4.9/5 |
| GitHub (joeyism) | Python-based open-source tool | Free | No | — |
| PhantomBuster | Non-coders scraping URLs | $69/month | Yes | 4.2/5 |
| Dripify | LinkedIn automation | $79/month | Yes | 4.5/5 |
| Oxylabs | Enterprise-scale scraping | $49/month | Yes | 4.5/5 |
| Linked Helper | Desktop automation tool | $15/month | Yes | 4.5/5 |
| Meet Alfred | Basic scraping & messaging | $59/user/month | Yes | 2.4/5 |
Tool Highlights
Bright Data
- Enterprise-grade features like IP rotation, CAPTCHA bypass, and JavaScript rendering
- Supports multiple output formats
- Best for: Scalable, reliable data extraction
- Price: $0.001/record
- Free Trial: Yes
Proxycurl
- API-first platform for person, company, and job scraping
- Offers 470M+ profile access
- Google Sheets plugin available
- Price: $0.10/credit
- Free Trial: Yes
Apify
- Actor-based scrapers for customizable workflows
- Built-in integrations with JS/Python
- Access 1,500+ community scripts
- Price: $49/month
- Free Trial: Yes (2 days)
HeyReach
- Manages outreach and prospecting across multiple accounts
- Simple user interface
- Suited for marketing and sales teams
- Price: $79/account/month
- Free Trial: Yes (14 days)
LinkedIn Scraper (GitHub - joeyism)
- Open-source Python library
- Requires technical skills
- Free to use
Which Tool Should You Choose?
- For full scalability: Bright Data
- For integration: Proxycurl or Apify
- For non-coders: PhantomBuster or HeyReach
- For developers: GitHub scraper
FAQ
Is scraping LinkedIn legal?
Scraping public data is legal if done responsibly, respecting robots.txt and LinkedIn’s terms.
Can I use these tools without coding skills?
Yes. Tools like PhantomBuster, HeyReach, and Dripify are beginner-friendly.
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