10 Best LinkedIn Scrapers for Data Extraction in 2026 | Lindy
10 Best LinkedIn Scrapers for Data Extraction in 2026
Written by
Everett Butler
Personally Tested
Head of Marketing
Everett reviewed 10 LinkedIn scrapers including Evaboot, ScrapIn, and BrightData, weighing pricing, compliance risk, and lead-export quality for sales and recruiting teams.
Everett Butler
Head of Marketing
Everett is Head of Marketing at Lindy. He’s focused on building a world class brand for Lindy and driving awareness, growth and affinity for our products.
Last Updated: May 26, 2025
Table of Contents
- What is a LinkedIn scraper
- Is LinkedIn scraping legal
- The 10 best LinkedIn scrapers
- LinkedIn Scrapers: TL;DR
- Frequently Asked Questions
What is a LinkedIn scraper?
A LinkedIn scraper pulls public data from profiles, company pages, job posts, and search results automatically. These tools include Chrome extensions, APIs, and cloud-based SaaS platforms. Once you have extracted lead data, pairing your scraper with the best AI outreach tools can automate your follow-up campaigns.
Use Cases:
- Sales and business development: Extract leads’ job titles, companies, and locations to build targeted outreach lists.
- Recruiting: Gather candidate profiles to identify qualified talent faster.
- Market research: Monitor hiring trends, employee growth, or content engagement.
Is LinkedIn scraping legal?
In many jurisdictions, it’s legal to scrape publicly accessible data from LinkedIn, but scraping private LinkedIn data is not legal. Public data includes information visible to anyone, while private data requires login or consent.
Risks of LinkedIn Scraping:
- Violating data privacy laws: Compliance with GDPR and CCPA varies by region.
- Getting banned from LinkedIn: Scraping may violate LinkedIn’s user agreement.
- Retrieving inaccurate data: LinkedIn content changes frequently, leading to potential inaccuracies.
The 10 Best LinkedIn Scrapers in 2026
| Tool | Type | Best For | Pricing | Special Features |
|---|---|---|---|---|
| Evaboot | Browser Extension | Sales, Recruiters | $9/month (requires Sales Navigator) | Cleans Sales Nav exports |
| ScrapIn | Cloud Platform | Developers, Agencies | Starting at $1,000 | Real-time LinkedIn API |
| BrightData | Cloud Platform | Developers, Enterprises | Starting at $3.53/GB | Rotating proxies, vast datasets |
| PhantomBuster | Cloud Platform | Marketers, Agencies | Starting at $69/month | Prebuilt automations, multi-platform scraping |
| TexAu | Desktop + Cloud | Growth Hackers | Starting at $79/month | Automation chains, LinkedIn actions |
| Captain Data | Cloud Platform | Sales, Ops Teams | Starting at $399/month | Workflow builder, team collaboration |
| Octoparse | Desktop + Cloud | Analysts, Researchers | Starting at $119/month | Point-and-click scraping |
| Zopto | Cloud Platform | Sales Teams, Recruiters | Starting at $197/month | LinkedIn multichannel automation |
| Apify | Cloud Platform | Developers, Agencies | Starting at $39/month | Actor-based scripting, proxy support |
| Meet Alfred | Cloud Platform | Sales, Agencies | Starting at $59/month | Multichannel outreach, smart inbox |
Frequently Asked Questions
Can I use LinkedIn scraping tools with Sales Navigator?
Yes, tools like Evaboot, PhantomBuster, and TexAu are specifically built to work with LinkedIn Sales Navigator.
What is the safest LinkedIn scraper?
Tools like Evaboot, Captain Data, and Apify collect publicly available data through browser emulation or web scraping.
Can I automate outreach after scraping?
Yes, you can. A tool like Lindy allows you to take your qualified leads and generate personalized emails.