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7 Best LinkedIn Scrapers for Lead Generation in 2025

10 min read Updated 2025 OneScraper Team

LinkedIn is the world's most valuable B2B data source — and the right scraping tool can turn it into a lead generation machine for your sales, recruitment, or research team. This guide compares the 7 best LinkedIn scrapers in 2025, covering no-code options, Chrome extensions, and API-based tools.

Quick Comparison: Best LinkedIn Scrapers 2025

Tool No-Code Free Plan Pricing Model Best For
1. OneScraper Flat subscription Business teams, beginners
2. PhantomBuster Subscription (limited slots) Sales automation
3. Bright Data Pay-per-record Enterprise scale
4. Apify Compute units Developers
5. Outscraper Pay-per-credit Occasional use
6. Evaboot Credit-based Sales Navigator users
7. Proxycurl Pay-per-API call Developers, enrichment
1

OneScraper Best No-Code Option

onescraper.com

OneScraper is the best LinkedIn scraper for non-technical teams who need structured profile, company, and job data without writing code. The platform maintains its LinkedIn scraper so you never deal with broken extractors when LinkedIn updates its layout.

Data you can extract: Profile data (name, headline, location, experience, education, skills), company data (size, industry, description), and job listings (title, salary, description, posting date). Export as CSV or JSON. Schedule recurring scrapes. Free plan available.

Pros

  • 100% no-code — no technical knowledge needed
  • Free plan — start immediately
  • Flat monthly pricing, no surprises
  • Built-in scheduling for automated lead lists
  • Scraper maintained by OneScraper team
  • Profile + company + job data in one tool

Cons

  • Less suitable for very large enterprise volumes
  • No Chrome extension for in-page scraping
2

PhantomBuster

phantombuster.com

PhantomBuster is a popular automation platform with dedicated LinkedIn "Phantoms" for profile scraping, connection requests, and message sending. It's a strong choice for sales automation but requires a LinkedIn session cookie to operate.

Pros

  • Good for LinkedIn outreach automation
  • Many LinkedIn-specific Phantoms
  • Integrates with CRMs

Cons

  • Requires LinkedIn account session cookie
  • Risk of LinkedIn account restriction
  • More complex setup than OneScraper
  • Subscription slots limit concurrent tasks
3

Bright Data

brightdata.com

Bright Data offers LinkedIn datasets and a LinkedIn Scraper API for enterprise clients. The quality and scale are unmatched, but the pricing is enterprise-level and technical integration is required.

Pros

  • Massive data scale
  • Pre-collected LinkedIn datasets available
  • High reliability for enterprise

Cons

  • Expensive — enterprise pricing only
  • No free plan
  • Requires technical integration
4

Apify

apify.com

Apify has several community-built LinkedIn actor scrapers, but their quality varies. Using them requires understanding Apify's platform, configuring actor inputs in JSON, and often debugging code when things break.

Pros

  • Flexible for custom workflows
  • Developer ecosystem

Cons

  • Requires JavaScript knowledge
  • LinkedIn actors quality varies
  • Complex pricing structure
5

Outscraper

outscraper.com

Outscraper offers LinkedIn job and company data scraping through its cloud platform. Pay-per-credit pricing works for occasional use, but costs scale quickly for ongoing lead generation campaigns.

Pros

  • No-code interface
  • Pay-as-you-go (low upfront cost)

Cons

  • Expensive for regular use
  • Limited scheduling
  • Credits deducted per export
6

Evaboot

evaboot.com

Evaboot is a Chrome extension designed specifically for LinkedIn Sales Navigator users. It exports search results from Sales Navigator into clean CSV files with email finding capabilities. Excellent for outbound sales teams already using Sales Navigator.

Pros

  • Excellent for Sales Navigator users
  • Email finding built-in
  • Clean data output

Cons

  • Requires LinkedIn Sales Navigator ($$$)
  • Chrome extension only
  • Credit-based pricing
7

Proxycurl

nubela.co/proxycurl

Proxycurl is an API for LinkedIn data enrichment. It's designed for developers who want to look up LinkedIn profiles by URL and enrich contact databases. Not a scraper in the traditional sense — it's an enrichment API.

Pros

  • Great for data enrichment workflows
  • Simple API
  • Profile lookup by URL

Cons

  • Requires coding to use
  • Pay-per-API call — expensive at scale
  • Not suitable for bulk searches or job data

Which LinkedIn Scraper Should You Choose?

  • Best for non-technical business teams: OneScraper — no-code, free plan, flat pricing, no LinkedIn account needed
  • Best for sales automation + outreach: PhantomBuster — LinkedIn workflows, CRM integrations
  • Best for Sales Navigator users: Evaboot — seamless export from Sales Navigator searches
  • Best for developers needing enrichment: Proxycurl — simple API, profile-by-URL lookup
  • Best for enterprise scale: Bright Data — maximum data volume and reliability

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