Introduction

If you're looking for the best LinkedIn scraping tools in 2025, you've come to the right place.

We’ve gathered expert opinions from the top minds in French B2B growth. Louis from the Lead gen Agency EraB2B, Raouf (B2B SaaS Media), and Kaio from the GTM Agency Architect Ops to build a complete LinkedIn scraping tier list, with each tool reviewed for:

• 🔍 Features & use cases

• 👨‍💻 Founders or team

• ✅ Pros and ❌ Cons

• 💰 Pricing (when available)

• 🔒 Security & risk level

Let’s dive into the ranking 👇

Check out the full video review here (French only)

🧠 TL;DR

• Best for Sales Nav scraping: Vayne & Pronto

• Most innovative: ReactIn – Signal-based scraping with native LinkedIn outreach

• Most scalable automation: Captain Data

• Best for enrichment-only workflows: IcyPeas & Prospeo

• Avoid: PhantomBuster for Sales Nav scraping (ban risk too high)

🏆 Tier S – Best LinkedIn Scrapers for B2B Growth

1. Vayne

• Website: vayne.io

• Founders: Former team of BlackSales

• Pros:

  • Ultra-secure: zero ban or alert reports

  • Scrapes up to 15,000 LinkedIn profiles/day

  • Strong lead qualification logic

  • Great pricing: €80/month for 100,000 leads

• Cons:

  • Limited to Sales Navigator

  • Occasionally misinterprets job titles

• Use Case Example:

  Scrape high-volume LinkedIn lists from Sales Navigator (e.g., “CMOs in EMEA”) and push into your CRM for cold email or DM campaigns.

  => Verdict: 🥇 Best value & safest pure LinkedIn scraper on the market

2. Pronto

• Website: prontohq.com

• Founder: Nicolas Fernandez-Le Follic

• Pros:

  • Upload contact lists in SalesNav

  • Scrapes and updates lists daily

  • Smart detection of job switches

• Cons:

  • Still in early traction with a few bugs

  • No DM automation

• Use Case Example:

  Keep an always-fresh list of Marketing Managers in SaaS who changed jobs in the last 30 days, then launch timely outreach.

3. ReactIn

• Website: reactin.io

• Founder: François Delporte

• Pros:

  • SmartLists based on real signals

  • Includes enrichment + DM automation

  • PLG: fully self-serve, no extension needed

• Cons:

  • Newer player in the space

• Use Case Example:

  You publish a carousel on LinkedIn offering a free template. With ReactIn’s "Distribute LinkedIn Lead Magnet" feature, you automatically capture all comment/like users (every day), enrich them with ICP data, and send them a DM with the resource. And eventually make a follow-up a few days later.

🏅 Tier A – Good Alternatives with Strengths

4. Captain Data

• Website: captaindata.com

• Founder: Guillaume Odier

• Pros:

  • The most Advanced API for workflow automation

  • Industrial-grade workflows

  • Wide API integration: Hubspot, Slack, Notion, etc.

• Cons:

  • Expensive for small teams

  • Tech approach

  • No native DMs

• Use Case Example:

  Automate a multi-channel funnel: scrape leads → enrich → send cold email → Slack notification when a reply is received.

5. IcyPeas

• Website: icypeas.com

• Founder: Brice Carpentier

• Pros:

  • Fast LinkedIn enrichment from email

  • Dead simple UI

• Cons:

  • No scraping capability

  • No outreach automation

• Use Case Example:

  Turn a list of 500 B2B emails into LinkedIn profiles + job titles, then import to another outreach tool.

6. Prospeo

• Website: prospeo.io

• Founder: Matthew Putnam

• Pros:

  • Strong enrichment database

  • Affordable for small teams

• Cons:

  • No DM or scraping

• Use Case Example:

  After a webinar, enrich your signup list with job roles to build audience segments for your follow-up sequence.

💎 Tier B – Tools to Watch or Use in Niche Cases

7. DataBar

• Website: databar.ai

• Founder: David Abaev

• Pros:

  • No-code workflow builder

  • easy to use with Zapier/Make

• Cons:

  • Limited depth for LinkedIn-specific scraping

• Use Case:

  Build a no-code workflow to scrape LinkedIn job postings and trigger Slack alerts for “Revenue Ops” roles in SaaS companies.

8. Evaboot

• Website: evaboot.com

• Founder: JB Jezequel

• Pros:

  • Clean Sales Navigator extractor

  • email enrichment

• Cons:

  • Not designed for large volumes

  • Low support

• Use Case:

  Extract a Sales Nav list of French B2B CEOs with validated emails for a boutique cold outreach campaign.

9. GoldenLeads

• Website: goldenleads.io

• Pros:

  • Scales DMs by simulating fake LinkedIn profiles

• Cons:

  • Ethically risky, against LinkedIn TOS

• Use Case:

  Use burner LinkedIn profiles to connect with 500 HR professionals and push an event invite. ⚠️ Use cautiously.

10. Scrupp

• Website: scrupp.com

• Pros: Easy to set up

• Cons:

  • Outdated infrastructure

  • high ban risk

• Use Case:

  Previously helpful for scraping LinkedIn post likes—but better options now exist (ReactIn, Vein, Pronto).

❌ Tier C – Use with Caution

11. PhantomBuster

• Website: phantombuster.com

• Founder: Guillaume Boiret

• Pros:

  • A large marketplace of automations

  • Legacy player

• Cons:

  • High ban risk

  • Poor UX for newcomers

• Use Case Example:

  Scraping Sales Nav using PhantomBuster often leads to your LinkedIn account being flagged or limited. Better to avoid for scraping.

What is the best LinkedIn scraping tool in 2025?

The best LinkedIn scraping tools in 2025 include Vein for high-volume secure scraping, Pronto for intent-based targeting, and ReactIn for combining buyer intent signals with LinkedIn DM automation. Each offers unique advantages for B2B growth teams.

🎯 Conclusion: What to Pick?

If you're serious about LinkedIn lead gen in 2025:

• Go Vein if you need raw scale and safety

• Choose ReactIn if you want the full-funnel experience (Signal + Enrichment + Outreach)

• Use Pronto for creative targeting

• Combine Captain Data with enrichment tools for high-volume workflows

And big thanks to Louis from the Lead gen Agency EraB2B, Raouf from the Media Sales Tech Scoot, and Kaio from the GTM Agency Architect Ops for the honest, transparent tier list. 💙

👉 Start Free with ReactIn - Capture signals, enrich leads, send DMs.

François D.