LinkedIn has over 1 billion users. Your next client is probably on there right now.

But finding them manually takes forever. You open profile after profile. You copy names, job titles, and emails one by one. Hours disappear. Your lead list barely grows.

LinkedIn scrapers fix that. They extract data automatically, so what used to take 5 hours now takes 5 minutes.

In this guide, we tested 27 tools that let you scrape LinkedIn. Some are purpose-built scrapers. Others are primarily outreach or email finding tools that also include a scraping feature. We made sure to be transparent about that in each review.

We compared prices, features, ease of use, and data quality so you can pick the right tool for your workflow.

Here's what you'll find in this guide:

• A full comparison table of all 27 tools

• Detailed reviews with pricing, features, pros and cons

• A final recommendation based on your use case

Just before we start, here is the list of the scrapers you will discover in this guide:

1. GiveMeLeads

2. Phantombuster

3. Skrapp

4. Lemlist

5. Dripify

6. Expandi

7. Dux-Soup

8. Waalaxy

9. Linked Helper 2

10. LaGrowthMachine

11. Findymail

12. Prospeo

13. Scrupp

14. Derrick App

15. Meet Alfred

16. Bright Data

17. Zopto

18. Wiza

19. Evaboot

20. GetProspect

21. Kaspr

22. Surfe

23. TexAu

24. Heyreach

25. SalesRobot

26. Lobstr

27. Emelia

Now, it's time to dive in and help you pick the best option for your prospecting workflow.

Best LinkedIn Scraping Tools Compared

The 27 Best LinkedIn Scraping Tools

Here is the list of the 27 best LinkedIn Scraping tools:

1 - GiveMeLeads

GiveMeLeads is purpose-built to extract leads from LinkedIn Sales Navigator without getting your LinkedIn account flagged.

It helps you to extract leads with verified emails, clean prospect data, and fresh leads at scale.

The interface is clean, simple, and beginner-friendly even if you’ve never used a scraping tool before.

💡 Pro tip: This tool is made for sales teams that want reliable data without wasting time on setup or cleaning.

You can start now to export leads by creating a GiveMeLeads account.

Key Features

• Export leads from LinkedIn Sales Navigator: Pull enriched contact data directly from your saved lead or account searches.

• Clean data: Capitalized names, cleaned job titles, no emojis or legal suffixes.

• Advanced filtering: Keep only the leads that match your ICP (by title, size, seniority...).

• Built-in Email Finder: Find professional email addresses for your leads.

• Triple-verified emails: Every email is verified for deliverability, at no extra cost. Fewer bounces, more replies.

• Use intent data: Easily extract high-intent leads:

  • Who viewed your profile

  • Who follow your company

  • Who engage with your competitors

  • Who are in 1st-degree connection with you

• Schedule exports: Schedule weekly exports to keep your lead list fresh—without duplicates.

• Manage multiple accounts: Run outbound for your whole sales team. Create lead lists per rep and extract at scale.

Pros and cons

Pricing

GiveMeLeads offers a very simple and flexible pricing:

2 - Phantombuster

PhantomBuster is a generalist scraping platform that supports many LinkedIn use cases, as well as other social platforms like Instagram, Facebook, and TikTok.

It's a versatile tool for marketers and growth hackers who need to extract data from multiple sources.

Key Features

• Scrape LinkedIn profiles and extract key details

• Export search results and lead lists from Sales Navigator

• Extract members from LinkedIn groups or event attendees

• Collect engagement data (likes and comments) on LinkedIn posts

• Find and enrich leads with verified email addresses

Pros and cons

Pricing

Here's a breakdown of the pricing for PhantomBuster, along with some additional information:

3 - Skrapp

Skrapp is a B2B email finder designed for professionals who need verified emails fast.

It’s a go-to tool for salespeople, recruiters, and marketers running cold outreach or lead generation campaigns. 

Skrapp uses publicly available data to find business emails and helps you reduce time spent on manual research.

Key Features

• Find emails from LinkedIn: Use the Chrome extension to extract professional emails directly from LinkedIn profiles or search results.

• Find emails from any website: Enter a domain to get verified business email addresses from that company.

• LinkedIn scraping: Works with LinkedIn search, profiles, and company pages to pull data into your prospecting lists.

• Email verification: Every email is validated with built-in verification to reduce bounce rates.

• Integrations: Connect Skrapp with tools like Salesforce, HubSpot, or export directly to CSV.

Pricing

Skrapp pricing is based on the number of email credits you use per month.

💡 Pro tip: Skrapp works great if your primary focus is verified email data. But for deeper LinkedIn scraping (intent signals, activity filters, job changes, etc.), pairing it with a tool like GiveMeLeads can give you more context and precision.

4 - Lemlist

Lemlist is a sales engagement platform designed to help businesses personalize and automate their outreach across email, LinkedIn, and phone. 

It enables users to create multichannel sequences, track performance, and improve deliverability with built-in warm-up tools. 

Lemlist is especially popular for its personalization capabilities and ease of use in managing outbound campaigns at scale.

Key Features

• Multichannel Outreach: Automate outreach via LinkedIn, email, and calls in one sequence.

• Email Personalization: Add dynamic images, custom variables, and personalized content to boost reply rates.

• Campaign Analytics: Track opens, clicks, replies, and bounce rates in real time.

• Deliverability Tools: Built-in email warm-up and reputation monitoring.

• CRM Integrations: Sync with tools like HubSpot, Salesforce, and Pipedrive.

Pricing

See the available pricing tiers for Lemlist below:

5 - Dripify

Dripify is a LinkedIn automation and prospecting tool designed to streamline lead generation and engagement on LinkedIn. 

It enables users to automate outreach campaigns, send personalized connection requests, and follow-ups to increase conversion rates. 

Dripify also provides analytics to monitor the performance of campaigns.

Key Features

• LinkedIn outreach automation with personalized connection requests and follow-ups.

• Workflow automation to manage prospecting tasks.

• In-depth analytics to track the performance of campaigns.

• CRM integration for seamless lead management.

• A/B testing for optimizing outreach strategies.

Pricing

Take a look at Dripify's pricing details:

6 - Expandi

Expandi is a LinkedIn automation platform designed to help professionals run safe and scalable outreach campaigns. 

It enables you to automate connection requests, follow-ups, and messages while maintaining compliance with LinkedIn usage limits. 

Expandi is ideal for sales and marketing teams who want to grow their network and pipeline reliably.

Key Features

• Smart Sequences: Automate multistep LinkedIn outreach campaigns with custom delays and branching logic.

• Personalization Tokens: Insert dynamic variables like name, company, or role to personalize each message.

• Geotargeted IP & Cloud Hosting: Operate from specific locations to reduce the risk of account restrictions.

• Profile Visitor Trigger: Automatically follow up with users who view your profile.

• Detailed Analytics: Track acceptance rates, reply rates, and campaign performance in real-time.

Pricing

These are the current pricing options for Expandi:

7 - Dux-Soup

Dux-Soup is a LinkedIn automation tool designed to help users generate leads and build connections through automated outreach. 

It allows professionals to visit profiles, send connection requests, and follow up with personalized messages—without manual effort. 

The tool is especially useful for sales, marketing, and recruitment teams looking to save time and scale their LinkedIn prospecting.

Key Features

• Automated Profile Visits: Automatically view profiles to increase visibility and engagement.

• Connection Requests: Send personalized invites at scale.

• Drip Campaigns: Set up follow-up messages after connection.

• Lead Tagging and Notes: Organize and qualify leads within the dashboard.

• CRM Integration: Sync LinkedIn activity with your CRM system.

Pricing

Dux-Soup's pricing is structured as follows:

8 - Waalaxy

Waalaxy is a prospecting software that helps users automate their LinkedIn and email outreach.

It allows you to create multichannel campaigns by combining connection requests, follow-up messages, and emails. 

The platform is designed to simplify lead generation for sales and marketing professionals, with an intuitive interface and ready-to-use workflows.

Key Features

• LinkedIn Automation: Automatically send connection requests, follow-ups, and messages on LinkedIn.

• Multichannel Campaigns: Combine LinkedIn and email outreach in a single sequence.

• Email Finder & Verifier: Find and verify professional email addresses from LinkedIn profiles.

• Pre-Built Campaign Templates: Launch high-converting outreach sequences in just a few clicks.

• Smart Inbox: Manage all your LinkedIn messages in one organized dashboard.

Pricing

Here’s an overview of Walaaxy’s pricing plans:

9 - Linked Helper 2

Linked Helper is a LinkedIn automation tool designed to streamline lead generation, outreach, and engagement workflows. 

It helps users automate repetitive LinkedIn tasks like sending connection requests, follow-ups, or profile visits. 

The platform is especially useful for sales teams, recruiters, and marketers looking to scale their LinkedIn efforts while staying personalized.

Key Features

• Automated connection requests with personalized messages

• Multi-step message sequences for LinkedIn outreach

• Auto-visit and auto-follow profiles to increase visibility

• CRM integration and campaign management tools

• Export data from LinkedIn profiles for lead generation

Pricing

Here's an overview of LinkedIn Helper's pricing:

10 - LaGrowthMachine

LaGrowthMachine is a multichannel prospecting platform designed to automate and personalize outreach across LinkedIn, email, and Twitter. 

It helps sales teams build smart, scalable workflows that turn cold leads into warm conversations. 

By syncing with your CRM and managing sequences automatically, it saves time while boosting reply rates.

Key Features

• Multichannel outreach: Automate LinkedIn, email, and Twitter touchpoints in a single workflow

• CRM integration: Sync with tools like HubSpot and Pipedrive for seamless data flow

• Smart sequences: Create dynamic sequences with auto-pauses, conditional logic, and personalization

• Inbox management: Centralize LinkedIn and email replies in one unified inbox

• Lead tracking & analytics: Monitor campaign performance and optimize for higher engagement

Pricing

These are the current pricing options for LaGrowthMachine:

11 - Findymail

Findymail is a high-performance B2B email finder built for serious sales teams and growth marketers.

It automatically scrapes leads from platforms like LinkedIn Sales Navigator and Apollo, enriches them with verified B2B emails, and removes duplicates or invalid contacts.

Key Features

• Apollo Scraper: Extract verified contacts directly from Apollo searches, in bulk.

• Sales Navigator Scraper: Export leads from LinkedIn Sales Navigator and enrich with emails.

• Email Finder: Find professional emails from names, domains, or LinkedIn profiles.

• Email Verifier: Built-in verification to ensure every email is valid before export.

• Data Cleaner: Automatically remove invalid emails, catch typos, and clean duplicates.

Pricing

Findymail offers flexible monthly plans based on the number of emails you need:

12 - Prospeo

Prospeo is a modern email finding tool designed to help you scale your cold outreach fast without sacrificing deliverability.

Whether you’re prospecting from LinkedIn, a company domain, or a CSV of names, Prospeo gets you clean, verified emails with a few clicks.

It’s built for B2B teams that want speed, simplicity, and scale.

Key Features

• Email Finder: Find email addresses based on names and companies, ideal for B2B prospecting.

• Domain Search: Pull verified emails from entire company domains.

• LinkedIn Email Finder: Extract emails directly from LinkedIn profiles using their Chrome extension.

• Email Verifier: Check if emails are valid before sending, to protect your sender reputation.

• Chrome Extension: Instantly find and verify emails while browsing LinkedIn or websites.

Pricing

Prospeo offers flexible plans for small to large sales teams.

13 - Scrupp

Scrupp is a LinkedIn and Sales Navigator scraping tool built for fast, large-scale lead extraction.

It’s especially popular among growth hackers and SDRs who need clean data for outbound campaigns.

With one click, you can export entire LinkedIn search results and enrich them with verified emails.

Key Features

• Lead Extraction: Export leads from both LinkedIn and Sales Navigator with just one click.

• Email Finder: Find and verify professional emails for outreach campaigns.

• Unlimited Page Scraping: Scrape entire LinkedIn search results—no more 1,000-row export limits.

• Data Enrichment: Get clean, ready-to-use CSVs with full names, job titles, and company data.

• Scrape Locked Profiles: Unlike other tools, Scrupp lets you access info even from hidden or restricted profiles.

Pricing

Scrupp offers flexible monthly plans based on the number of emails you need per month:

14 - Derrick App

Derrick App is a LinkedIn data importer built specifically for Google Sheets users.

If you love working in spreadsheets and want to turn LinkedIn into a lead-generation machine, Derrick might be your ideal pick.

This tool allows you to scrape LinkedIn profile data and enrich it (with emails, job titles, etc.) directly inside your spreadsheet — no need to jump between platforms.

Key Features

• LinkedIn to Google Sheets: Pull data from LinkedIn profiles directly into Google Sheets in real time.

• Email + Data Enrichment: Automatically find verified emails and company details alongside each LinkedIn profile.

• Simple Workflow: No dashboards or complex UI — just a smooth experience inside Google Sheets

• Great for Manual Prospecting: Ideal if you want control and flexibility over each lead you research.

Pricing

Derrick App offers flexible plans for small to large sales teams.

15 - Meet Alfred

Meet Alfred is a powerful LinkedIn automation platform that helps businesses streamline and scale their lead generation efforts.

With Alfred, you can send hundreds of personalized follow-up messages every day across LinkedIn, Email, and Twitter — all on autopilot.

The tool also includes smart campaign scheduling, analytics, and CRM integration, making it easier to manage your entire outreach process from one place.

Key Features

Scrape leads directly from LinkedIn

• Send automated LinkedIn messages and follow-ups

• Reach prospects through Email, Twitter DMs, Instagram, and Facebook messages

• Build multichannel sequences that combine all these platforms

• Schedule and publish LinkedIn posts automatically

• Use the built-in LinkedIn CRM to manage your leads and conversations

Pricing

16 - Bright Data

BrightData provides a robust suite of tools for extracting public LinkedIn data at scale.

Leveraging its extensive proxy network and advanced scraping capabilities, it enables businesses to gather structured information from LinkedIn profiles, companies, job postings, and posts.

This service is particularly beneficial for tasks like competitive analysis, lead generation, and CRM enrichment.

Key Features

• LinkedIn Profile Scraper API: Extracts detailed information from public LinkedIn profiles, including names, job titles, companies, education, and more.

• LinkedIn Company Scraper API: Gathers data on LinkedIn company pages, such as company names, follower counts, and employee information.

• LinkedIn Jobs Scraper API: Collects job listing details from LinkedIn, including job titles, company names, locations, and seniority levels. 

• LinkedIn Posts Scraper API: Retrieves data from LinkedIn posts, such as post URLs, titles, hashtags, and engagement metrics like likes.

• Advanced Scraping Capabilities: Utilizes features like automatic IP rotation, CAPTCHA solving, user-agent rotation, and JavaScript rendering to ensure smooth and uninterrupted data extraction.

Pricing

BrightData doesn’t use a credit-based pricing model. Costs depend on your specific usage — such as the volume of data scraped and the resources consumed.

17 - Zopto

Zopto is a cloud-based LinkedIn automation platform designed to streamline B2B lead generation. 

By leveraging AI and advanced targeting, it enables users to automate outreach, manage campaigns, and track engagement, all while ensuring compliance with LinkedIn's terms of service. 

Zopto integrates seamlessly with LinkedIn Sales Navigator and CRM systems like Salesforce and HubSpot, making it suitable for individuals, teams, and agencies aiming to scale their outreach efforts.

Key Features

• Omni-Channel Campaigns: Integrate LinkedIn and email outreach for a comprehensive lead generation strategy. 

• Advanced Targeting Filters: Utilize criteria such as industry, location, job title, and company size to pinpoint ideal prospects.

• AI-Powered Messaging: Employ AI-driven tools like Zhoo for personalized campaign creation and context-aware inbox responses. 

• Real-Time Analytics: Access comprehensive dashboards to monitor campaign performance and engagement metrics. 

• GDPR Compliance: Ensure data protection and privacy with adherence to European regulations.

Pricing

These are the current pricing options for Zopto:

18 - Wiza

Wiza is a prospecting tool that turns LinkedIn Sales Navigator searches into verified email lists.

If you’re looking for clean contact data and want to avoid manual copy-pasting, Wiza is a solid pick. 

Its Chrome extension makes it easy to extract leads in bulk and verify their emails instantly.

Key Features

• LinkedIn data export: Extract lead lists directly from Sales Navigator or LinkedIn search results.

• Real-time email verification: Every email is verified on the spot, so you get fewer bounces and better deliverability.

• Phone number enrichment: On higher-tier plans, you can also get verified phone numbers for leads.

• Chrome extension: Activate it while browsing LinkedIn to grab profiles with a single click.

• CRM integrations: Export directly to tools like HubSpot, Salesforce, or download your leads as a CSV.

Pricing

Wiza uses a credit-based pricing model. One credit = one verified email.

19 - Evaboot

Evaboot is a lead generation tool built to clean, enrich, and export LinkedIn Sales Navigator searches in one click. 

It helps sales teams and recruiters save time by removing duplicates, fixing name formats, and finding verified professional emails. 

The platform simplifies LinkedIn prospecting by turning messy lead lists into ready-to-use data.

Key Features

• One-click Sales Navigator export

• Smart lead cleaning (names, job titles, companies)

• Duplicate removal and correction

• Email finding and verification

• CSV download with clean, enriched data

Pricing

Here’s an overview of Evaboot's pricing plans:

20 - GetProspect

GetProspect is an email finding and verification platform designed for sales, marketing, and recruitment professionals.

It simplifies lead generation and outreach by providing tools to find, verify, and manage email contacts.

The platform integrates seamlessly with LinkedIn, making it easier to generate and manage leads efficiently.

Key Features

• Email Finder: Quickly find email addresses using names or LinkedIn profiles.

• Email Verification: Ensure the accuracy of email addresses to improve deliverability.

• B2B Database: Access a large database of contact information for B2B outreach.

• LinkedIn Integration: Directly extract leads from LinkedIn for more effective prospecting.

Pricing

Getprospect pricing is based on the number of email credits you use per month.

21 - Kaspr

Kaspr is a B2B lead generation tool designed to streamline the process of discovering and engaging with prospects directly through LinkedIn. 

It enables users to extract verified contact information—including phone numbers and email addresses—from LinkedIn profiles, groups, and events. 

With its intuitive Chrome extension and comprehensive CRM integrations, Kaspr empowers sales teams, recruiters, and founders to efficiently build and manage their outreach efforts.

Key Features

• Chrome Extension: Instantly retrieve contact details from LinkedIn profiles, groups, and events.

• Real-Time Data Verification: Access a database of over 500 million verified contacts, ensuring high-quality leads.

• CRM Integrations: Seamlessly connect with platforms like Salesforce, HubSpot, and Pipedrive for efficient lead management.

• Automation Workflows: Automate LinkedIn invitations, messages, and data enrichment processes to enhance outreach efficiency.

• GDPR & CCPA Compliance: Operate within legal frameworks, ensuring data privacy and protection.

Pricing

See the available pricing tiers for Kaspr below:

22 - Surfe

Surfe is a LinkedIn productivity tool that connects your CRM directly to LinkedIn, allowing you to update and manage contacts without switching tabs. 

It simplifies lead generation and data entry by enabling one-click syncing of LinkedIn profiles into your CRM. 

Surfe is designed for sales teams looking to streamline their workflow and boost productivity on LinkedIn.

Key Features

• One-click export of LinkedIn contacts to your CRM

• CRM data sync directly within LinkedIn

• Email and phone number enrichment

• Automatic activity logging in your CRM

• Compatible with major CRMs like HubSpot, Salesforce, and Pipedrive

Pricing

Here's an overview of Surfe's plans:

23 - TexAu

TexAu is a no-code automation platform designed to help businesses streamline lead generation, outreach, and web data extraction across platforms like LinkedIn, Twitter, and more.

It’s especially popular among growth hackers and sales teams looking to automate repetitive tasks and scale operations without writing a single line of code.

Key Features

• Social Media Automation: Automate actions like sending connection requests, scraping profiles, or engaging with content on platforms like LinkedIn and Twitter.

• No-Code Interface: Intuitive drag-and-drop builder that makes workflow creation accessible for non-technical users.

• Data Extraction: Extract leads, emails, and user behavior data from the web and social media.

• Workflow Automation: Chain multiple automations together to build powerful sequences for prospecting or engagement.

• Cloud-Based Execution: All automations run on the cloud, so you don’t need to keep your browser open.

Pricing

Here's the pricing of TexAu:

24 - Heyreach

HeyReach is a LinkedIn automation platform designed for agencies, sales teams, and growth marketers aiming to scale their outreach efforts efficiently. 

It enables users to manage multiple LinkedIn accounts within a single campaign, automating tasks such as connection requests, messaging, profile views, and InMails. 

The platform offers a unified inbox to consolidate conversations across accounts and integrates seamlessly with various CRM and sales tools.

Key Features

• Multi-Account Automation: Connect and manage multiple LinkedIn accounts within a single campaign, enabling scalable outreach without exceeding LinkedIn's daily limits.

• Unified Inbox: Consolidate all conversations from different LinkedIn accounts into one inbox, facilitating efficient communication and lead management.

• Advanced Targeting and Lead Export: Import leads from LinkedIn searches, Sales Navigator, groups, and posts, and export them for further engagement.

• CRM and Tool Integrations: Integrate with platforms like HubSpot, Pipedrive, GoHighLevel, Zapier, and Slack to streamline workflows and data synchronization

• Comprehensive Reporting and Analytics: Access detailed insights into campaign performance, including A/B test results and sender metrics, to optimize outreach strategies.

Pricing

Heyreach’s pricing is structured as follows:

25 - SalesRobot

SalesRobot is a cloud-based sales automation platform that enables businesses to streamline their lead generation efforts through automated LinkedIn and email outreach. 

Leveraging AI-driven personalization, it allows users to create and manage multi-channel campaigns, ensuring consistent engagement with prospects. 

The platform also offers features like a built-in mini-CRM, smart reply detection, and detailed analytics to optimize outreach strategies.

Key Features

• AI-Powered Personalization: Craft personalized messages using AI, incorporating details like LinkedIn recommendations, volunteer work, and more

• Multi-Channel Outreach: Run synchronized campaigns across LinkedIn and email, automating connection requests, messages, and follow-ups.

• Smart Reply Detection: Automatically pauses outreach when a prospect responds, ensuring timely and relevant follow-ups. 

• Mini-CRM Integration: Manage conversations, track leads with tags, and filter interactions in one centralized dashboard.

• Advanced Prospecting Sources: Import leads from various channels, including LinkedIn searches, Sales Navigator, groups, events, and CSV files. 

Pricing

These are the current pricing options for SalesRobot:

Email Credits Pricing

26 - Lobstr

Lobstr is a powerful data automation platform that offers a scrapping for sales, marketing, and operations teams.

It specializes in data extraction, enrichment, and seamless integration with a wide range of other tools, helping businesses automate repetitive processes and make data-driven decisions faster.

Key Features:

• Data Extraction and Automation: Automatically collect and manage data from various sources, saving time on manual tasks.

• Integration with Various Tools: Easily integrates with popular platforms like CRMs, email tools, and marketing platforms, ensuring smooth workflow automation.

• Custom Workflows: Build custom workflows to meet your specific business needs without the need for a developer.

• Data Enrichment: Enrich leads or customer data with real-time information for better targeting and decision-making.

Pricing

Here is the pricing:

27 - Emelia

Emelia is a cold email and outreach platform designed to help businesses generate leads through automated, personalized email campaigns. 

It focuses on deliverability, speed, and simplicity, making it easy to scale outbound efforts while keeping emails human and effective. 

Emelia is built for teams looking to convert prospects into meetings without the complexity of traditional sales tools.

Key Features

• Multi-inbox sending: Distribute campaigns across several email addresses to boost deliverability.

• Email warm-up included: Improve inbox placement with built-in warm-up tools.

• Custom variables & sequences: Personalize messages and automate follow-ups at scale.

• Shared inbox: Manage team replies and leads from one centralized place.

• Lead scoring: Prioritize high-potential prospects based on engagement signals.

Pricing

Emelia pricing structure is as follows:

Is Scraping Illegal on LinkedIn?

Scraping LinkedIn isn’t technically illegal, but it does violate LinkedIn’s Terms of Service.

While LinkedIn prohibits the use of automation tools to extract data, many argue that public information — like names, job titles, and company details — should be accessible for legitimate business purposes.

In reality, LinkedIn rarely takes action if you stay within reasonable usage limits. Here’s what most users can safely do:

LinkedIn knows that recruiters and sales professionals rely on this data for prospecting and hiring.

Completely banning scraping would risk alienating a large part of its business audience — so as long as you scrape responsibly, you’re unlikely to run into issues.

How To Use LinkedIn Scrapers For Lead Generation?

Here are the 6 most common use cases to use LinkedIn Scrapers:

1 - Sales Navigator lead lists

LinkedIn Sales Navigator is one of the most powerful sources of B2B data available today. Because users constantly update their profiles, the information is both accurate and up to date.

Exporting leads from Sales Navigator is an excellent way to build qualified lead lists, as you gain access to valuable data such as names, job titles, company names, websites, and even verified emails.

This data lets your sales team create highly targeted prospect lists and craft personalized outreach that resonates with your ideal customers.

By leveraging LinkedIn scraping, you can also identify key decision-makers within a company and focus your efforts on those with real purchasing power.

2 - LinkedIn search results

You don’t have a LinkedIn Sales Navigator account yet?

No problem — you can still collect leads directly from LinkedIn’s basic search.

A popular option for this is Phantombuster, a tool that allows you to export your LinkedIn search results into an Excel or CSV file in just a few clicks.

That said, the free version of LinkedIn has strict usage limits. You can typically view or export only 80 to 100 profiles per day, which can quickly slow you down if you’re prospecting at scale.

If you plan to generate leads consistently, upgrading to Sales Navigator will give you more data, more filters, and far fewer restrictions.

3 - Post likers and commenters

People who like or comment on LinkedIn posts have already shown genuine interest in a topic, product, or service.

Scraping these profiles is a great way to identify warm leads — they’re active, engaged, and more likely to respond to your outreach.

By collecting their data, you can reach out with personalized messages that reference the post they interacted with, instantly creating context and relevance in your conversation.

4 - Profile viewers

You want to know who viewed your profile on LinkedIn?

Whether you're in sales, recruiting, or job hunting, your profile viewers can be your warmest leads.

You can scrape these leads using tools like Phantombuster.

🎥 If you want to watch a video on how to scrape your profile viewers on LinkedIn, you can check this:

5 - Company followers

You want to turn your company page followers into real leads?

The good news? There are simple ways to see, filter, and scrape your followers so you can turn them into pipeline.

6 - Competitors' connections

You want to know who's in the network of your competitors?

And find qualified leads in it?

Good news: You can scrape the leads of your competitors on LinkedIn.

🎥 If you want to watch a video on how to see and scrape the network of someone, you can check this:

Conclusion

You've now seen 27 tools. That's a lot of options.

But the choice is simpler than it looks.

Most tools on this list are built for outreach, automation, or email finding. They're good at what they do. But if your goal is to extract leads from LinkedIn Sales Navigator with clean data and verified emails, only a few tools are actually built for that.

GiveMeLeads is the only tool on this list that is purpose-built for Sales Navigator scraping. You get clean data, triple-verified emails, and fresh leads on autopilot, without putting your LinkedIn account at risk.

Here's a quick recap to help you decide:

No matter which tool you pick, the most important thing is to have a clear process. A scraper is only as good as the workflow behind it.

If you want to start simple, create a free GiveMeLeads account and export your first 10 leads for free. No credit card needed.

FAQ

What Is the Best LinkedIn Scraping Tool?

There isn’t a single “best” LinkedIn scraping tool — it really depends on your goals, budget, and workflow.

Some tools focus on lead generation and email finding, while others specialize in automation, data enrichment, or multi-channel outreach.

To help you choose the right one, here’s a list of 27+ LinkedIn scraping tools, each with its own strengths depending on whether you’re a freelancer, agency, or sales team.

1. GiveMeLeads

2. Phantombuster

3. Skrapp

4. Lemlist

5. Dripify

6. Expandi

7. Dux-Soup

8. Waalaxy

9. Linked Helper 2

10. LaGrowthMachine

11. Findymail

12. Prospeo

13. Scrupp

14. Derrick App

15. Meet Alfred

16. Bright Data

17. Zopto

18. Wiza

19. Evaboot

20. GetProspect

21. Kaspr

22. Surfe

23. TexAu

24. Heyreach

25. SalesRobot

26. Lobstr

27. Emelia

What Is the Best Way to Scrape LinkedIn Data?

The most effective way to scrape data from LinkedIn is by using specialized automation tools such as GiveMeLeads, Phantombuster, Lobstr, and others.

Once you’ve chosen the tool that best fits your business needs, you can connect it to your LinkedIn account or Sales Navigator, and start extracting data from your ideal prospects’ profiles or saved lead lists.

These tools can provide you with valuable information such as emails, phone numbers, job titles, and company details — everything you need to build accurate and targeted lead lists for outreach campaigns.

If you’d rather avoid using a LinkedIn scraper, consider exploring one of the top Sales Navigator alternatives to find and manage leads.

Are LinkedIn scraper tools legal to use?

Technically, LinkedIn’s Terms of Service prohibit automated data extraction. However, many businesses still rely on scraper tools to save time and scale their prospecting.

To stay safe, use trusted tools that don’t rely on cookies or direct automation, and always respect LinkedIn’s usage limits.

How do LinkedIn scrapers compare to buying lead databases?

LinkedIn scrapers are often a more affordable option. Instead of paying for expensive lead databases, you can extract thousands of targeted leads directly from LinkedIn every day at a much lower cost.

They also give you access to fresher, more accurate data since the information comes straight from LinkedIn profiles. Plus, you can filter leads based on real-time criteria like job titles, industries, or locations, something static databases can’t always provide.

What are the key features to look for in a LinkedIn scraper?

When choosing a LinkedIn scraper, focus on tools that offer accurate email verification, CRM integrations, and multi-channel outreach options to streamline your workflow.

You should also check for data protection compliance (like GDPR) and how safely the tool connects to your LinkedIn account.

Some scrapers use browser automation, while others rely on APIs or cloud-based extraction — the latter being safer and more stable.

Ultimately, the best scraper depends on your goals, volume of leads, and technical comfort level.