The 23 Best LinkedIn Scrapers To Use In 2024 [Free & Paid]

Manually collecting data from LinkedIn profiles is a time-consuming task.

That is why it’s way easier to use a LinkedIn scraper instead.

LinkedIn Scraper TypePrice (starts at) Free Trial
EvabootCloud-Based$291000 leads
Phantombuster Cloud-Based$6910 leads
Wiza Cloud-Based$30No
SkrappCloud-Based$49Yes
Linked Helper Desktop-Based$15Yes
FindymailBrowser-Based$4910 emails
Prospeo Cloud-Based$3975 leads
GetProspectCloud-Based$4950 leads
TexAu Cloud-Based$29Yes
Captain DataCloud-Based$9991000 credits
Dux-SoupBrowser-Based$12.99Yes
Octopus CRMCloud-Based$6.99Yes
Dripify Cloud-Based$59Yes
Lix Browser-Based$3950 leads
LemlistCloud-Based$59Yes
BrightdataCloud-Based$500No
Derrick AppCloud-Based$9200 leads
Expandi Cloud-Based$99Yes
ScruppCloud-Based$391000 credits
MeetAlfredCloud-Based$39 Yes
LaGrowthMachineDesktop-Based$50Yes
SurfeCloud-Based$39Yes
Lyne.aiCloud-Based$39Yes

With the help of these tools, you can easily extract valuable information from LinkedIn profiles such as contact information, job titles, and company details.

Whether you’re on a budget or willing to invest, we’ve got you covered with both free and paid options.

linkedin scraping tools

In this article, we will be discussing the best 23 LinkedIn scraping tools that will help you streamline your lead generation efforts in 2024.

Let’s dive in.

What is a LinkedIn Data Scraper?

A LinkedIn scraper is a software tool that extracts data from LinkedIn profiles and pages.

It automates the process of collecting information such as job titles, company names, locations, and other details from LinkedIn pages.

what is a linkedin scraper

LinkedIn scrapers can be used to gather data for market research, lead generation, recruitment, and other purposes.

LinkedIn scraping can be done manually, but it is time-consuming and can result in errors. A scraper provides a faster and more accurate way of collecting data from LinkedIn.

The 3 Types of LinkedIn Scraping

3 types of LinkedIn scraping:

  1. Cloud-Based
  2. Browser-Based
  3. Desktop-Based
linkedin scraping types

1. Cloud-Based

Cloud-Based scraping use your web cookies to run your LinkedIn activities from dedicated servers. No need to install anything on your browser or on your desktop.

cloud based linkedin automation

Pros of Using Cloud-Based Scraping:

  1. Run when your PC is turned off
  2. Uses proxies and VPN
  3. Dedicated IP address
  4. Can manage multiple accounts at the same time
  5. Less likely to be forbidden by your company

Cons of Using Cloud-Based Scraping:

  1. Uses a different IP address than yours
  2. Can use LinkedIn API a lot

2. Browser-Based

Browser-Based scraping run their automations by simulating clicks directly on your browser and replicating human behavior.

They need a Chrome Extension to function and take control over your browser.

browser based linkedin automation

Pros of Using Browser-Based Scraping

  1. Usually less expensive (no server costs)
  2. Easy to set up
  3. Offers many features

Cons of Using Browser-Based Scraping

  1. You need to have a browser opened for it to run
  2. Other extensions can interrupt their work
  3. There is a chance to lose the data due to the cache being cleared
  4. Your company might prevent you from installing Chrome Extension

3. Desktop-Based

Desktop-Based scraping run directly from your desktop. They usually take the form of an app you have to install on your computer.

desktop based linkedin automation

Pros of using Desktop-Based Scraping:

  1. Uses your own IP address
  2. Can manage multiple accounts at the same time

Cons of using Desktop-Based Scraping

  1. Doesn’t work if your PC is turned off
  2. Likely to be forbidden by your company as it can potentially access all your computer
  3. It consumes a lot of desktop resources and you’d need to reduce your Mac memory usage, etc.

It’s important to know that there is not a solution safer than the others.

The most essential thing to not having your account restricted is to respect LinkedIn limitations.

So, when you chose a tool, make sure they stay under the recommended limitations set by LinkedIn.

The 23 Best LinkedIn Scraping Tools

Best LinkedIn scraping tools:

  1. Evaboot
  2. Phantombuster
  3. Wiza
  4. Skrapp
  5. Linked Helper
  6. LaGrowthMachine
  7. GetProspect
  8. TexAu
  9. Captain Data
  10. Dux-Soup
  11. Derrick-App
  12. Octopus CRM
  13. Lemlist
  14. Findymail
  15. MeetAlfred
  16. Dripify
  17. Surfe
  18. Lix
  19. Prospeo
  20. Scrupp
  21. Brightdata
  22. Lyne.ai
  23. Expandi

1. Evaboot

Evaboot is a LinkedIn sales navigator scraping tools that allow you to export leads and get emails from Sales Navigator.

That way you get a ready-for-outreach excel file in just one click.

TypeCloud-Based
Works onLinkedIn Sales Navigator
Export Sales Navigator leads for free

Features:

  • Export Sales Navigator searches and lists
  • Clean your data (emojis, capital letters)
  • Detect false-positives in your search results
  • Find emails
  • Verify emails

Pricing:

  • $29 per month for 2000 leads
  • $49 per month for 5000 leads
  • $99 per month for 20000 leads
evaboot pricing 1

If you want the emails, the pricing is a bit different as you must buy email credits.

2. Phantombuster

Phantombuster is a generalist scraping platform that covers a lot LinkedIn use cases.

phantombuster linkedin scraping tool

They also extract data from other social medias like Instagram, Facebook, or TikTok.

phantom buster scrape linkedin
TypeCloud-Based
Works onLinkedIn, Sales Navigator, Recruiter

Features:

  • Scrape LinkedIn profiles
  • Export LinkedIn searches and list
  • Export group members and event attendees
  • Export posts commenters and likers
  • Find emails

Pricing:

Phantombuster pricing is based on the number of hours you make their scraper run per month, the AI credits you need and the numbers of scrapers (phantoms) you use.

  • Stater: $69
  • Pro: $159
  • Team: $439
phantombuster pricing

3. Wiza

Wiza allows you to export leads from Sales Navigator, LinkedIn and Recruiter. You can also get emails from Sales Navigator and Recruiter using this tool.

wiza linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator, Recruiter

Features:

  • Sales Navigator export
  • LinkedIn export
  • Recruiter export
  • Find emails
  • Verify emails

Pricing:

  • Micro: $30 /user /month
  • Pro: $50 /user /month
  • Growth: $100 /user /month
wiza pricing

4. Skrapp

Skrapp is a B2B email finder and outreach tool that is designed to help professionals with email marketing and outreach campaigns.

It uses public data to find verified professional email addresses, reducing the time spent on email research

skrapp linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • Find emails from any website
  • Find emails from LinkedIn
  • LinkedIn scraping
  • Email verification

Pricing:

  • 1000 emails /month: $49
  • 5000 emails /month: $99
  • 20 000 emails /month: $199
  • 50 000 emails /month: $299
skrapp pricing

5. Linked Helper

Linked Helper is one of the oldest LinkedIn automation tool on the market.

Their main goal is to offer automations but, you can also scrape data from LinkedIn using it.

linked helper linkedin scraping tool
TypeDesktop-Based
Works onLinkedIn, Sales Navigator, Recruiter

Features:

  • send messages
  • send connection requests
  • send InMails
  • LinkedIn export
  • Sales Navigator export
  • Recruiter export

Pricing:

Linked Helper is one of the cheapest tool on the market. If you have a tight budget, it’s a great option.

  • Standard: $15 /month
  • Pro: $45 /month
linked helper cost

6. LaGrowthMachine

LaGrowthMachine is a multichannel outreach tool that helps sales teams and recruiters to benefit from the most advanced growth techniques, without any technical skills.

The main goal of the tool is to automate LinkedIn messages and connection requests sending, but you can also export LinkedIn searches with it.

lagrowthmachine linkedin scraping tool
TypeDesktop-Based
Works onLinkedIn, Sales Navigator

Features:

  • Automate follow-ups
  • Send LinkedIn messages
  • Send connection request
  • Send emails
  • Send LinkedIn voice messages
  • Shared inbox
  • Email enrichment is included
  • CRM integrations
  • AI messages

Pricing:

  • Free trial: 0€ /month
  • Basic: €50 /month
  • Pro: €100 /month
  • Ultimate: €150 /month
lagrowthmachine pricing

7. GetProspect

GetProspect is a lead generation tool that offers a Chrome extension for extracting emails and profiles from LinkedIn in bulk.

With a large B2B database of over 200 million contacts, it enables users to quickly collect a substantial base of business email addresses, freeing up time for crafting compelling outreach content.

getprospect
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • LinkedIn scraping
  • LinkedIn Sales Navigator Scraping
  • Email Finder
  • Email Verifier
  • Google Sheet Integration

Pricing:

  • 1,000 emails /month: $49
  • 5,000 emails /month: $99
  • 20,000 emails /month: $199
  • 50,000 emails /month: $399
getprospect credits

8. TexAu

TexAu allows you to connect automations together, build powerful workflows, grab the data or generate leads in minutes.

texau linkedin scraping tool

Like Phantombuster, they are a generalist scraping platform, but they have a lot of LinkedIn automations and scraping features.

TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • Export search and lists
  • Export group members
  • Export event attendees
  • Export posts commenters and likers

Pricing:

  • Starter: $29 /month
  • Growth: $79 /month
  • Agency: $199 /month
texau pricing

9. Captain Data

Captain Data is a no-code platform that extracts, aggregates, and integrates data. It allows sales and ops teams to create automated workflows and save time.

captain data linkedin scraping tool

They are a generalist automation platform that offers a lot of different scrapers including some for LinkedIn.

captain data scraping linkedin
TypeCloud-Based
Works onLinkedIn, Sales Navigator, Recruiter

Features:

  • export LinkedIn lead lists
  • export group members
  • export event attendees
  • export post commenters and likers
  • connect different scraper
  • connect to email finder
  • connect to your CRM

Pricing:

Captain Data is expensive compared to other tools in the market. The tool is made for Sales Ops team with budget.

  • Growth: $399 /month
  • Enterprise: $2500 /month
captain data pricing

10. Dux-Soup

Dux-Soup is also present on the market for a really long time now. It’s a LinkedIn automation tool whose main goal is to create automated LinkedIn prospecting sequences.

However, they also offer the possibility to extract data from various places on LinkedIn.

dux soup linkedin scraping tool
TypeLinkedIn outreach tool
Works onLinkedIn, Sales Navigator, Recruiter

Features:

  • send messages
  • send connection requests
  • send InMails
  • LinkedIn export
  • Sales Navigator export
  • Recruiter export

Pricing:

  • Pro: $12,99 /month
  • Pro: $49 /month
dux soup pricing

11. Derrick App

Derrick App it’s also a LinkedIn extractor. But connected to Google-Sheet. It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheet.

With Derrick App you can:

  1. Export LinkedIn Sales Navigator searches into Google sheet
  2. Find the LinkedIn profiles URLs from Full Names + Company Names
  3. Export LinkedIn profiles data from profile URLs

Super useful in you want to simplify your lead enrichment process. You need a LinkedIn Sales Navigator to use the Google Sheet login.

derrick app linkedin scraping tool
TypeCloud-Based
Works onSales Navigator

Features:

  • Export sales navigator searches and list
  • Find LinkedIn profiles from full name and company name
  • Export data from specific LinkedIn URLs
  • Find emails
  • Verify emails

Pricing:

  • 200 data enrich /month: 0€
  • 200 data enrich + 800 emails /month: €9
  • 4000 data enrich /month: €9
  • 4000 data enrich + 800 emails /month: €15
derrick app pricing

12. Octopus CRM

Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses. It is used by thousands of LinkedIn users worldwide.

octopus crm linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • LinkedIn automation
  • Campaing creation
  • CRM integrations
  • Safety tools
  • LinkedIn scraping

Pricing:

  • Starter: $9.99 /month
  • Pro: $14.99 /month
  • Advanced: $21.99 /month
  • Unlimited: $39.99 /month
octopus crm pricing

13. Lemlist

Lemlist is a powerful cold email software and outreach automation tool that is designed to help businesses grow.

It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates.

lemlist linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • Cold email automation
  • LinkedIn messages automations
  • CRM integration
  • Write messages with AI
  • LinkedIn Scraping through their Chrome extension

Pricing:

  • Email outreach: $59 /month
  • Sales engagement: $99 /month
lemlist pricing

14. Findymail

Findymail is a powerful B2B email finder that is designed to automate and streamline the process of finding verified professional email addresses.

Findymail uses a proprietary algorithm to automatically export leads from platforms like Sales Navigator and Apollo, enrich them with accurate B2B emails, and clean your lists in seconds

findy linkedin scraping tool
TypeBrowser-Based
Works onSales Navigator, Apollo

Features:

  • Appolo scraping
  • LinkedIn Sales Navigator Scraping
  • Email Finder
  • Email Verifier
  • Data Cleaning

Pricing:

  • 1000 emails /month: $49
  • 5000 emails /month: $99
  • 20,000 emails /month: $249
findymail pricing

15. MeetAlfred

Meet Alfred is a LinkedIn automation tool that helps businesses automate and grow their lead generation efforts. It allows users to send hundreds of personalized follow-up messages every day on LinkedIn, Email, and Twitter, completely on autopilot.

It also offers features to manage team efficiency and productivity, and it saves time by automating tedious manual tasks

meetalfred linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • LinkedIn Automation
  • Email automation
  • Twitter Automation
  • Whatsapp Automation
  • LinkedIn Scraping

Pricing:

  • Starter: $39 /month
  • Personal: $59 /month
  • Business: $89 /month
  • Enterprise: $699 /month
meet alfred pricing

16. Dripify

Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach. It allows users to send personalized messages, connection requests, and follow-ups to their LinkedIn contacts.

It offers various features such as LinkedIn profile visits, auto endorsements, smart invites, and more.

dripify linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • Automate LinkedIn connection requests
  • Automate LinkedIn messages
  • Shared Inbox
  • Safety tools
  • LinkedIn scraping

Pricing:

  • Basic: $59 /month
  • Pro: $79 /month
  • Advanced: $99 /month
dripify pricing

17. Surfe

Surfe allows you to add contacts, find qualified emails & synchronize LinkedIn & Sales Navigator conversations to the CRM through their Chrome extension.

If your goal is to scrape LinkedIn to add the data in your CRM, Surfe will be a super handy tool.

surfe linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator

Features:

  • LinkedIn profile scraper
  • Add LinkedIn contacts to CRM
  • Find emails and phones
  • Sync message templates
  • Manage deals and pipeline

Pricing:

  • Basic: $23 /month
  • Professional: $29 /month
  • Business: $59 /month
surfe pricing

18. Lix

Lix is a tool for extracting LinkedIn profile data, offering a range of features to help users gather and manage contact information efficiently.

lix phantombuster alternative for linkedin
TypeBrowser-Based
Works onLinkedIn, Sales Navigator


It emphasizes validated email extraction, providing accuracy and effectiveness in lead generation.

Features:

  • LinkedIn Data Extraction: For profiles and contact information.
  • Validated Emails: Ensures accuracy in email extraction.
  • Credit Rollover: Monthly credits rollover and expire after a year.
  • API Access: For programmatically accessing profile data.

Pricing:

  • Starter: $0/month – 50 credits.
  • Leads Plan: Custom pricing – email credits vary.
  • Data Plus Plan: Custom pricing – tailored for data mining.
lix pricing

19. Prospeo

Prospeo is an email finding tool designed for efficient business outreach. It provides verified email addresses, enabling users to scale their operations.

prospeo phantombuster alternative for linkedin
TypeCloud-Based
Works onLinkedIn, Sales Navigator

The tool offers email finding from names, domains, and LinkedIn profiles, along with email verification for high accuracy.

It’s known for its user-friendly interface, bulk processing capabilities, and Chrome extension for seamless integration with web browsing and LinkedIn.

Features:

  • Email Finder: Discover emails using names and companies.
  • Domain Search: Find emails associated with domains or companies.
  • LinkedIn Email Finder: Extract and verify emails from LinkedIn profiles.
  • Email Verifier: Check deliverability of email addresses.
  • Chrome Extension: Find and verify emails directly in the browser.

Pricing:

  1. Free Plan: $0/month for 75 credits.
  2. Starter Plan: $39/month for 1,000 credits.
  3. Growth Plan: $99/month for 5,000 credits.
  4. Pro Plan: $199/month for 20,000 credits.
  5. Business Plan: $369/month for 50,000 credits.
prospeo pricing

20. Scrupp

Scrupp is a LinkedIn and Sales Navigator scraping tool, designed for efficient lead extraction and email finding. It offers one-click export of leads from Sales Navigator, ensuring clean lists suitable for email campaigns and CRM integration.

scrupp phantombuster alternative for linkedin
TypeCloud-Based
Works onLinkedIn, Sales Navigator

The tool is celebrated for its speed, ability to scrape locked profiles, and unlimited pages scraping capability.

Features:

  • Lead Extraction: From LinkedIn and Sales Navigator.
  • Email Finder: Finds professional, verified email addresses.
  • Unlimited Scraping: No limit on the number of pages for scraping.
  • Data Enrichment: Provides clean, usable data lists.

Pricing:

  • Starter: $39/month for 10,000 Credits.
  • Growth: $59/month for 20,000 Credits.
  • Professional: $99/month for 80,000 Credits.
scrupp pricing

21. BrightData

BrightData, formerly known as Luminati, is a leading web data platform that provides businesses with structured data from websites.

It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download. Bright Data’s products include datasets, scraping solutions, and proxy networks.

The platform is designed to serve various use cases such as eCommerce, social media, SERP & SEO, Ad Tech, and market research.

brightdata linkedin scraping tool
TypeCloud-Based
Works onLinkedIn

Features:

  • LinkedIn scraping
  • Web Scraping
  • Google SERP scraping
  • Custom Proxies
  • Personalize your scraper

Pricing:

For specific needs Pay as you go: $20 /G

brightdata pricing

22. Lyne.ai

Lyne.ai, also known as Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders. It automates the time-consuming process of researching accounts and contacts, allowing users to generate unique personalized insights that would typically require hours of human research.

Lyne leverages AI and Machine Learning to uncover information that the average sales rep wouldn’t be able to find, providing users with a competitive edge.

lyne.ai linkedin scraping tool
TypeCloud-Based
Works onSales Navigator

Features:

  • LinkedIn scraping
  • LinkedIn Sales Navigator scraping
  • Write cold emails with AI
  • Enrichment API

Pricing:

  • 2,000 emails /month: $39
  • 5,000 emails /month: $89
  • 20,000 emails /month: $189
  • Unlimited: $497
lyne pricing

23. Expandi

Expandi is a LinkedIn automation tool that is designed to help users enhance their outreach efforts on LinkedIn. It allows users to send personalized invites, messages, and InMails, and also supports email outreach.

The tool is equipped with features such as image and GIF personalization, smart sequences, and integrations with other tools through Zapier, Integromat, or a custom-made webhook.

Expandi also provides educational resources to help users become more proficient in LinkedIn outreach.

expandi linkedin scraping tool
TypeCloud-Based
Works onLinkedIn, Sales Navigator, Recruiter

Features:

  • LinkedIn scraping
  • LinkedIn Sales Navigator scraping
  • LinkedIn Recruiting scraping
  • LinkedIn automation
  • InMail automation
  • Personalize images and GIF

Pricing:

One plan of $99 per month per seat.

expandi pricing

Which Data Can You Scrape on LinkedIn?

9 types of data you scrape on LinkedIn:

  1. Sales Navigator lead lists
  2. Event attendees
  3. Post likers and commenters
  4. Competitors’ company followers
  5. Group members
  6. LinkedIn contacts
  7. LinkedIn search results
  8. Recruiter lists
  9. Sales Navigator account lists

1. Sales Navigator lead lists

LinkedIn Sales Navigator is by far the best B2B database as the data is constantly updated by LinkedIn users.

Exporting leads from Sales Navigator is a great way to build qualified lead lists as you get a lot data like names, job titles, emails, company names, company website URLs, etc…

This information can be used to create targeted lists of potential customers for your sales team to reach out to.

linkedin scraping for sales

With this data, you can create personalized messaging that speaks directly to the needs and pain points of your ideal prospects.

personalize linkedin message via scraping

Additionally, LinkedIn scraping allows you to identify key decision-makers within a company, allowing you to focus your efforts on those who have the power to make a purchase.

Export Sales Navigator leads for free

By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business.

2. Event Attendees

LinkedIn events are a great source of leads as you can see people who manifest and interest in a particular topic.

export linkedin event attendees

If you export LinkedIn event attendees using a tool like Phantombuster, you can get these attendees into a CSV file contact they mentioning the event.

These events provide a great icebreaker for your prospecting messages.

3. Post likers and commenters

Same thing for LinkedIn posts.

People liking and commenting LinkedIn posts are manifesting an interest in a specific topic.

export linkedin post commenters 1024x974 1

If you export LinkedIn post commenters or likers and then reach out to them, that provide a great icebreaker for your prospecting messages.

4. Competitors’ company followers

Why do you bother building an audience for scratch when your competitors are already doing all the work for you?

Export Sales Navigator leads for free

There is a hack you can use to extract your competitors company page followers.

This is really good data as if someone follow a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

5. Group members

Like events and posts, being a member of a LinkedIn groups is a sign of interest.

Export Sales Navigator leads for free

By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic.

All members joined the group for a reason: they were looking for answers to their problems.

Try to find if they found it or if they still need help.

6. LinkedIn contacts

You can export your LinkedIn contacts from LinkedIn settings, but that will only give you a few emails.

export copy linkedin data 1024x563.png

If you want more data and more emails, it’s better to export your LinkedIn contacts using a LinkedIn scraping tool.

linkedin contacts export excel 1024x486.png

You can do it through the LinkedIn or the Sales Navigator search engine.

It will give better, cleaner data and more emails.

7. LinkedIn search results

If you don’t have a LinkedIn Sales Navigator account yet (which I recommend if you are serious about LinkedIn prospecting), you can still export your LinkedIn search results from the basic search engine.

export linkedin search results to excel 1024x454 1

The best tool for that is Phantombuster.

But be aware that you will be limited as you can only visit 80-100 LinkedIn profile per day with a free account.

8. Recruiter lists

LinkedIn scraping can be a powerful tool for recruiters looking to find the best candidates for their organization.

linkedin recruiter scraping

By using web scraping software, recruiters can export LinkedIn profiles containing specific keywords and job titles, making it easier to build a list of candidates with the right skills and experience.

Once the recruiter has compiled a list of potential candidates, they can use LinkedIn’s messaging feature to reach out to them and gauge their interest in the position.

They can also upload the files into their own Applicant Tracking System.

9. Sales Navigator account lists

LinkedIn Sakes Navigator account list scraping can be a powerful tool for conducting competition analysis.

By analyzing the profiles of competitors, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.

linkedin scraping competition analysis

One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds.

This information can then be used to identify patterns and trends that can inform a company’s own hiring and training strategies.

scrape competitors data linkedin

Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players.

Is scraping illegal on LinkedIn?

Scraping LinkedIn is not illegal but it’s against their terms of service. While the platform prohibit scraping, some argue that public information should be fair game.

linkedin scraping limitations 1

In practice, LinkedIn won’t bother you if you respect the limitation they impose:

  • 80 profiles export per day with a free account
  • 150 profiles export per day with a LinkedIn Premium account.
  • 1000 profile export per day with a Sales Navigator account.
  • 2500 profile export per day with a Sales Navigator account + Evaboot.

They are aware that all recruiters and sales need to scrape their data. Making it illegal would make them lose too much business.

Can you scrape LinkedIn data with Python?

Yes, it is possible to scrape LinkedIn data with Python. There are several libraries available that allow for web scraping, such as Beautiful Soup and Selenium.

You obviously need to know how to code for that. If you don’t, you can still hire a freelancer to build a custom LinkedIn scraper for your needs.

Conclusion

LinkedIn scraping tools offer a range of features from lead generation to data enrichment, making it easier for recruiters and sales to perform at their job.

By LinkedIn scraping tool is sure to enhance your sales and recruitment efforts and streamline your workflows.

So, take the plunge and explore the options we presented to you here.

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