10 Best LinkedIn Scraper Tools of 2025

LinkedIn has become the leading platform for professionals worldwide, with over 830 million users in more than 200 countries. The site contains a tremendous amount of valuable information, including candidate profiles, company details, and job postings. Having access to that data could make all the difference to your business. The solution to automate the data extraction process is a LinkedIn scraper!

In this comparison article, you will explore the 10 best LinkedIn scrapers of the year, helping you choose the most suitable one for your needs.

What Is a LinkedIn Scraper?

A LinkedIn scraper is a tool specifically designed to programmatically extract data from LinkedIn pages. It automates the process of gathering information from profile pages, company pages, and more. Such a scraper is commonly used to collect useful data for lead generation, recruitment, market research, and data analysis.

Types of LinkedIn Scrapers

There are different types of LinkedIn scrapers, and they can be classified into the following three categories:

• Scraping APIs
• No-code tools
• Browser extensions

Time to explore each of them!

Scraping APIs

Scraping APIs are online interfaces for extracting data from LinkedIn pages on the fly. They return the extracted data in a structured way, such as JSON or XML.

👍 Pros:

• High customizability
• High scalability
• Consistent data output
• Multiple integration possibilities
• Works with any programming language and HTTP client

👎 Cons:

• Technical expertise required

No-code Tools

No-code tools are desktop software or online applications that allow even non-technical people to scrape LinkedIn data through a visual UI. For LinkedIn, these are generally automation tools that offer the ability to compose data management workflows by putting together several built-in tasks.

👍 Pros:

• Ease of use
• Quick setup
• Visual interfaces
• Not a single line of code required

👎 Cons:

• Limited flexibility
• Vendor lock-in

Browser Extensions

Browser extensions for LinkedIn scraping are add-ons that run directly within your web browser. They enable you to scrape data while browsing LinkedIn.

👍 Pros:

• Easy to install and use
• Immediate results as you navigate LinkedIn
• Low entry barrier
• No technical skills required

👎 Cons:

• May be detected and blocked by LinkedIn
• Usually comes with limited functionality
  

Data To Scrape From LinkedIn

When scraping LinkedIn, you can extract a wealth of valuable data, including:

• Profile data: Name, contact details, email address, location, current job title, job history, skills, endorsements, recommendations, schools attended, degrees earned, certifications, volunteer experiences, profile pictures, and more.
• Company data: Company name, industry, size, headquarters location, employee count, company description, year founded, news, articles, key employees, new hires, notable alumni, and more.
• Job Listings: Job title, description, requirements, location, hiring company’s details, industry, how to apply, application deadlines, contact information, offered salary ranges, perks, benefits, and more

These are just three examples, but there is a lot of other important information you can retrieve from Linkedin. Leveraging this data helps you enhance your recruiting efforts, perform lead generation, conduct market research, and develop targeted marketing strategies.

What To Look For When Comparing LinkedIn Scraper Tools

Here are the most important aspects to consider when selecting the best LinkedIn scrapers:

• Type: Whether the LinkedIn scraper is a scraping API, no-code tool, or browser extension service.
• Main Features: The key capabilities and functionalities offered by the scraping tool.
• Scrapable Data: The type of information you can retrieve from LinkedIn by using the scraper.
• Free Trial: Whether the tool offers a free trial period to test all its features.
• Pricing: The different plans and pricing options available.
• Reviews: Ratings from reviews left by users on platforms like Trustpilot, G2, and Capterra.
  Top 10 LinkedIn Scraping Tools

Let’s explore the list of the best LinkedIn scraping tools, selected and ranked according to the criteria presented earlier.

Best LinkedIn Scrapers

1. Bright Data

Bright Data is the leading proxy provider, boasting a robust infrastructure with over 72 million IPs spanning 195 countries. Its offerings include proxy services that cater to diverse needs and are complemented by dedicated scraping solutions. These include APIs for efficient data collection.

Bright Data’s LinkedIn Scraper API facilitates the extraction of public LinkedIn data while adhering to GDPR and CCPA regulations. It supports automatic IP rotation, CAPTCHA solving, and user agent rotation to let you scrape LinkedIn data without worrying about blocks. It also features a no-code interface for rapid development.

The LinkedIn Scraper API consists of three primary tools:

1. LinkedIn Company Scraper: Gathers company data such as name, ID, location, followers, and more.
2. LinkedIn Jobs Scraper: Collects job listings along with details like URL, title, company, location, summary, and more.
3. LinkedIn Profiles Scraper: Extracts profile information including name, position, education, posts, followers, and more.

These APIs offer flexible, scalable, and compliant solutions for a wide range of LinkedIn data extraction needs. In detail, they are based on a reliable proxy infrastructure to achieve high performance, scalability, and data quality.

Type: No-code interface + Scraping API

Main Features:

• LinkedIn data discovery functionality
• Bulk request management
• 99.99% uptime
• Automatic IP rotation via proxy integration
• Automatic user agent rotation
• Integrated CAPTCHA solving
• Data validation capabilities
• Support for HTTP header customization
• Unlimited scalability
• Data extraction in JSON, NDJSON, or CSV
• Support for webhook and API integration
• GDPR and CCPA compliant
• Dedicated account manager

Scrapable Data:

• Profile data
• Company data
• Jobs data

Free Trial: Yes, 20 API calls for free

• Pay as you go: Starting at $0.001 per record

Reviews:

• Trustpilot: 4.5/5 (729 reviews)
• G2: 4.6/5 (188 reviews)
• Capterra: 4.8/5 (64 reviews)

2. LinkedIn Helper

Linked Helper is a multi-platform desktop application that supports outreach and lead generation on LinkedIn. As a web browser, it can automate manual tasks on LinkedIn without getting detected. Linked Helper is trusted by over 300,000 users worldwide and offers features for automating connection requests, messaging, profile visits, and engagement activities.

The software excels in scraping and is able to extract data from LinkedIn profiles and Sales Navigator. It can fetch information such as contact details, messaging history, and profile insights. This data can then be downloaded as CSV files or integrated with third-party CRM systems. LinkedIn Helper has several positive reviews and comes with a free trial.

Type: No code desktop automation tool

Main Features:

• CSV export
• Integration with 3rd-party services, such as popular CRMs
• Message history downloader
• Lead generation capabilities
• LinkedIn campaign management
• Available for Windows, macOS, Linux

Scrapable Data:

• People who liked or commented on a LinkedIn post
• Organization data
• Profile data
• School data
• LinkedIn group members

Free Trial: Yes, 14-day trial

Pricing:

• Standard: $15/mo for a standard suite of the most used features
• Pro: $45/mo for all features

Reviews:

• Trustpilot: 4.9/5 (243 reviews)
• G2: 4.5/5 (124 reviews)
• Capterra: 4.8/5 (117 reviews)

3. Dripify

Dripify is a powerful LinkedIn automation and lead generation tool. It operates on autopilot, empowering you to create customized campaigns, export comprehensive lead data, and efficiently manage interactions.

Dripify enhances productivity in LinkedIn outreach and lead generation activities through robust and secure features. For example, it excels in scraping LinkedIn profiles and contact information for lead-generation purposes.

Its LinkedIn Scraper tool is able to safely retrieve detailed data such as email addresses and phone numbers directly from profile pages. You can then export this data into CSV files or integrate it into CRM systems and other marketing tools.

The tool has an impressive number of positive reviews.

Type: No-code automation tool

Main Features:

• Create and manage campaigns
• Data export in a few formats
• Lead generation and management
• Team management
• Safe crawling and automation algorithm to protect your LinkedIn account from getting banned
• Webhook and Zapier integration

Scrapable Data:

• Profile data for lead generation

Free Trial: Yes, 7-day free trial

Pricing:

• Basic: $39/user/mo for a limited set of features
• Pro: $59/user/mo for all features except for team management and activity control
• Advanced: $79/user/mo for all features

Reviews:

• Trustpilot: 4.4/5 (76 reviews)
• G2: 4.5/5 (234 reviews)
• Capterra: 4.7/5 (302 reviews)

4. Evaboot

Evaboot is a LinkedIn Sales Navigator Chrome extension scraper for lead generation. It can automatically retrieve clean data and find emails from visited profiles. To ensure lead lists are easy to share and analyze, it supports export to CSV files.

When scraping data from leads matching specified filters, Evaboot automatically cleans data by correcting names, job titles, and company names. The tool is GDPR compliant and is backed by over 50,000 downloads and a 4.8/5 review score on the Chrome Web Store.

Type: Chrome extension

Main Features:

• Email verification capabilities
• GPDR compliant
• Data enrichment capabilities
• Email guessing functionality
• Lead filtering options
• Automatic data cleaning
• Export to CSV

Scrapable Data:

• Profile data for lead generation

Free Trial: No

Pricing:

• $9/mo for 100 credits 
• $29/mo for 500 credits
• $49/mo for 1.5k credits
• $99/mo for 4k credits
• $149/mo for 8k credits 
• $299/mo for 20k credits
• $499/mo for 50k credits

Reviews:

• Trustpilot: — (0 reviews)
• G2: 4.6/5 (81 reviews)
• Capterra: 4.9/5 (13 reviews)

5. Lix

Lix is a B2B lead generation and data enrichment platform that offers seamless integration and real-time extraction of data from LinkedIn profiles and search results. It provides access to a wide array of information such as verified email addresses, job titles, industries, and more.

One of Lix’s standout features is its LinkedIn scraping API, designed to streamline data acquisition. This API enables you to programmatically fetch LinkedIn data such as company insights, contact details, and organizational hierarchies.

Note that Lix currently supports LinkedIn standard, Premium, and Sales Navigator searches. The Recruiter version of LinkedIn is not supported as of this writing. Also, you can link your profile to the scraper, which may result in your profile being banned as using bots is against LinekdIn’s terms of service.

The pricing model differs from the other LinkedIn scrapers on the list. First, you must purchase a plan granting access to specific features. Then, to utilize Lix’s LinkedIn scraping API, you have to buy additional API credits on a pay-as-you-go basis.

Type: Scraping API

Main Features:

• GraphQL support
• Custom SLAs
• GDPR and CCPA compliant
• Data enrichment capabilities
• Real-time data extraction
• Company search API
• People search API
• Job search API
• Profile enrichment API

Scrapable Data:

• Connections, feed, post history, and comment history of the connected LinkedIn account
• Job postings
• LinkedIn posts
• Profile details
• Organization details
• Job, post, organization, candidate, sales navigator search results

Free Trial: Free plan + 10 API requests available for free

Pricing:

• Plans:
  • Starter: Free plan, 50 email credits/mo, 1,000 searches, 2,000 API requests/day
  • Leads: $39/month, 300 email credits/mo, 3,000 searches, 5,000 API requests/day
  • Data Plus: $109/month, 500 email credits/mo, unlimited searches, 10,000 requests/day
• API Pricing:
  • Standard Credits: $49 for 500 credits
  • Org Credits: $49 for 2.5k credits

Reviews:

• Trustpilot: 4.3/5 (10 reviews)
• G2: 4.4/5 (9 reviews)
• Capterra: 4.6/5 (27 reviews)

6. Scrupp

Scrupp is a Chrome extension designed for LinkedIn data scraping with a single click. It facilitates tasks such as extracting prospects, exporting search results, finding personal emails, verifying email validity, detecting open profiles for direct messaging, cleaning data for email campaigns, filtering high-value leads, and accessing data from blocked profiles.

Moreover, Scrupp offers a LinkedIn Scraping API that mirrors the capabilities of the extension, supporting profile data extraction and enrichment. Unfortunately, the API documentation lacks many details and there is no refund policy.

Type: Chrome extention + Scraping API

Main Features:

• Export search results and saved lists
• Personal email finder
• Email verification capabilities
• Detect profiles open to communication via message
• Access to data from blocked profiles
• Email enrichment capabilities
• GDPR compliant

Scrapable Data:

• Profile details

Free Trial: Yes, 100 credits available for free

Pricing:

• $39: 5k credits/mo
• $59: 10k credits/mo
• $99: 20k credits/mo
• $169: 40k credits/mo
• $269: 80k credits/mo
• $299: 100k credits/mo

Reviews:

• Trustpilot: 4.4/5 (17 reviews)
• G2: 4.8/5 (10 reviews)
• Capterra: 4.5/5 (2 reviews)

7. Phantombuster

PhantomBuster is a versatile automation platform that simplifies data collection and outreach efforts across various sites, including LinkedIn. Trusted by over 100,000 businesses, it offers 100+ pre-built automations to gather leads, enrich data, and execute outreach campaigns. The platform provides accessible no-code tools that enhance productivity by automating repetitive tasks.

When it comes to LinkedIn web scraping, PhantomBuster offers tailored automations. These include “LinkedIn Profile Scraper,” “LinkedIn Company Scraper,” “LinkedIn Inbox Scraper,” “LinkedIn Job Scraper,” and others. The platform also integrates with CRM systems, ensuring that extracted data smoothly goes directly into business workflows.

29% of reviews on Trustpilot are 1-star, with several concerning reports that using the platform may lead to your LinkedIn getting banned.

Type: No-code automation and data scraping tool

Main Features:

• Data enrichment capabilities

Scrapable Data:

• Profile data
• Company data
• Inbox message threads
• Job listings
• LinkedIn connections
• Event data
• Group members
• Poll data

Free Trial: Yes, 14-day free trial

Pricing:

• Trial: Free for 14 days, 2h execution time, 1k AI credits, 10 slots for Phantoms, 50 email credits
• Starter: $69/mo, 20h/mo execution time, 10k/mo AI credits, 10 slots for Phantoms, 500 email credits/mo
• Pro: $159/mo, 80h/mo execution time, 30k/mo AI credits, 15 slots for Phantoms, 2.5k email credits/mo
• Team: $439/mo, 300h/mo execution time, 90k/mo AI credits, 50 slots for Phantoms, 10k email credits/mo

Reviews:

• Trustpilot: 3.7/5 (59 reviews)
• G2: 4.2/5 (41 reviews)
• Capterra: 4.6/5 (62 reviews)

8. Nimble

Nimble is an online platform specialized in streamlining web data-gathering pipelines. It also comes with a LinkedIn Scraper API to extract actionable insights from LinkedIn’s public web pages. Optimized by AI and supported by a vast proxy network with millions of IPs, this service provides high scalability.

Nimble’s LinkedIn Scraper API seamlessly integrates with any HTTP client in any programming language. Pricing plans are flexible, featuring a pay-for-success model and a pay-as-you-go option. However, tailored support is only guaranteed on the Professional plan, starting at $1500.

Nimble’s LinkedIn Scraper API prioritizes speed, reliability, and compliance with GDPR and CCPA regulations. While the service shows promise, there are only a handful of online reviews to back its effectiveness.

Type: Scraping API

Main Features:

• AI-powered automatic data parsing
• Support for scalable batch processing
• Management dashboard platform
• Detailed dev documentation
• GDPR/CCPA compliant
• Advertised average response time of 0.25 seconds

Scrapable Data:

• Job listings
• Company reviews
• Salary data
• Candidate profiles

Free Trial: Yes

Pricing:

• Pay As You Go: $3/CPM per week
• Essential: $600 for 600 credits ($2.1/CPM)
• Advanced: $1,500 for 1.5k credits ($1.6/CPM)
• Professional: $3,000 for 3k credits ($1.4/CPM)

Reviews:

• Trustpilot: 4.0/5 (4 reviews)
• G2: 5.0/5 (3 reviews)
• Capterra: — (0 reviews)

9. Proxycurl

Proxycurl offers a suite of tools that serve as plumbing for fresh and processed data in your application. Central to its offerings is the LinkedIn Profile Scraping API, which can effortlessly fetch data from LinkedIn profiles. This API collects detailed information such as job histories, contact details, educational backgrounds, and more.

Proxycurl prioritizes data accuracy and compliance with privacy standards like GDPR and CCPA, ensuring trust and reliability for both businesses and individuals. Note that the few customer reviews online raise concerns about the service’s billing practices, as the monthly plans require a commitment for at least 12 months.

Type: Scraping API

Main Features:

• Average response time in ~2 seconds
• Up to 300 requests/min
• Well-documented API endpoints
• Search API
• Database with 19+ million company profiles
• CCPA and GDPR compliant

Scrapable Data:

• Profile data
• Profiles associated with a specific company
• Job listings
• School data

Free Trial: Yes, trial API key available

Pricing:

• Subscription:
  • Starter: $49/mo for 2.5k credits
  • Growth: $299/mo for 25k credits
  • Pro: $899/mo for 89.9k credits
  • Ultra: $1,899/mo for 211k credits
  • Enterprise: $2,000+/mo for 211k+ credits
• Pay-as-you-go:
  • $10 for 100 credits
  • $50 for 834 credits
  • $100 for 3,788 credits
  • $500 for 20,834 credits
  • $1,000 for 46,297 credits

Reviews:

• Trustpilot: 2.8/5 (3 reviews)
• G2: 4.2/5 (14 reviews)
• Capterra: 4.0/5 (1 reviews)

10. Captain Data

Captain Data is a no-code automation platform that makes LinkedIn automation and web data extraction easier. It can efficiently retrieve LinkedIn data such as profiles, job titles, company details, and event information. Going beyond basic scraping, Captain Data enriches this data by integrating tools like email finders for verified contact information.

The platform gives you the ability to automate complex workflows by creating custom processes involving a variety of pre-built automations. These include tasks such as “Extract LinkedIn Similar Companies,” “Extract LinkedIn Polls Participants,” “Extract LinkedIn Event,” “Extract LinkedIn Profile.”

The main weakness of Captain Data is definitely its entry price of $999 per month, which can appeal only to large companies. Also, you are not fully in control as you must rely on the automations available on the platform.

Type: No-code automation platform

Main Features:

• Automation workflows for data extraction
• Data enrichment capabilities
• Advanced filtering
• Automatic CRM Integration data with Salesforce and HubSpot
• Google sheets integration
• Real-time data extraction

Scrapable Data:

• Company data
• People data
• Recruitment data
• Group data
• Event data.
• Post, comment, reaction data
• Job offers
• School data

Free Trial: Yes, 7-day free trial

Pricing:

• Trial: Free for 7 days, 1k credits
• Scale: $999/month, 50k credits/mo, 5 users
• Enterprise: Start at $30,000/year, 250k credits/mo, 20 users

Reviews:

• Trustpilot: — (0 reviews)
• G2: 4.7/5 (33 reviews)
• Capterra: 5.0/5 (16 reviews)

Best LinkedIn Scrapers: Summary Table

Take a look at the best LinkedIn scrapers in the summary table below:

Final Thoughts

In this article, you learned the importance of retrieving data from LinkedIn and why using a dedicated LinkedIn scraper is the best solution. Specifically, you explored the key elements to consider when evaluating LinkedIn scraping tools. The problem is that there are some many scraping tools online that testing them all would be challenging. Forget about that as we have done the research and selected the best LinkedIn scrapers for you!

FAQs