Top LinkedIn Data Scrapers to Extract Profile Data in 2025

LinkedIn is a goldmine for professional data, and it’s only getting bigger. Whether you’re in sales, recruitment, marketing, or research, extracting LinkedIn profile data can give you a serious edge. But manually collecting that data? That’s a fast track to burnout.

This is where LinkedIn Data Scrapers come in. These tools can help you extract profile details like name, job titles, company info, and even contact data in just a few clicks. Instead of spending hours scrolling and copying, you can automate the whole process and focus on what really matters, like making connections, closing deals, or building better strategies. 

But with so many tools out there, how do you pick the right one?

In this guide, we’ll break down the top LinkedIn data scrapers available today, what they do, how they work, and which ones are the best for your specific needs. Let’s dive in. 

What is a LinkedIn Data Scraper?

A LinkedIn Data Scraper is a tool that automatically pulls public LinkedIn profile information. This can include names, locations, job titles, companies, emails (if publicly available), and more. Instead of clicking through hundreds of profiles one by one, a scraper can gather all that profile data in minutes. 

These tools are especially popular among: 

1. Recruiters, looking to build talent pipelines
2. Sales teams, prospecting for leads
3. Marketers, building B2B contact lists
4. Researchers, analyzing professional networks and trends 

Scraping LinkedIn comes with rules. LinkedIn has strict terms of service, so it’s important to use scrapers responsibly and ethically, especially if you’re working at scale.

How Do LinkedIn Data Scrapers Help You Get Profile Data?

LinkedIn is packed with valuable insights. Scrapers help you pull profile data instantly, so that you no longer have to do endless scrolling or manual copying.

• Save Hours of Manual Work: Instead of going profile by profile to copy-paste details, scrapers automate the process, fetching hundreds or thousands of contacts in minutes.
• Build Rich Contact Lists: Scrapers typically extract full names, job titles, companies, locations, industries, and even emails (if available). Some tools go further, pulling out education, skills, connection counts, and more. 
• Power Up Sales & Outreach: Sales teams use scraped data to create targeted lists for cold outreach campaigns via email or LinkedIn. Many tools also integrate with CRMs like HubSpot, Salesforce, and others to streamline follow-ups.
• Recruit Smarter: HR and recruitment professionals use LinkedIn scrapers to identify candidates that match job roles. With filters for location, experience, and current employer, finding talent becomes faster and more accurate.
• Enrich Existing Data: Already have names or company info but missing LinkedIn URLs or email addresses? Scrapers can fill in those blanks, making your data more complete and actionable.
• Stay Competitive: Your competitors are probably already leveraging automation. Using a LinkedIn data scraper ensures you’re not left behind when it comes to speed, personalization, and scale in your outreach.

Key Features to Look for in a LinkedIn Data Scraper

Not all LinkedIn Scrapers are built the same, and picking the right one depends on what you need. Here are the key features to keep an eye on: 

• Ease of Use: The best tools have a simple and intuitive dashboard, offering simple workflows and minimal setup. 
• Data Point Collected: Look for tools that collect key fields like name, job titles, company & industry, location, email address (if available), skills and experience. 
• CRM Integration: A scraper that directly integrates with your CRM saves you the hassle of importing data manually. 
• Export Options: Look for export flexibility. CSV is available, but look also for tools that offer JSON and API access. 
• Accuracy & Speed: A good scraper should pull accurate data without missing fields or mixing things up. The faster it runs, the better.
• Proxy Support: To stay under the radar, solid tools offer built-in proxy support and human-like behavior patterns. 
• Pricing Model: Some offer free tiers or a pay-as-you-go option. Others come with monthly plans. Make sure you invest in the one that scales with your needs.

Comparison of the Top LinkedIn Data Scrapers to Get Profile Data

Top LinkedIn Data Scrapers to Get Profile Data

1. Smacient’s LinkedIn Profile URL Finder

Smacient’s LinkedIn Profile URL Finder + Data Extractor isn’t your typical scraping tool. It’s a spreadsheet-powered assistant that is closely integrated with Google Sheets. Designed for users who want clean and structured data from LinkedIn profiles without any coding or expensive automation platforms, this tool is simple and effective. It’s ideal for recruiters, marketers, researchers, founders, and anyone doing people-data work at scale. 

Steps To Access The Add-On

Key Features:

• LinkedIn Profile URL Finder: Input names, countries, job titles or company names, and let the add-on generate active LinkedIn profile URLs based on those inputs.
• Full Profile Data Extraction: Smacient has upgraded its LinkedIn tool with a new feature. Paste the LinkedIn URLs you’ve found, hit a button, and the tool will fetch structured profile details like full name, job title, company, location, previous work experiences, educational details, etc., all within seconds.  
• Google Sheets Integration: You don’t need any new dashboard to learn or manage. The add-on runs entirely within Google Sheets, making it incredibly easy to use.
• Deep Data Fields: The tool extracts up to 7 previous job experiences, 5 educational qualifications, and 5 languages known listed in the profile. 
• Reorderable Column: You can arrange the columns, and the next data pull will follow that custom layout.

Pros:  

• Simple UI: Since the tool is entirely based on Google Sheets, there is no need to learn a new platform.
• 2-in-1: There are two tools in one, i.e., Profile URL Discovery and full profile data extraction. 
• Detailed Output: The tool pulls deep fields into work history, education, and even language skills.
• No-Code: Since the dashboard is no-code, it is perfect for teams without developers or scraping experience.
• Customizable: Full data adjustment and outlook control are in your hands, matching your preferred data structure.
• Helpful Tutorial Videos: Smacient has step-by-step video guides that walk you through setup and usage, making it easy even for non-tech users. 

Cons:

• Accuracy depends on the Input Given: If you make slight name mismatches or leave any missing fields, it may reduce data success rates. 

Link to our YouTube Tutorials

For a visual walkthrough, check out our YouTube channel with detailed tutorials on getting started:

• Find LinkedIn Profile URLs and Extract Profile Data Google Sheets Add-On Complete Tutorial
• LinkedIn Get Profile Data Feature 

Want to Learn More?

Check out our detailed blog post on “How to Export LinkedIn Profile Data?” to explore how the Smacient tool works, use cases, and a step-by-step tutorial.

2. PhantomBuster

PhantomBuster has earned a cult following among growth hackers, lead gen teams, and data extraction geeks. Their LinkedIn Profile Scraper is tailor-made for pulling structured data from LinkedIn profiles at scale, whether you’re targeting search result pages, a list of URLs, or even Sales Navigator filters.

Key Features: 

• Scrapes from Multiple Sources: You can feed it input in different formats, and it efficiently sources the data. Whether you’re working with basic LinkedIn search results, Sales Navigator, or URLs, PhantomBuster adapts.
• Cloud-Based Automation: You don’t need any browser extension. Everything runs on PhantomBuster’s servers.
• Advanced Scheduling: You can schedule scrapes to run hourly, daily, or weekly, making the entire task automated. 
• Solid Integration: You can download data as a CSV or JSON file, or push it directly into a live Google Sheet.
• Automatic Detection: By connecting your CRM to PhantomBuster, the LinkedIn profile scraper ensures that your contacts are up-to-date. It automatically detects profile changes or updates, such as new roles, etc.

Pros: 

• Flexible & Scalable: You’re not locked into a rigid system. Through PhantomBuster, you can build complete workflows depending on your goals.
• Rich Documentation: Their learning resources are excellent. The tutorial videos and active community make onboarding smoother. 
• Ideal for Power Users: It’s particularly great for agencies and outbound sales teams who need repeatable, data-heavy processes.

Cons: 

• Costs Add Up with Scale: For small experiments, it’s affordable. But if you’re running multiple scrapers on a daily schedule, you’ll find it cost-intensive.
• Not Built for Simplicity: It is not a one-click LinkedIn email extractor. If you need results now, it may not be the fastest onboarding experience

Review: The PhantomBuster runs smoothly and delivers highly structured data. With minimal code and maximum control, it sure does the job right. If you’re serious about scaling your LinkedIn outreach or data collection efforts, then PhantomBuster earns its spot as one of the best tools in this space.

3. Apollo

Apollo is more than a mere data scraper, it’s a full-blown sales intelligence platform. At its core, Apollo pulls data from LinkedIn and cross-references it with its internal database. If you’re in B2B sales or recruitment, chances are Apollo’s name has come up in your search for smarter outreach.

Key Features: 

• Chrome Extension: Apollo’s Chrome extension is the heart of its scraping capability, which integrates directly into your browsing flow. 
• Massive Contact Database: Apollo claims access to 210+ million contacts, 144+ million numbers, and 35+ million global companies with verified emails. 
• CRM Integrations: The tool integrates with HubSpot, Salesforce, and more, saving a lot of time.
• Email Sequences: You can build email sequences by adding contacts directly inside Apollo. 
• Accurate Targeting: Apollo offers 65+ powerful filters to find the right people, helping you run precision-targeted searches.

Pros: 

• All-in-One Workflow: From finding the lead to sending them a personalized email, Apollo handles it all.
• Verified Contact Data: Email quality is solid, as Apollo frequently updates its database.
• Free Plan with Generous Limits: You can scrape and export a decent number of leads each month before hitting paywalls. 

Cons: 

• Heavily Expensive Beyond Free-Tier: Once you scale beyond basic usage, scaling will require a good investment.
• Dependent on Chrome: You’ll need to interact with LinkedIn manually and trigger the Chrome extension.

Review: You’ll get the best inside one browser tab. Apollo is great for someone who prefers quality over quantity. It definitely is a refined engine for targeted prospecting, especially if you value verified emails, CRM sync, and outreach in one place.

4. Bright Data

Bright Data is a comprehensive data extraction platform tailored for professionals who require high-volume, reliable and compliant LinkedIn data scraping. Bright Data has established itself as a leader in the web scraping industry, offering robust tools that cater to businesses ranging from startups to big names.

Key Features: 

• Comprehensive Data Extraction: Users can extract a wide range of data points, like names, job titles, education, etc. This data is invaluable for sales, recruitment, and market research.
• Advanced Proxy Infrastructure: With a solid proxy infrastructure, Bright Data ensures high success rates in data extraction by effectively bypassing LinkedIn’s anti-scraping measures.
• Automated CAPTCHA Solving: Bright Data offers automated CAPTCHA solving, streamlining the data extraction process and reducing manual intervention.
• Flexible Data Output Formats: Users can export scraped data in various formats, including JSON, CSV, XLSX, and NDJSON.
• Ethical Data Collection: Bright Data places a strong emphasis on compliance and adherence to GDPR and CCPA regulations.

Pros: 

• Scalability: Bright Data’s infrastructure supports large-scale data extraction, making it suitable if you require vast amounts of LinkedIn data.
• Customizable Solutions: Bright Data offers customizable scraping solutions, allowing users to tailor the tools to their specific needs. 
• Active Support: Users have access to detailed documentation and responsive customer support, ensuring a smooth user experience.

Cons: 

• Cost: Bright Data’s services come at a premium price point, which might be s consideration for some.
• Technical Complexity: While powerful, Bright Data’s tools may have a steeper learning curve compared to other scraping solutions. 

Review: Bright Data stands out as a top-tier solution for LinkedIn data scraping. While the cost and complexity might be a barrier for some, the investment pays off in terms of data quality and compliance assurance. If you prioritize ethical data collection and need to operate at scale, Bright Data is a good choice.

5. Captain Data

Captain Data is a strong automation platform designed to supercharge your sales, marketing, and recruitment efforts. By seamlessly integrating with LinkedIn, Captain Data enables users to extract and act upon data at scale, turning raw information into actionable insights.

Key Features: 

• Wide Data Extraction: Captain Data’s holistic approach for data extraction covers all the information, ensuring you have all the data needed for effective decision-making.
• Signal Extraction: Captain Data offers intent data extraction, capturing behavioral signals such as job changes, post engagements, and more. This helps in identifying potential leads and understanding their intent to engage. 
• Seamless CRM Integration: Captain Data effortlessly integrates with popular CRMs, ensuring that your extracted data flows smoothly into your existing systems.
• Workflow Automation: The platform supports the creation of automated workflows, allowing users to set up sequences that handle data extraction and outreach.
• Data Privacy: Captain Data adheres to GDPR, ensuring that your data extraction activities remain compliant.

Pros: 

• No Multiple Tools Required: The platform combines data extraction and automation, reducing the need for multiple tools.
• Scalable Solutions: Captain Data is designed to handle large-scale data extraction tasks, making it suitable for businesses of all sizes.
• Real-Time Data Access: You get up-to-date information, ensuring that your decisions are based on the latest data.

Cons: 

• Learning Curve: The platform’s extensive features may require a learning period for new users to fully leverage its capabilities.
• Dependency on LinkedIn Policies: Changes in LinkedIn’s policies or algorithms can impact data extraction capabilities. 

Review: Captain Data caters to a wide range of business needs, from lead generation to market research. While there is a learning curve associated with mastering the platform, Captain Data for sure offers a robust and scalable solution.

6. lemlist

Designed for sales professionals, marketers, and recruiters, lemlist streamlines the process of finding and connecting with potential leads on LinkedIn. Whatever your aim is with data scraping, lemlist offers a suite of tools to enhance your LinkedIn lead generation strategy. 

Key Features: 

• Bulk Lead Import: lemlist allows users to import leads in bulk from LinkedIn search results. 
• Email & Phone Number Verification: lemlist verifies and enriches contact information, ensuring high deliverability rates and reducing bounce backs in email campaigns. 
• AI-Powered Personalization: lemlist’s AI assistant helps create personalized messages by analyzing lead profiles and suggesting tailored content.
• Multichannel Outreach Automation: lemlist supports automated LinkedIn profile visits, connection requests, and messages, enabling users to engage leads across multiple channels from a single platform.
• Lead Engagement Overview: You get an overview of numbers like contacted, delivered, clicked, replied, and interested.

Pros: 

• Lead Management: The platform combines data extraction, enrichment, and email outreach automation in one platform, reducing the need for multiple platforms.
• User-Friendly Interface: The Chrome extension and web app are intuitive, making it easy for users to navigate and utilize the platform effectively.
• High Data Accuracy: lemlist ensures that the contact information is accurate and up-to-date, enhancing campaign effectiveness.

Cons: 

• Limited Free Tier: While lemlist offers a free trial, access to advanced features and higher usage limits requires a paid subscription.
• Platform Specific: The platform is primarily designed for LinkedIn, so users seeking data from other platforms may need additional tools. 

Review: lemlist is a powerful tool for data extraction. Its ability to extract and enrich data directly from LinkedIn, combined with automation features, makes it a valuable asset for sales and marketing professionals. 

7. Dux-Soup

Dux-Soup is one of the pioneers in LinkedIn automation. With a focus on automating repetitive tasks, Dux-Soup enables users to engage with potential leads efficiently, freeing up time for more strategic activities and networking. 

Key Features: 

• Automated Profile Visits: Dux-Soup automates profile visits, connection requests, and endorsements, increasing your visibility and engagement on LinkedIn.
• Personalized Messaging Sequences: The tools allow for the creation of customized message sequences, enabling users to send personalized follow-ups.
• CRM Integration: You can integrate the platform with popular CRMs and work on shared data effortlessly.
• Campaign Management: Dux-Soup lets you create, monitor, and manage intelligent LinkedIn campaigns, offering insights into metrics and engagement rates. 
• Assured Safety: With no third-party access required,  Dux-Soup ensures you never lose any data.

Pros: 

• Time-Saving: The platform allows users to focus on high-value activities, automating repetitive LinkedIn tasks.
• Scalable Solution: With features supporting collaborative LinkedIn outreach, it suits individuals and teams.
• Customizable: Dux-Soup offers flexibility in creating and managing outreach campaigns for specific goals.  

Cons: 

• Learning Curve: While the basic functionalities are simple, advanced features can take time for you to adjust. 
• Limited Free-Tier: Access to advanced features and higher usage limits necessitates a paid subscription.

Review: While there is a learning curve associated with some advanced features, the investment in time and money is offset by the significant gains in efficiency and productivity. Dux-Soup offers a compelling solution for those seeking to enhance their LinkedIn outreach and streamline their networking efforts.

8. LaGrowthMachine

LaGrowthMachine helps top sales teams connect with more prospects by automating LinkedIn, Email, and X outreach in a single, seamless flow. Let the platform do the repetitive work, so you can focus on closing.  

Key Features: 

• Auto Enrichment: The platform pulls in names, titles, companies and then enriches the profiles with verified emails automatically.
• Multichannel Sequencing: You can build and automate outreach across LinkedIn, email, and X in a single dashboard.
• Smart Inbox: There is a centralized inbox to manage responses across all platforms, complete with automatic follow-ups and reply detection.
• CRM Sync: Native integrations with HubSpot, Pipedrive, and more keep your outbound and CRM in perfect alignment. 
• GDPR-Compliant: Built with data privacy in mind, LaGrowthMachine keeps your campaigns compliant and your data secure. 

Pros: 

• Prospecting Tool: The platform doesn’t just stop at data scraping. It builds complete outreach workflows, making it ideal for scaling cold outreach efforts. 
• Email and LinkedIn Integration: You can easily manage conversations across platforms without switching tabs or using third-party tools.
• Email Enrichment: LaGrowthMachine automatically finds and verifies emails for scraped LinkedIn profiles, reducing manual lookup time significantly.

Cons: 

• More Than LinkedIn Data: The tool is built for full outreach automation, which might be overkill for users needing only raw data profiles.
• High Pricing: Its advanced features come at a premium price, which might not suit you if you have a tight budget.

Review: LaGrowthMachine feels more like a sales specialist than a mere data scraper. It’s perfect for those who want to go beyond lists and actually convert those lists into conversations. The most impressive feature is how it connects LinkedIn scraping to email enrichment and campaign automation, saving time.

9. Evaboot

Evaboot is a LinkedIn Sales Navigator data cleaner and lead extraction tool designed to simplify your scraping workflow. Evaboot zeroes in on qualified leads. It automatically filters out irrelevant or incomplete profiles and even enriches your exports with verified emails.

Key Features: 

• Intelligent Data Cleaning: Evaboot filters your Sales Navigator search results and removes incomplete or off-target profiles, so you don’t waste time manually cleaning your CSV files.
• Chrome Extension for Sales Navigator: The extension sits right inside your Sales Navigator results page, making it feel like a native feature.
• One-Click CSV Export: With one click, you can export a clean list of leads that includes names, roles, companies, and additional details, all formatted and ready.
• Built-In Email Enrichment: Evaboot can also find and verify professional email addresses for the leads you extract, adding major value if you’re planning outreach campaigns.
• Lead Preview: Before you export, Evaboot shows a real-time preview of the cleaned leads so you can assess the data quality in advance.

Pros: 

• Purpose-Built for Sales Navigator: Evaboot is tailor-made for LinkedIn Sales Navigator users who want to extract lead data with better quality control and smarter filters.
• Saves Time with Automatic Cleaning: Evaboot automates lead reviewing, ensuring that what you export is already filtered and cleaned.
• Zero Learning Curve: The UI is intuitive, and the Chrome extension works right inside Sales Navigator. This makes it super easy to adopt.

Cons: 

• Sales Navigator Required: Evaboot only works with LinkedIn Sales Navigator, not the free version. So if you’re not a Sales Navigator user, you’re out of luck.
• No Built-In CRM integrations: Evaboot doesn’t offer direct CRM syncing. You’ll need to export and manually upload to your outreach tool or CRM.

Review: Evaboot is perfect for users who care about quality over quantity. It gives you clean, enriched, and ready-to-use leads with verified emails. If you’re serious about outbound prospecting and don’t want to deal with manual cleanups, it’s a solid pick. Just make sure you’re a Sales Navigator user, otherwise, it won’t be of much help.

10. TexAu

TexAu is a no-code automation platform that gives users advanced scraping and outreach workflows. It stands out for its customizable and automated workflows, perfect for users who want to not only collect data but also act on it.

Key Features: 

• LinkedIn Automation: You can scrape LinkedIn profiles, collect group members, auto-connect with custom messages, send follow-ups, and more.
• Visual Workflow Builder: Chain multiple actions together (like scrape, enrich, outreach) in a drag-and-drop editor without writing code.
• Desktop or Cloud Execution: Run automations from your own machine or use TexAu’s cloud infrastructure, giving you flexibility depending on scale.
• Multi-Platform Scraping: Beyond LinkedIn, TexAu also supports X, Instagram, Google Maps, and more, all in the same automation workflows
• Google Sheets & Webhook Integrations: You can push scraped data directly into Google Sheets, CRMs, or third-party tools through webhooks and Zapier.

Pros: 

• Full Automation Control: TexAu gives you complete control. Whether it’s scraping, enriching, messaging, or scheduling, it can all be done from one place.
• No-Code, yet Powerful: Even though it’s a no-code platform, TexAu offers advanced options, features usually reserved for dev tools.
• Cloud or Desktop Execution: You can choose to run your automation flows locally or on TexAu’s cloud, making it ideal for small jobs or scaling massive lead gen campaigns.

Cons: 

• Risk of LinkedIn Limits: If not set up with proper proxy management, TexAu’s automations can trip LinkedIn’s rate limits and get your account restricted.
• Steep Learning Curve: If you’re not familiar with automation flows, there’s a significant onboarding effort. 

Review: TexAu is insanely powerful if you take the time to set it up right. If you’re someone who loves automation, has some experience, and wants control, this is your playground. But if you want a simple tool to just get profile data, TexAu might feel a little complicated.

Whether you’re a growth hacker, a founder, a recruiter, or a sales rep, the tool you pick comes down to how deep you want to go and how much control you need. The best part is that most of these tools offer a free trial or demo, so you can try them before you buy. Test them out, see what fits your needs best, and focus on what really gets you the most fit data. 

We regularly talk about the latest AI tools and trends. So, don’t forget to check out our AI-related blogs to keep your marketing game sharp and future-ready:

• Top 11 AI Tools for Task Automation
• Top AI Landing Page Builders
• AI Ad Copy Generator: Generate ad copies for Google and Meta Ads 

FAQs

Q1. Is scraping LinkedIn data legal?

Scraping public data is a legal grey area. While scraping is prohibited, tools often use smart workarounds like mimicking user behavior or using official APIs. We always recommend using these tools responsibly and in compliance with the data laws.

Q2. Can these tools get emails and phone numbers from LinkedIn profiles?

Most scrapers can pull basic profile data, but direct contact details like email or phone numbers are often enriched using third-party databases or integrations, not directly from LinkedIn.

Q3. Will LinkedIn block my account for using scrapers?

It’s possible. Always start slow and avoid aggressive scraping to stay under the radar. It is also recommended to use tools with proxy support and anti-detection mechanisms. 

Q4. Can I integrate LinkedIn scrapers with my CRM or outreach tools?

Yes, many LinkedIn scrapers offer direct integration with popular CRMs such as HubSpot, Salesforce, etc. This helps you automate lead generation pipelines and avoid manual copy-pasting of data.

Q5. Do I need a LinkedIn Premium or Sales Navigator account to use these tools?

Not always. Some tools specifically require Sales Navigator for deeper filtering and access, while others can work with standard LinkedIn accounts. Check the tool’s compatibility before subscribing.

Disclosure – This post contains some sponsored links and some affiliate links, and we may earn a commission when you click on the links at no additional cost to you.