LinkedIn Scraper Guide: Tools, Methods & Best Practices

Quick Takeaway

• A LinkedIn scraper extracts publicly available profile, company and job data (names, titles, company, profile URL, sometimes emails) and exports it to CSV, Google Sheets or your CRM.
• Scraping public LinkedIn data is broadly legal in the US after hiQ Labs v. LinkedIn (Ninth Circuit, 2022), but you must respect privacy law, scrape only public data, and avoid hammering the site — so tool choice and rate-limiting matter.
• Standalone desktop tools like Linked Helper are safer than Chrome extensions or raw API/proxy scrapers because they act like a real logged-in browser on your own machine, with human-like delays and smart daily limits.
• Beyond extraction, the best 2026 tools enrich data (find 2nd/3rd-degree emails and phones without even visiting the profile) and automate outreach in the same campaign.
• Start free: Linked Helper offers a 14-day trial and scrapes full profile + company + employee data; paid plans start at $15/month.

It’s no secret that LinkedIn contains valuable data on potential leads and users can scrape data from LinkedIn profiles.

Using LinkedIn scraping tools is a great opportunity to gather publicly available, accurate data for market research, as professionals list it themselves.

Alternatively, buying a lead database with verified professional email addresses from agencies can cost anywhere from hundreds to tens of thousands per month, with retainers reaching $3K–$20K.

What if you could extract this data yourself?

With the right LinkedIn scraper, you can generate a CSV file with thousands of client details, including:

• Verified email addresses
• LinkedIn profile URLs
• Job post scraping
• Lead company website and details

For free LinkedIn scraping, start with Linked Helper’s trial version.

What is LinkedIn Scraping?

LinkedIn’s advertising tools reported a potential reach of about 1.20 billion members in January 2025 (note: based on total registered members, not monthly active users).

LinkedIn scraping is the process of extracting up-to-date contact data, company data, and job titles from LinkedIn profiles using specialized tools.

A LinkedIn scraper tool works like a robot, automatically visiting selected LinkedIn profiles, extracting contact data, company data, and job titles, and compiling it into a CSV file.

Since LinkedIn’s default export options are limited to your direct contacts, a separate tool is needed to scrape LinkedIn search results, LinkedIn Sales Navigator data, and LinkedIn searches beyond your network. Manually collecting this information is time-consuming, making web scraping techniques essential for efficiency.

How LinkedIn Scrapers Extract Data

Data enrichment works differently across various LinkedIn scrapers. To get you up to speed quickly, we’ll first demonstrate data mining using Linked Helper as an example.

This is an authenticated scraping method, meaning you provide access to your LinkedIn account.

Then, we’ll introduce other tools, such as non-authenticated scrapers, in the LinkedIn Scraping Methods section and compare their features.

We promise – you won’t need any technical skills for this!

#1 Download Linked Helper to your computer

To be able to scrape, you need software. Linked Helper is software that you can install for free on a computer with any OS. This is a standalone tool that works like a browser, so it will provide security when you web scrape on LinkedIn. Unlike scraping through an extension or through a cloud service, Linked Helper behaves like a real user when visiting pages.

Subscription Period	Standard Plan Credits	PRO Plan Credits
1 Month	620	3,100
3 Months	1,860	9,300
6 Months	3,660	18,300
12 Months	7,320	36,600

#2 Start a Visit and Extract Campaign

This action can be the first action in your campaign or the only one if you just need to scrape profiles. In order for the software to start visiting the accounts of people or organizations, you need to select a target page for parsing.

Alternatively, you can use the “Export profile information” template. It allows you to gather profile data, find their emails, and send this comprehensive database through a webhook to an external CRM. You can also opt for direct integration to send it directly to your CRM.

Learn more about this feature

#3 Add profiles to the action from different sources

The profiles that you want to download must be transferred to the Queue. To do this, simply click on the Add button.

You can use any of LinkedIn’s search solutions, group pages, or events as a source. Also, you can simply insert a link to the desired page and the software will transfer the profiles indicated on it. You can also enable Auto-collect, which automatically revisits searches and adds newly discovered profiles to the queue on a recurring schedule. This helps maintain a steady stream of fresh leads without manually repeating searches.

#4 Get into data download

After adding profiles to the Queue and scraping them, accounts will be displayed in the Lists section. From here, you can click on the profile to see all the data Linked Helper has collected from the lead’s page.

You will also see the Download menu item. You can select the entire list of leads or mark a few people to download the data in a spreadsheet.

#5 Use your CSV like a pro

You can unpack the file following these instructions:

How to Import CSV files into MS Excel

Or you can send the data to your CRM. As the final step, you can send the lead data. Linked Helper’s LinkedIn scraper provides webhooks, allowing integration with almost any CRM. Alternatively, you can choose the “Send person to external CRM” action to directly send this list of people.

Check out our guide on CRM integration with Linked Helper to explore integration possibilities with your CRM.

Why Use the LinkedIn Profile Scraper

A LinkedIn profile scraper helps you extract valuable information from LinkedIn efficiently, allowing you to automate lead collection and gain insights without manual effort.

Instead of spending hours gathering information, a linkedin scraping tool lets you process multiple profiles at once and export structured data.

For example, linkedin scraping tools can:

Scrape user profiles – Collect profile data such as names, job titles, work experience, company details, profile links, education, skills, and phone numbers (if available).

Extract company data – Gather business details, including company name, size, location, page description, and number of employees. Learn more about LinkedIn company scraper.

Scrape multiple profiles at scale – Process thousands of LinkedIn searches and retrieve structured data from linkedin.

Export data into Google Sheets, CRM systems, and JSON files – Easily integrate your profile data with CRM integration tools for seamless follow-ups.

Extract employee lists – Upload company URLs and get a list of employees, perfect for account-based marketing (ABM). This is a new exclusive feature available in Linked Helper.

Save LinkedIn message history – Keep a backup of your conversations, ensuring you don’t lose valuable business data. Available for all platforms. A key advantage is that when you cancel a paid LinkedIn subscription (Sales Navigator or Recruiter), your history is lost in LinkedIn—but not in Linked Helper. Scrape messaging history

Find Profile Emails – Linked Helper’s Data Enrichment action can enrich scraped profiles with verified emails and phone numbers for 2nd- and 3rd-degree connections without ever visiting the profile. It also supports Open Link and Premium badge searches, helping you expand outreach while reducing profile-view activity. Find Profile Emails

Linked Helper can also enrich contacts using Apollo.io integration to discover verified business emails beyond your direct network.

With the right LinkedIn scraper, you can automate data collection, gain valuable insights, personalize outreach campaigns, and enhance your lead generation strategy—all without manual work.

Is it Legal to Scrape LinkedIn

Yes, there’s nothing inherently illegal about it. However, we do recommend following good LinkedIn web scraping practices.

In hiQ Labs v. LinkedIn the Ninth Circuit reaffirmed (April 2022) that scraping publicly accessible website data does not violate the Computer Fraud and Abuse Act’s ‘without authorization’ provision.

For starters, it’s important to scrape data that’s publicly available and doesn’t violate personal privacy or rights. Also, it’s good practice to limit how often you request data from the website to avoid overloading their servers.

Responsible handling and storage of the data you scrape are crucial too. And of course, using the data ethically, like for market research or data-driven decisions.

As long as you are careful and respectful, it’s all good to use LinkedIn scraping tools.

Key Features of a Good LinkedIn Scraper

When choosing a LinkedIn scraper, it’s essential to look beyond just data extraction.

Here are the most important features to consider in LinkedIn scraping tools.:

1. Automation Beyond Scraping

A high-quality LinkedIn profile scraper doesn’t just extract data from LinkedIn—it also automates other LinkedIn tasks. For example, tools like Linked Helper can run drip campaigns, send connection requests, and manage messaging sequences.

2. CRM Integration & Data Export Options

How the LinkedIn profile scraper handles data is crucial:
✅ Some tools offer direct CRM integration, syncing lead generation data instantly.
✅ Other LinkedIn scraping tools require you to download the data as a CSV or JSON file, which must be manually uploaded into a CRM.
✅ Google Sheets integration viw webhooks is also valuable for organizing LinkedIn profile data efficiently.

3. Protection Against Detection

One of the most important factors is how well the tool avoids LinkedIn’s detection mechanisms.
✅ A good LinkedIn profile scraper mimics human behavior, using Smart Daily Limits, randomized delays, and smart browsing behavior that automatically keeps activity within safer operating thresholds. They mimic browsers, search for profiles like real users, can mask IP addresses and time zones if needed, and randomize fingerprints for added security.
✅ Some LinkedIn scraping tools, like Octopus, are simple browser extensions, making them more detectable compared to advanced software like Linked Helper, which operates with better stealth.

4. Completeness of Data Extraction

Different LinkedIn data scraping tools vary in how much LinkedIn profile data they can collect:
✅ Linked Helper extracts full profile details, including names, job titles, emails, phone numbers (if available), experience, education, skills, and company data.
✅ Octopus CRM, in contrast, only gathers basic information—names, profile links, and job titles—similar to what LinkedIn’s own scraping feature provides.

5. Pricing & Data Collection Methods

Not all LinkedIn profile scrapers are priced the same, and they use different data-gathering methods:

✅ One-time payment vs. Subscription: If you need a quick solution for a specific project, look for tools with a one-time fee or a free trial option. For continuous lead generation, a subscription-based tool may be more cost-effective.

✅ Manual vs. Automated Scraping: Some tools require manual input, while others can run automated LinkedIn searches to collect data consistently. If you need a steady stream of leads, opt for automation-friendly tools.

LinkedIn Scraping Methods

When choosing a LinkedIn profile scraper, consider the technology behind it, as it affects the security of LinkedIn data scraping and your profile.

Key Considerations

🔹 Public Data Limitations: Non-authenticated scrapers only access limited data (e.g., no job history).
🔹 Account Risk: Authenticated tools provide more data but may trigger LinkedIn’s anti-scraping policies.

Here are some types of LinkedIn scraping tools you might find on the market.

1. Without Authentication (Public Data Only)

These tools collect publicly available LinkedIn data without requiring login credentials. However, data is limited (e.g., no job experience details).

• LinkedIn Scraper APIs – Extract publicly accessible LinkedIn data as if an unregistered user were viewing profiles.

Because it relies on API calls, it is more likely to be recognized as automated activity, leading to higher chances of being blocked by LinkedIn.

Example: Bright Data LinkedIn Scraper, Nimbleway, Zenrows, Smartproxy, Captain Data.

2. With Authentication (Full Profile Data)

These LinkedIn profile scrapers require LinkedIn login credentials and scrape data as a logged-in user, allowing access to more details but posing account suspension risks.

• Browser Extensions – Installed in Chrome/Firefox, these tools scrape LinkedIn data during browsing. Example: Waalaxy, Dux-Soup, PhantomBuster, Kaspr, Evaboot, Octopus.

Note: LinkedIn can detect automated actions performed by these LinkedIn scraping tools if theyoccur at unnatural speeds or follow predictable patterns, leading to account suspensions.

• Downloadable Browser-Based Software – Standalone software that mimics a human user for LinkedIn data scraping locally on a PC. Example: Linked Helper, Octoparse.
  
• Cloud-Based Browser Automation Tools – Hosted on remote servers, these tools automate LinkedIn scraping without running locally. Example: TexAu.
  
• Cloud-Based API Scrapers – Similar to browser-based scrapers but leverage API calls instead of a visual browser. Example: Zenscrape, Apify.

Read our article about LinkedIn browser extensions.

The Best LinkedIn Scrapers in 2026 (Free & Paid)

1. LinkedHelper

Linked Helper works by visiting and extracting data from multiple profiles on LinkedIn. It gathers information such as:
✔ Job history
✔ Skills

✔Messaging history if available
✔ Languages
✔ Emails (if available)
✔ Profile URLs
✔ Company data

The scraped data can be exported in a CSV file, sent to Google Sheets, or integrated with CRM systems through webhooks for automation.

Linked Helper also includes an AI ICP Detection action that automatically evaluates scraped leads against your Ideal Customer Profile (ICP). Instead of manually reviewing thousands of profiles, you can automatically identify prospects that match your target criteria and prioritize outreach to the most relevant leads

➡ Learn more about profile scraping

• Company Page Scraper: Business Insights

In addition to scraping individual user profiles, Linked Helper also offers a company page scraper. This tool extracts business profile details, including:
✔ Company size
✔ Industry
✔ Description
✔ Website links

This allows you to gather both individual and company data simultaneously, providing a deeper understanding of the market and industry trends.

• Employees Scraper: Targeted Lead Generation

Linked Helper’s Employees Extractor action and dedicated template allow you to collect employee profiles directly from LinkedIn company pages. You can queue hundreds of companies, automatically visit their People tabs, and extract employees matching specific job titles, departments, or keywords..

🔹 You can queue hundreds of company pages, and the tool will visit the People tab to extract employee profiles.
🔹 The scraper can filter by job titles, ensuring you only collect relevant contacts.

➡ Learn more about the employee scraper

• CRM & Google Sheets Integration

Linked Helper supports CRM exports through its Send Person to External CRM action and webhook integrations. Leads can be automatically pushed into HubSpot, Pipedrive, Close CRM, Salesforce, Zoho, and other systems without manual CSV uploads.

✅ Instantly
✅ HighLevel CRM
✅ Streak CRM
✅ Capsule CRM
✅ Salesforce CRM
✅ Zoho Recruit & Zoho CRM
✅ ActiveCampaign CRM
✅ Close CRM
✅ HubSpot CRM
✅ Pipedrive CRM

Additionally, you can automatically send LinkedIn profile data to:
✔ Google Sheets
✔ Zapier for multi-app automation
✔ Make for custom workflows
✔ Gmail for email automation

➡ How to integrate Linked Helper with Google Sheets
➡ How to send profiles to Salesforce, Pipedrive, Zoho CRM, and more via Zapier Webhook

Unlike many other scrapers, Linked Helper provides the most complete dataset available. It extracts:
✔ Work experience & company descriptions
✔ Full organization details (website, industry, size, etc.)
✔ All written text fields in a profile
✔ Links to other social media accounts

Linked Helper runs from your own desktop like a real logged-in browser, scrapes full profile, company and employee data, then enriches it with emails and phones for your 2nd and 3rd-degree connections without ever visiting the profile – and its AI ICP detection scores each lead against your ideal customer. Try it on your own LinkedIn search with the 14-day free trial; paid plans start at $15/month.  Scrape LinkedIn the safe way – free

2. PhantomBuster

Phantombuster uses mini-tools called “Phantoms” to perform specific tasks. Each Phantom is designed to do one thing really well, like extracting data from LinkedIn profiles or sending connection requests.

Slots are basically like the “spaces” you have to run these Phantoms. Each Phantom takes up a certain number of slots. For example:

Some Phantoms only need 1 slot.

More complex tasks, like finding emails from LinkedIn group members, might need 2 slots.

You can think of slots as the capacity you have for running tasks.

Here are some examples of what you can do with Phantombuster:

• LinkedIn Profile Scraper: Get all the available data from someone’s LinkedIn profile, like their job title, company, and even email address.

• LinkedIn Company Scraper: Collect data from LinkedIn company pages, like company size, industry, and employee list.
• LinkedIn Search Export: Extract all the profiles that appear in a LinkedIn search.
• LinkedIn Group Members Export: Get data from members of a LinkedIn group.
• Email Extraction: Find email addresses from LinkedIn profiles, connections, or group members.

Phantombuster has different pricing plans based on how much you use it:

Starter Plan: $56 per month if you pay annually, or $69 if you pay monthly as of 2026.

You get 20 hours of usage per month.

You get 10 slots.

So, if you just need it for a few tasks each month, the Starter Plan might be perfect. But if you need more time or slots, you can upgrade to a higher plan.

Why It Might Be Inconvenient?

Phantombuster LinkedIn profile scraper can be a bit inconvenient because each task requires a separate Phantom. For example, to fully automate a LinkedIn outreach campaign, you need to use multiple Phantoms, each occupying a slot. This means you have to manage several different scripts, which can be time-consuming and complex.

Unlike Phantombuster, Linked Helper allows you to manage multiple tasks within a single campaign. This means you can perform searches, send connection requests, monitor accepted requests, and send follow-up messages all within one integrated flow.

3. ZenRows

It allows users to extract publicly available data from LinkedIn profiles, job listings, and company pages without being blocked.

The LinkedIn profile scraper automates data collection by bypassing CAPTCHAs, handling JavaScript rendering, and rotating proxies to ensure uninterrupted scraping.

ZenRows offers a range of functionalities that enhance LinkedIn scraping:

• Universal Scraper API – Scrapes LinkedIn data such as profile names, job titles, company details, and post interactions.
• Smart Rotating Proxies – Avoids IP bans by constantly switching proxy locations.
• Headless Browser Support – Loads full web pages for accurate data extraction.
• Worldwide Geotargeting – Scrapes region-specific LinkedIn data.
• WAF & CAPTCHA Bypass – Overcomes LinkedIn’s security barriers.
• CRM & Google Sheets Integration – Automates data flow for lead generation.

ZenRows offers flexible pricing plans tailored to different business needs as of 2026:

• Free Plan – 14-day trial including 1,000 basic results, 40 protected results, 100 MB of Scraping Browser usage, and 5 concurrent requests.
• Developer Plan ($69/month) – 250K basic results, 10K protected results per billing period, 12.73 GB of Scraping Browser or Residential Proxy usage, and 20 concurrent requests.
• Startup Plan ($129/month) – 1M basic results, 40K protected results per billing period, 24.76 GB of Scraping Browser or Residential Proxy usage, and 50 concurrent requests.
• Business Plan ($299/month) – 3M basic results, 120K protected results per billing period, 60 GB of Scraping Browser or Residential Proxy usage, and 100 concurrent requests.

4. Waalaxy

Waalaxy is another LinkedIn automation tool that focuses on individual user data.

LinkedIn profile scraper allows you to send connection requests and scrape user information, but it doesn’t scrape company pages or message histories. This tool is more about managing and automating individual LinkedIn interactions.

Feature	Linked Helper	Waalaxy
Leads’ collection	Yes	Yes
CSV output	First name, Last name, Country, City, Email address, Phone number, LinkedIn profile URL, Job title, LinkedIn Premium status, Education, Industry (with Sales Navigator scraper)	First name, Last name, Occupation, Company, Company URL, Location, Email, Drop contact email, Phone numbers, Prospect list, LinkedIn URL, Sales Navigator URL, Premium, Job seeker, Profile status, Message sent (yes/no), Message replied (yes/no), Email sent (yes/no), Email replied (yes/no), Connected date, First message date, Tags
Organizations extractor enabled	Company name, Company website, Number of company employees, Number of company followers	—
Extra data	ID (hash ID, Sales Navigator ID, etc.), Member distance (1st/2nd/3rd degree), Avatar (ID and media link), Headline, Summary, Location name, Badges (influencer, job seeker, open link), Organization description, Languages, Skills, Mutual connections (count, names, etc.)	—
Export CSV via Webhook	Yes	Yes
Export message history	Yes (Pro). Separate action or included with people scraping.	No
Organizations’ collection	Yes. Separate action or included into people profile scraping.	No

Explore our detailed comparison

Waalaxy operates as a Chrome extension, which might be less secure compared to standalone applications. There are concerns about the safety of using browser extensions for automation due to potential risks of account suspension.

Subscription: Starts at $19 per month for 300 invites included as of 2026. This is more expensive compared to Linked Helper’s $15 Standard plan.

5. Dux-Soup

Some users may find Dux-Soup as one of LinkedIn scraping tools.

It is priced at $14.99 per month as of 2026, but their Pro Dux plan doesn’t offer unlimited campaigns, which can be limiting for active users.

Similar to Linked Helper in automating LinkedIn tasks but requires setting specific browser settings to download profiles and lacks the ability to export company data or message histories.

The Pro subscription includes scraping but does not include unlimited campaigns like Linked Helper

Being a Chrome extension, it may pose slightly more security risks compared to standalone applications.

Plus, you can’t download profiles directly from a CRM or choose specific ones from your search results. It’s kind of limiting if you’re looking for more precise targeting.

If you need more features like detailed data exports or CRM integration, you might want to look at something else.

Explore our detailed comparison and make the right choice.

6. Smartproxy

Smartproxy’s Social Media Scraper API is a versatile scraping tool that enables users to extract data from various social media platforms, including LinkedIn.

LinkedIn profile scraper provides structured data without worrying about proxies, CAPTCHAs, or bans.

Features:

• Supports scraping from multiple social media platforms.
• Provides results in JSON, HTML, or table format.
• 100% success rate with smart proxy management.
• Synchronous and asynchronous requests for flexibility.
• Task scheduling for automated scraping.

Pricing as of 2026:

• Free Trial: 1K requests at no cost.
• Basic Plan: $7/month (1K requests).
• 25K requests: $50/month ($2 per 1K requests).
• 62.5K requests: $100/month ($1.6 per 1K requests).
• 200K requests: $280/month ($1.4 per 1K requests).
• 400K requests: $480/month ($1.2 per 1K requests).

7. Kaspr

Kaspr scrapes LinkedIn data, focused on finding and retrieving phone numbers, email addresses, and business contact details. It is mainly used for lead generation and integrates with various CRM tools.

• Extracts phone numbers and email addresses from LinkedIn profiles.
• Offers a Chrome extension for seamless data collection.
• Provides lead management and automation features.
• Integrates with CRMs and sales tools.
• GDPR-compliant with a strong focus on European businesses.

Pricing as of 2026:

• Free Plan: Includes 15 B2B email credits, 5 phone credits, and 5 direct email credits per month.
• Starter Plan: $65/month per user (100 phone credits, unlimited B2B emails).
• Business Plan: $99/month per user (200 phone credits, full API access).
• Enterprise Plan: Custom pricing with unlimited credits and advanced features.

8. Bright Data LinkedIn Scraper

Bright Data’s LinkedIn profile scraper is a tool that allows users to extract structured data from LinkedIn profiles, job listings, company pages, and posts. It offers both API-based and no-code scraping options for businesses that need high-volume data collection.

Features:

• Scrapes LinkedIn profiles (ID, name, location, job title, experience, etc.).
• Extracts job listings, company details, and scraping LinkedIn posts.
• No-code scraper for non-developers.
• API-based data retrieval for advanced users.
• Supports real-time or scheduled scraping.
• Data available in JSON, CSV, or HTML formats.

Pricing as of 2026:

• Pay-as-you-go: $1.50 per 1K records.
• Growth Plan: $499/month ($0.95 per 1K records).
• Business Plan: $999/month ($0.84 per 1K records).
• Premium Plan: $1,999/month ($0.79 per 1K records).

9. Evaboot

Evaboot is a Chrome extension that integrates directly with LinkedIn Sales Navigator to export lead data. It simplifies the process of extracting and cleaning prospect lists.

What Data Does Evaboot Export?

Evaboot can export the following Sales Navigator data into a CSV file:

• Full Name
• Job Title
• Company Name
• Industry
• Location
• Profile URL
• Company Website
• Company Size
• Lead Contact Email (if available and verified)
• Lead Personal and Work Emails (if found)

Evaboot operates on a subscription model as of 2026:

• $9/month – 100 credits per month (1 lead with email = 2 credits).
• Annual subscription gives 2 months free.

Features

• Sales Navigator Export – Extract LinkedIn Sales Navigator data.
• Email Finder & Verification – Find and verify professional emails.
• Lead Filtering – Automatically remove irrelevant profiles.
• CRM Integration – Export data into various CRM tools.
• Automation – Speed up lead generation and enrichment processes.

Evaboot supports CRM integrations, but not directly. Instead, it allows you to export LinkedIn Sales Navigator data into a CSV file, which you can then upload to your CRM.

10. Nimbleway

Nimbleway is a fully-managed web data collection and web scraping platform that provides API-based access to structured web data. It offers AI-driven unblocking, automated parsing, and flexible data delivery to cloud storage.

• Web Scraping API & Data Pipeline
• Proxy Services (Residential, Datacenter, Mobile)
• Automated Data Parsing
• Batch Processing for Large-Scale Data Extraction
• Customizable Parsing & AI Fingerprinting for Stealth Browsing

Supported Data Types

• Any public website content
• Social media data
• E-commerce pricing & reviews
• Search engine result pages (SERP)

Nimbleway ensures secure and compliant web scraping with:

• AI Fingerprinting – Avoid bot detection.
• Rotating & Dedicated IPs – Prevent blocks and bans.
• Custom Headers & JS Execution – Mimic real users.

Nimbleway API integrates with:

CRM Platforms (Salesforce, HubSpot, etc.)

Business Intelligence Tools

E-commerce & Market Analysis Platforms

Custom Data Pipelines via Webhooks

Nimbleway Pricing as of 2026

• Pay-As-You-Go: $8/GB, $3/CPM
• Beginner: $150/month – $7.8/GB, $2.8/CPM
• Essential: $600/month – $7.5/GB, $2.4/CPM
• Advanced: $1,500/month – $6.9/GB, $1.8/CPM
• Professional: $3,000/month – $6.1/GB, $1.7/CPM
• Enterprise: Custom pricing with premium features
• Annual Billing: 15% discount

11. Captain Data

Captain Data offers comprehensive LinkedIn scraping, similar to Linked Helper, but with a subscription cost of nearly $1,000 per month.

This LinkedIn profile scraper can scrape a wide range of data from company profiles, such as location, industry, size, and more. This tool is designed to streamline your workflow by automating tasks like data extraction and formatting, making it ideal for enriching your CRM with relevant information.

Captain Data emphasizes security with features like Smart Account Limits to keep your account safe. It’s also GDPR and SOC II compliant, ensuring that your data handling meets high security and privacy standards.

12. Octopus

It’s a Chrome extension that automates tasks and lets you export data into CSV files. But there’s a catch – it only gathers profiles of individuals, not companies. So, if you’re looking for comprehensive data, it might not be enough.

Feature	Linked Helper	Octopus
Leads’ Collection	Yes	Yes
CSV Output	First name, Last name, Country, City, Email address, Phone number, LinkedIn profile URL, Job title, LinkedIn Premium status, Education, Industry (with Sales Navigator scraper)	LinkedIn profile URL, First name, Last name, Position, Premium status, Created date
Company Data	Company name, Company website, Number of company employees, Number of company followers	Not available
Extra Data	ID (hash ID, Sales Navigator ID, etc.), Member distance (1st/2nd/3rd degree), Avatar, Headline, Summary, Location name, Badges (Influencer, Job Seeker, Open Link), Organization description, Languages, Skills, Mutual connections	Not available
Export CSV via Webhook	Yes	Yes
Export Message History	Yes (Pro plan)	No
Organizations Collection	Yes (separate action or included in profile scraping)	No

Compared to other tools, Octopus doesn’t provide as much detail in the exported CSV. You won’t find descriptions of profiles, skills, or bios in the final spreadsheet.

LinkedIn profile scraper operates within LinkedIn by injecting code into the page while it’s running. It’s handy for basic automation tasks but falls short on detailed LinkedIn scraping.

How to Scrape LinkedIn Data Without Getting Banned

Best Practices to Avoid Detection & Bans

These recommendations apply to tools that require authentication.

Avoid browser extensions for LinkedIn scraping. Many social networks, including LinkedIn, have strict security measures that detect and block scraping attempts made through browser add-ons.

Proxies are essential when a LinkedIn account is registered in one country but managed from a different location (on a PC or server). When scraping LinkedIn with authentication (via a logged-in account), static proxies should be used to maintain a consistent connection and avoid detection.

Mimic Human Behavior – – Linked Helper and similar tools use randomized delays, scrolling simulation, click simulation, and Start Time Randomization so activity does not begin at the exact same time every day.

Use Message Variants (SPINTAX) – Rotating message variations helps avoid repetitive outreach patterns while improving personalization and response rates.

Limit the Number of Requests – Stick to safe limits: Max 100–200 profile visits per day.

Keep Pending Invitations Under Control – Many LinkedIn outreach practitioners recommend keeping pending invitations below 500–700 and regularly withdrawing old unanswered requests to maintain a healthy acceptance rate and reduce the risk of invitation restrictions.

Use Premium or Sales Navigator Accounts – LinkedIn Premium users have higher activity thresholds, making them less likely to be flagged.

Enable Auto-Warmup for New Accounts – Gradually increase scraping activity over several weeks to avoid triggering LinkedIn’s security alerts.

How to Scrape Safely with LinkedIn’s Terms in Mind

Follow LinkedIn’s Fair Use Policies – Instead of scraping large LinkedIn datasets at once, extract data in small batches over time.

Avoid Scraping Personal Data Without Consent – LinkedIn prohibits mass scraping of private user information (emails, phone numbers). Focus on publicly available data like job titles, company names, and scraping LinkedIn URLs.

Leverage Official LinkedIn Integrations – Use LinkedIn API, Sales Navigator, or official partner tools (e.g., Zapier, HubSpot) for lead extraction.

Use Scraping as a Supplement to Organic Engagement – Combine scraping with manual engagement (e.g., liking posts, commenting) to maintain an authentic account presence.

Common Mistakes That Get Scrapers Blocked (and How to Avoid Them)

When we talk about blocking, we refer to account bans for authenticated users, not just IP bans for non-authenticated scraping.

Mistake 1: Scraping Too Fast

How to Avoid: Use randomized delays and human-like interactions.

Mistake 2: Using Rotating IPs for Authenticated Scraping

How to Avoid: When scraping with a logged-in LinkedIn account, use static proxies instead of rotating ones. Frequent IP changes can trigger LinkedIn’s security system, leading to account restrictions.

Mistake 3: Using Automated Login Bots

How to Avoid: Minimize the number of logins and avoid bot-like behavior.

Always stay informed about LinkedIn’s policies and be prepared to adjust your methods to remain compliant.

Mistake 4: Exceeding LinkedIn’s Data Limits

How to Avoid: Different LinkedIn account types (free vs. premium vs. Sales Navigator) have different search and profile view limits. Monitor usage and distribute requests across multiple accounts if necessary.

How to Use LinkedIn Scraper Data for Maximum ROI

By strategically using LinkedIn scraping tools, businesses can optimize sales, hiring, market research, and marketing efforts—maximizing their ROI.

Lead Generation & Sales Automation

Turn LinkedIn data into a powerful sales engine by automating outreach and CRM integration.

• Extract emails beyond direct connections for more outreach opportunities.
• Gather complete lead profiles to build detailed customer personas.
• Use LinkedIn scraper data to automate CRM workflows and lead nurturing.
• Organize and segment leads based on audience size and engagement.

Recruitment & Talent Sourcing

Streamline your hiring process by sourcing top candidates directly from LinkedIn.

• Scraping LinkedIn profiles to identify top candidates in your industry.
• Collect job titles, skills, and company details to refine hiring strategies.
• Leverage InMail and Open Link profiles for direct candidate outreach.
• Store and categorize candidate data for pipeline management.

Competitor Research & Market Analysis

Gain a competitive edge by analyzing your rivals’ LinkedIn presence and strategies.

• Extract company data, including LinkedIn profiles, websites, and contacts.
• Analyze competitors’ employee networks and hiring trends.
• Study competitor engagement levels by scraping follower and connection counts.
• Gather insights to craft targeted marketing and sales strategies.

Email Marketing & Outreach

Boost engagement and conversions with highly targeted email campaigns.

• Build a verified email database for personalized email campaigns.
• Automate scraping from LinkedIn and email outreach in parallel for better response rates.
• Use scraped data to personalize messages with custom variables.
• Leverage Open Link profiles to send free InMails and expand outreach.

Advanced LinkedIn Scraping Hacks for Power Users

How to Scrape LinkedIn Search Results Beyond the 1,000-Result Limit

LinkedIn limits regular search results to approximately 1,000 profiles per query. Sales Navigator increases this limit to 2,500 lead results (or 1,000 account results), so large datasets typically need to be segmented into multiple searches. So scraping a full database on LinkedIn can be challenging. However, you can bypass this limit using:

• Keyword Variations – Break down your search by tweaking job titles, industries, or locations to create smaller, more manageable datasets.
• Filter Combinations – Apply different LinkedIn filters (e.g., experience level, company size, geography) to pull segmented data.
• Profile Expansion – Extract connection networks by scraping second- and third-degree contacts linked to your initial results.

How to Scrape Hidden LinkedIn Data Fields (Beyond Name & Title!)

Advanced LinkedIn profile scrapers like Linked Helper can extract not only publicly available data (such as name and title) but also hidden information that LinkedIn doesn’t explicitly display. Modern AI-powered scraper can also classify scraped leads based on ICP fit, helping teams turn raw LinkedIn data into qualified prospect lists.

By leveraging integrations and smart algorithms, you can retrieve corporate emails, profile images, job descriptions, and even post content for further analysis.

1. Extracting Hidden Corporate Emails

Even if an email address is not visible on a LinkedIn profile, LinkedIn scraping tools can still find it. Linked Helper’s Data Enrichment action enriches scraped profiles with verified emails and phone numbers for 2nd- and 3rd-degree connections without ever visiting the profile, reducing account footprint while expanding contact coverage.

How It Works:

Snov.io and Hunter.io match a person’s name with a company’s domain to generate likely email addresses.
Linked Helper and PhantomBuster have built-in email finders that identify hidden contact details. Linked Helper integrates with email-finding tools to enrich scraped data

Recent updates also added Apollo.io integration, allowing users to enrich scraped LinkedIn profiles with verified business emails and phone numbers without sending connection requests.
Enrichment tools use company databases and social signals to validate extracted emails.

Example: If you’re scraping LinkedIn profiles for lead generation, these tools can provide verified corporate emails even when they’re not listed publicly.

2. Collecting Profile Images for Customization

Many automation tools allow you scraping LinkedIn profile images, which can be used for personalized outreach campaigns.

How It Works:

LinkedIn profile scrapers like Linked Helper can download profile pictures link.
These images can be automatically customized using services like Hyperise to add personalized text or overlays.

The enriched images can then be embedded into LinkedIn messages or external emails to increase engagement.

Example: Personalized cold outreach where each message includes a prospect’s profile picture with a custom call-to-action.

3. Scraping Job Listings & Post Content for Market Analysis

Some advanced scraping tools allow you to extract job descriptions and scraping LinkedIn posts for competitor analysis, market research, or talent acquisition.

How It Works:

TexAu and Octoparse can scrape job postings, including salary ranges, required skills, and company insights.
PhantomBuster can extract LinkedIn posts, comments, and reactions for trend analysis.
AI-based tools like ChatGPT API can analyze extracted text for sentiment and market insights.

Example: Recruiting firms use this for scraping LinkedIn job listings to identify hiring trends, while marketers can analyze competitor content strategies.

Automating LinkedIn Scraping with Python (for Coders)

For developers, Python offers powerful libraries to automate LinkedIn scraping. Here’s a basic approach:

• Selenium – Automate browser interactions to mimic human behavior and extract profile data dynamically.
  
• BeautifulSoup – Parse LinkedIn’s HTML structure to extract key elements like job titles, companies, and locations.
  
• Requests & Rotating Proxies – Send authenticated requests and rotate IPs to avoid detection.
  
• CSV & Database Storage – Store scraped data in structured formats for further analysis.

Conclusion & Next Steps

If you need to extract sensitive data from LinkedIn while ensuring compliance with LinkedIn’s terms, it’s essential to use automation tools that prioritize security and efficiency.

There are various methods for data extraction, including LinkedIn API, cloud-based platforms, and browser extensions. However, relying on unauthorized scraping can put your account at risk.

For a secure and scalable LinkedIn scraping solution, we recommend Linked Helper, which allows you to:

Integrate data from multiple sources, including company profiles, Email Finder, Apollo
Send personalized messages at scale, improving outreach and engagement
Automate connection requests while mimicking human behavior to reduce detection risks
Export enriched lead data directly into your CRM system

Linked Helper streamlines lead generation, email discovery, and profile enrichment, allowing you to build stronger business relationships effortlessly.

You have seen what a good scraper should do – now extract, enrich and act on LinkedIn data in one campaign. Start a 14-day free trial of Linked Helper to scrape profiles, companies and employee lists, find hidden emails and phones, and push verified leads straight to your CRM or Google Sheets. No card required; plans from $15/month.

Try Linked Helper free

FAQ

Q: Is LinkedIn scraping illegal?

Scraping publicly available LinkedIn data is not inherently illegal in the US – in hiQ Labs v. LinkedIn the Ninth Circuit held that scraping public profiles does not violate the Computer Fraud and Abuse Act. You should still scrape only public data, comply with privacy laws like GDPR, and avoid logging in to scrape data behind authentication in ways that breach LinkedIn’s terms.

Q: Will LinkedIn ban you for scraping?

LinkedIn can restrict or ban accounts when it detects automation running at unnatural speeds or in predictable patterns. Using a standalone tool like Linked Helper that mimics human behavior with randomized delays, smart daily limits and start-time randomization keeps your activity within safe ranges and greatly lowers that risk.

Q: Is LinkedIn scraping possible?

Yes. Because LinkedIn does not offer a full data export beyond your direct connections, a dedicated scraper is needed to extract search results, Sales Navigator lists, group and event members. Linked Helper does this from your own computer and exports the data to CSV, Google Sheets or your CRM.

Q: What is the best scraper tool for LinkedIn?

The best tool depends on your goal, but for safe, full-profile scraping plus built-in outreach most users pick a standalone desktop app over a browser extension or API scraper. Linked Helper scrapes profiles, companies and employee lists, finds emails and phones via data enrichment, and automates connection requests and follow-ups in one campaign, starting at $15/month with a 14-day free trial.

Q: Can you scrape emails and phone numbers from LinkedIn?

Yes – tools with an email finder or enrichment database can retrieve work and personal emails (and sometimes phones) even when they are not shown on the profile. Linked Helper’s Data Enrichment action and Apollo.io integration can find emails for your 2nd and 3rd-degree connections without having to visit each profile.

Q: Can you scrape LinkedIn jobs and company data?

Yes. You can scrape job listings, company pages (size, industry, website, description) and full employee lists. Linked Helper’s company scraper and Employees extractor let you queue hundreds of company pages and pull their ‘People’ tab, optionally filtered by job title.