{"id":6870,"date":"2024-07-26T15:41:17","date_gmt":"2024-07-26T12:41:17","guid":{"rendered":"https:\/\/www.linkedhelper.com\/blog\/?p=6870"},"modified":"2026-04-17T12:21:33","modified_gmt":"2026-04-17T09:21:33","slug":"linkedin-scraper","status":"publish","type":"post","link":"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/","title":{"rendered":"LinkedIn Scraper Guide: Tools, Methods &#038; Best Practices"},"content":{"rendered":"\n<p>It\u2019s no secret that <strong>LinkedIn contains valuable data<\/strong> on potential leads and users can scrape data from LinkedIn profiles. <\/p>\n\n\n\n<p>Using LinkedIn scraping tools  is a great opportunity to gather publicly available, accurate data for market research, as professionals list it themselves. <\/p>\n\n\n\n<p>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\u2013$20K.<\/p>\n\n\n\n<p><em>What if you could <\/em><em>extract this data<\/em><em> yourself?<\/em><\/p>\n\n\n\n<p>With the right LinkedIn scraper, you can generate a <strong>CSV file<\/strong> with <strong>thousands of client details<\/strong>, including:<br>\u2705 <strong>Verified email addresses<br><\/strong> \u2705 <strong>LinkedIn profile URLs<br><\/strong> \u2705 <strong>Job post scraping<br><\/strong> \u2705 Lead <a href=\"https:\/\/www.linkedhelper.com\/blog\/scrape-linkedin-company-page\/\"><strong>company website <\/strong><\/a><strong>and details<\/strong><\/p>\n\n\n\n<p>For free LinkedIn scraping, start with <a href=\"https:\/\/www.linkedhelper.com\/member\/download\" title=\"\">Linked Helper\u2019s trial version.<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What-is-LinkedIn-Scraping\"><\/span>What is LinkedIn Scraping?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>LinkedIn scraping<\/strong><strong> is<\/strong> the process of extracting <strong>up-to-date contact data<\/strong><strong>, c<\/strong><strong>ompany data, and job titles<\/strong> from <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-xray-search\/\">LinkedIn profiles using specialized tools<\/a>.<\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<p>Since <strong>LinkedIn\u2019s default export options<\/strong> are limited to your direct contacts, a <strong>separate tool<\/strong> is needed to scrape LinkedIn search results, <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-sales-navigator-scraper-parse-leads-emails-for-14-days-free\/\">LinkedIn Sales Navigato<strong>r<\/strong> data<\/a>, and LinkedIn searches beyond your network. Manually collecting this information is time-consuming, making <strong>web scraping techniques<\/strong> essential for efficiency.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How-LinkedIn-Scrapers-Extract-Data\"><\/span>How LinkedIn Scrapers Extract Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data enrichment works differently across various LinkedIn scrapers. To get you up to speed quickly, we\u2019ll first <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-data-export-tool-to-an-excel-or-csv-file\/\">demonstrate data mining <\/a>using Linked Helper as an example. <\/p>\n\n\n\n<p><em>This is an authenticated scraping method, meaning you provide access to your LinkedIn account.<\/em><\/p>\n\n\n\n<p>Then, we\u2019ll introduce other tools, such as non-authenticated scrapers, in the <strong>LinkedIn Scraping Methods<\/strong> section and compare their features.<\/p>\n\n\n\n<p>We promise &#8211; you won\u2019t need any technical skills for this! <\/p>\n\n\n\n<p><strong>#1 Download Linked Helper to your computer<\/strong><\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<p><strong>#2 Start a Visit and Extract Campaign<\/strong><\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"662\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action-1024x662.png\" alt=\"LinkedIn data scraper Linked Helper visit and extract action\" class=\"wp-image-13475\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action-1024x662.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action-300x194.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action-768x497.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action-1536x994.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action-1320x854.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Linked-Helper-visit-and-extract-action.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>In the settings, you can also choose to simultaneously collect data about the organizations where the selected leads work<\/em><\/figcaption><\/figure>\n\n\n\n<p>Alternatively, you can use the \u201cExport profile information\u201d 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.<\/p>\n\n\n\n<p><a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/search\/click?data=BAh7DjoHaWRsKwgSy509tAk6D2FjY291bnRfaWRpAxz6IToJdHlwZUkiDGFydGljbGUGOgZFVDoIdXJsSSJhaHR0cHM6Ly9zdXBwb3J0LmxpbmtlZGhlbHBlci5jb20vaGMvZW4tdXMvYXJ0aWNsZXMvMTA2Njk3MzI1MTQ1NzgtRXhwb3J0LXByb2ZpbGUtaW5mb3JtYXRpb24GOwhUOg5zZWFyY2hfaWRJIilkYzNkZWNlNi0xNzZkLTRmMzUtYWNiNi02NmU5M2ZhNTZmOWMGOwhGOglyYW5raQY6C2xvY2FsZUkiCmVuLXVzBjsIVDoKcXVlcnlJIiBFeHBvcnQgcHJvZmlsZSBpbmZvcm1hdGlvbi4GOwhUOhJyZXN1bHRzX2NvdW50aXw%3D--7504a4e9980c868a8326b59590ed40704f9281c6&amp;_gl=1*1rm110*_gcl_au*MTg2MzQ2MTA0MC4xNzM3MTEyMTEw\">Learn more about this feature<\/a><\/p>\n\n\n\n<p><strong>#3 Add profiles to the action from different sources<\/strong><\/p>\n\n\n\n<p>The profiles that you want to download must be transferred to the Queue. To do this, simply click on the Add button.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"906\" height=\"1024\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Linked-Helper-add-audience-button-906x1024.png\" alt=\"linkedin web scraper Linked Helper add audience button\" class=\"wp-image-13476\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Linked-Helper-add-audience-button-906x1024.png 906w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Linked-Helper-add-audience-button-265x300.png 265w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Linked-Helper-add-audience-button-768x868.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Linked-Helper-add-audience-button.png 1179w\" sizes=\"auto, (max-width: 906px) 100vw, 906px\" \/><figcaption class=\"wp-element-caption\"><em>Press this button to search for the audience<\/em><\/figcaption><\/figure>\n\n\n\n<p>You can use any of LinkedIn\u2019s 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.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"540\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button-1024x540.png\" alt=\"linkedin scrapper Linked Helper add audience button\" class=\"wp-image-13477\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button-1024x540.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button-300x158.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button-768x405.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button-1536x809.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button-1320x695.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scrapper-Linked-Helper-add-audience-button.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Flexible audience selection allows you to get a well-targeted lead database<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong>#4 Get into data download<\/strong><\/p>\n\n\n\n<p>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\u2019s page. <\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"691\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data-1024x691.png\" alt=\"web scraper for linkedin Linked Helper how to download data\" class=\"wp-image-13478\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data-1024x691.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data-300x203.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data-768x518.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data-1536x1037.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data-1320x891.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/web-scraper-for-linkedin-Linked-Helper-how-to-download-data.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Open the list \u2192 Successful \u2192 Download icon<\/em><\/figcaption><\/figure>\n\n\n\n<p>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.<\/p>\n\n\n\n<p><strong>#5 Use your CSV like a pro<\/strong><\/p>\n\n\n\n<p>You can unpack the file following these instructions:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"353\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file-1024x353.png\" alt=\"how to web scrape linkedin Linked Helper CSV file\" class=\"wp-image-13479\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file-1024x353.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file-300x104.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file-768x265.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file-1536x530.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file-1320x455.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/how-to-web-scrape-linkedin-Linked-Helper-CSV-file.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>After unpacking, you will see all the data in the table<\/em><\/figcaption><\/figure>\n\n\n\n<p><a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/360015384799-How-to-Import-CSV-files-into-MS-Excel?_gl=1*17ps516*_gcl_au*MTg2MzQ2MTA0MC4xNzM3MTEyMTEw\">How to Import CSV files into MS Excel<\/a><\/p>\n\n\n\n<p>Or you can send the data to your CRM. As the final step, you can <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-lead-gen-forms\/\">send the lead data<\/a>. Linked Helper\u2019s LinkedIn scraper provides webhooks, allowing integration with almost any CRM. Alternatively, you can choose the <a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/14588836379538-Send-person-to-external-CRM?_gl=1*17ps516*_gcl_au*MTg2MzQ2MTA0MC4xNzM3MTEyMTEw\">\u201cSend person to external CRM\u201d <\/a>action to directly send this list of people.<\/p>\n\n\n\n<p>Check out our <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-crm-integration\/\">guide on CRM integration<\/a> with Linked Helper to explore integration possibilities with your CRM.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why-Use-the-LinkedIn-Profile-Scraper\"><\/span>Why Use the LinkedIn Profile Scraper<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>A <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> helps you <strong>extract <\/strong>valuable information<strong> from LinkedIn<\/strong> efficiently, allowing you to automate lead collection and <strong>gain insights<\/strong> without manual effort.<\/p>\n\n\n\n<p>Instead of spending hours gathering information, a linkedin scraping tool lets you process <strong>multiple profile<\/strong><strong>s<\/strong> at once and export structured data.<\/p>\n\n\n\n<p>For example, linkedin scraping tools can:<\/p>\n\n\n\n<p>\u2705 <strong>Scrape user profiles<\/strong> \u2013 Collect <strong>profile data<\/strong> such as names, job titles, work experience, company details, profile links, education, skills, and <strong>phone numbers<\/strong> (if available).<\/p>\n\n\n\n<p>\u2705 <strong>Extract company data<\/strong> \u2013 Gather business details, including company name, size, location, page description, and <strong>number of employees<\/strong>. <a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/360017046700-Organizations-extractor\">Learn more<\/a> about LinkedIn company scraper.<\/p>\n\n\n\n<p>\u2705 <strong>Scrape multiple profiles at scale<\/strong> \u2013 Process <a href=\"https:\/\/www.linkedhelper.com\/blog\/how-to-export-search-results-from-linkedin-to-excel-in-1-minute\/\"><strong>thousands of LinkedIn searches<\/strong><\/a> and retrieve structured data from linkedin.<\/p>\n\n\n\n<p>\u2705 <strong>Export data <\/strong><strong>into<\/strong><strong> Google Sheets,<\/strong><strong> CRM systems, and <\/strong><strong>JSON files<\/strong> \u2013 Easily integrate your <strong>profile data<\/strong> with <strong>CRM integration<\/strong> tools for seamless follow-ups.<\/p>\n\n\n\n<p>\u2705 <strong>Extract employee lists<\/strong> \u2013 Upload company URLs and get a list of employees, perfect for <strong>account-based marketing (ABM)<\/strong>. This is a new exclusive <a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/18557567889426-Employees-extractor\">feature<\/a> available in Linked Helper.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-4-3 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"ast-oembed-container\" style=\"height: 100%;\"><iframe loading=\"lazy\" title=\"Employees extractor\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/tAFSlXYRC0s?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p>\u2705 <strong>Save LinkedIn message history<\/strong> \u2013 Keep a backup of your conversations, ensuring you don\u2019t 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\u2014but not in Linked Helper. <a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/9025165336978-Scrape-messaging-history\">Scrape messaging history<\/a><\/p>\n\n\n\n<p>\u2705 <strong>Find emails and phone numbers beyond your network<\/strong> \u2013 Some tools, like <strong>Linked Helper<\/strong>, can retrieve <strong>emails <\/strong>even if they are not publicly visible in the profile. <a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/4411879384850-Find-Profile-Emails\">Find Profile Emails<\/a><\/p>\n\n\n\n<p>With the right LinkedIn scraper, you can automate data collection, gain valuable insights, personalize outreach campaigns, and enhance your lead generation strategy\u2014all without manual work. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Is-it-Legal-to-Scrape-LinkedIn\"><\/span>Is it Legal to Scrape LinkedIn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Yes, <a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/360015335040-Is-it-legal-to-use-Linked-Helper\">there\u2019s nothing inherently illegal about it<\/a>. However, we do recommend following <a href=\"https:\/\/engage-ai.co\/linkedin-data-scraping-legality-consequences-best-practices\/\">good LinkedIn web scraping practices.<\/a><\/p>\n\n\n\n<p>For starters, it\u2019s important to scrape data that\u2019s publicly available and doesn\u2019t violate personal privacy or rights. Also, it\u2019s good practice to limit how often you request data from the website to avoid overloading their servers.<\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<p>As long as you are careful and respectful, it\u2019s all good to use <strong>LinkedIn<\/strong> scraping tools.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Key-Features-of-a-Good-LinkedIn-Scraper\"><\/span>Key Features of a Good LinkedIn Scraper<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>When choosing a <strong>LinkedIn scraper<\/strong>, it\u2019s essential to look beyond just data extraction. <\/p>\n\n\n\n<p>Here are the most important features to consider in LinkedIn scraping tools.:<\/p>\n\n\n\n<p>1. Automation Beyond Scraping<\/p>\n\n\n\n<p>A high-quality <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> doesn\u2019t just extract <strong>data from LinkedIn<\/strong>\u2014it also automates other LinkedIn tasks. For example, tools like <strong>Linked Helper<\/strong> can run <strong>drip campaigns<\/strong>, send connection requests, and manage messaging sequences.<\/p>\n\n\n\n<p>2. CRM Integration &amp; Data Export Options<\/p>\n\n\n\n<p>How the <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> handles data is crucial:<br>\u2705 Some tools offer <strong>direct CRM integration<\/strong>, syncing <strong>lead generation<\/strong> data instantly.<br>\u2705 Other LinkedIn scraping tools require you to download the data as a <strong>CSV or JSON file<\/strong>, which must be manually uploaded into a CRM.<br>\u2705 Google Sheets integration viw webhooks is also valuable for organizing LinkedIn profile data efficiently.<\/p>\n\n\n\n<p>3. Protection Against Detection<\/p>\n\n\n\n<p>One of the <strong>most important factors<\/strong> is how well the tool avoids LinkedIn\u2019s detection mechanisms.<br>\u2705 A good <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> <strong>mimics human behavior<\/strong>, using randomized delays and smart browsing. They mimic browsers, search for profiles like real users, can mask IP addresses and time zones if needed, and randomize fingerprints for added security.<br>\u2705 Some <strong>LinkedIn<\/strong> scraping tools, like <strong>Octopus<\/strong>, are simple browser extensions, making them more <strong>detectable<\/strong> compared to advanced software like <strong>Linked Helper<\/strong>, which operates with better stealth.<\/p>\n\n\n\n<p>4. Completeness of Data Extraction<\/p>\n\n\n\n<p>Different <strong>LinkedIn<\/strong> data scraping tools vary in how much <strong>LinkedIn profile data <\/strong>they can collect:<br>\u2705 <strong>Linked Helper<\/strong> extracts <strong>full profile details<\/strong>, including names, job titles, emails, phone numbers (if available), experience, education, skills, and company data.<br>\u2705 <strong>Octopus CRM<\/strong>, in contrast, only gathers basic information\u2014names, profile links, and job titles\u2014similar to what <strong>LinkedIn\u2019s<\/strong><strong> own <\/strong><strong>scraping<\/strong><strong> feature<\/strong> provides.<\/p>\n\n\n\n<p>5. Pricing &amp; Data Collection Methods<\/p>\n\n\n\n<p>Not all <strong>LinkedIn profile scrape<\/strong><strong>rs<\/strong> are priced the same, and they use different data-gathering methods:<\/p>\n\n\n\n<p>\u2705 <strong>One-time payment vs. Subscription:<\/strong> 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.<\/p>\n\n\n\n<p>\u2705 <strong>Manual vs. Automated Scraping:<\/strong> 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.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LinkedIn-Scraping-Methods\"><\/span>LinkedIn Scraping Methods<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>When choosing a <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong>, consider the technology behind it, as it affects the security of LinkedIn data scraping and your profile. <\/p>\n\n\n\n<p><strong>Key Considerations<\/strong><\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Public Data Limitations:<\/strong> Non-authenticated scrapers only access limited data (e.g., no job history).<br>\ud83d\udd39 <strong>Account Risk:<\/strong> Authenticated tools provide more data but may trigger LinkedIn\u2019s anti-scraping policies.<\/p>\n\n\n\n<p>Here are some types of LinkedIn scraping tools you might find on the market.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Without Authentication (Public Data Only)<\/strong><\/li>\n<\/ol>\n\n\n\n<p>These tools collect publicly available LinkedIn data without requiring login credentials. However, data is limited (e.g., no job experience details).<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LinkedIn Scraper APIs<\/strong> \u2013 Extract publicly accessible LinkedIn data as if an unregistered user were viewing profiles.<\/li>\n<\/ul>\n\n\n\n<p>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.<\/p>\n\n\n\n<p>Example:  <a href=\"https:\/\/brightdata.com\/products\/web-scraper\/linkedin?pscd=get.brightdata.com&amp;ps_partner_key=YWltdWx0aXBsZW91MjI4MA&amp;sid=linkedin-scrapers&amp;ps_xid=qNVLwM67HDQsXG&amp;gsxid=qNVLwM67HDQsXG&amp;gspk=YWltdWx0aXBsZW91MjI4MA&amp;utm_source=affiliates&amp;utm_campaign=YWltdWx0aXBsZW91MjI4MA\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Bright Data LinkedIn Scraper<\/a>, <a href=\"https:\/\/nimbleway.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Nimbleway<\/a>, <a href=\"https:\/\/www.zenrows.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Zenrows<\/a>, Smartproxy, Captain Data. <\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>With Authentication (Full Profile Data)<\/strong><\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"483\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-profile-scraper-Waalaxy-.jpg\" alt=\"linkedin profile scraper Waalaxy \" class=\"wp-image-13480\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-profile-scraper-Waalaxy-.jpg 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-profile-scraper-Waalaxy--300x142.jpg 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-profile-scraper-Waalaxy--768x362.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Extensions are the least secure type of tools for scraping and automation<\/em><\/figcaption><\/figure>\n\n\n\n<p>These <strong>LinkedIn profile scrape<\/strong><strong>rs<\/strong> require LinkedIn login credentials and scrape data as a logged-in user, allowing <strong><em>access to more details but posing account suspension risks.<\/em><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Browser Extensions<\/strong> \u2013 Installed in Chrome\/Firefox, these tools scrape LinkedIn data during browsing. Example: <a href=\"https:\/\/www.waalaxy.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Waalaxy<\/a>, <a href=\"https:\/\/www.dux-soup.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Dux-Soup<\/a>, PhantomBuster, Kaspr, Evaboot, Octopus.  <\/li>\n<\/ul>\n\n\n\n<p>Note: LinkedIn can detect automated actions performed by these  <strong>LinkedIn<\/strong> scraping tools if theyoccur at unnatural speeds or follow predictable patterns, leading to account suspensions.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Downloadable Browser-Based Software<\/strong> \u2013 Standalone software that mimics a human user for LinkedIn data scraping locally on a PC. Example:<a href=\"https:\/\/www.linkedhelper.com\/\"> Linked Helper<\/a>,<a href=\"https:\/\/www.octoparse.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\"> Octoparse<\/a>.<br><\/li>\n\n\n\n<li><strong>Cloud-Based Browser Automation Tools<\/strong> \u2013 Hosted on remote servers, these tools automate LinkedIn scraping without running locally. Example:<a href=\"https:\/\/www.texau.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\"> TexAu<\/a>.<br><\/li>\n\n\n\n<li><strong>Cloud-Based API Scrapers<\/strong> \u2013 Similar to browser-based scrapers but leverage API calls instead of a visual browser. Example:<a href=\"https:\/\/zenscrape.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\"> Zenscrape<\/a>,<a href=\"https:\/\/apify.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\"> Apify<\/a>.<\/li>\n<\/ul>\n\n\n\n<p>Read our <a href=\"https:\/\/www.linkedhelper.com\/blog\/bad-linkedin-extensions\/\">article about LinkedIn browser extensions<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The-Best-LinkedIn-Scrapers-in-2025-Free-Paid\"><\/span>The Best LinkedIn Scrapers in 2025 (Free &amp; Paid)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-LinkedHelper\"><\/span>1. LinkedHelper <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"892\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/best-linkedin-scraper-campaign-template-linked-helper-1024x892.png\" alt=\"best linkedin scraper campaign template linked helper\" class=\"wp-image-13481\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/best-linkedin-scraper-campaign-template-linked-helper-1024x892.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/best-linkedin-scraper-campaign-template-linked-helper-300x261.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/best-linkedin-scraper-campaign-template-linked-helper-768x669.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/best-linkedin-scraper-campaign-template-linked-helper.png 1246w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Linked Helper works by <strong>visiting and extracting<\/strong> data from <strong>multiple profiles<\/strong> on LinkedIn. It gathers information such as:<br>\u2714 <strong>Job history<\/strong><strong><br><\/strong> \u2714 <strong>Skills<\/strong><\/p>\n\n\n\n<p> \u2714<strong>Messaging history if available<\/strong><strong><br><\/strong> \u2714 <strong>Languages<\/strong><strong><br><\/strong> \u2714 <strong>Emails (if available)<\/strong><strong><br><\/strong> \u2714 <strong>Profile URLs<\/strong><strong><br><\/strong> \u2714 <strong>Company data<\/strong><\/p>\n\n\n\n<p>The scraped data can be exported in a <strong>CSV file<\/strong>, sent to <strong>Google Sheets<\/strong>, or integrated with <strong>CRM systems<\/strong> through <strong>webhooks<\/strong> for automation.<\/p>\n\n\n\n<p>\u27a1<a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/10669732514578-Export-profile-information\"> <strong>Learn more about profile scraping<\/strong><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Company Page Scraper: Business Insights<\/strong><\/li>\n<\/ul>\n\n\n\n<p>In addition to <strong>scraping individual user profiles<\/strong>, Linked Helper also offers a <strong>company page scraper<\/strong>. This tool extracts <strong>business profile details<\/strong>, including:<br>\u2714 <strong>Company size<\/strong><strong><br><\/strong> \u2714 <strong>Industry<\/strong><strong><br><\/strong> \u2714 <strong>Description<\/strong><strong><br><\/strong> \u2714 <strong>Website links<\/strong><\/p>\n\n\n\n<p>This allows you to <strong>gather both individual and company data simultaneously<\/strong>, providing a deeper understanding of the market and industry trends.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Employees Scraper: Targeted Lead Generation<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1005\" height=\"620\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Alt-linkedin-data-scraping-employees-scraper-filters-linked-helper.png\" alt=\"linkedin data scraping employees scraper filters linked helper\" class=\"wp-image-13482\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Alt-linkedin-data-scraping-employees-scraper-filters-linked-helper.png 1005w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Alt-linkedin-data-scraping-employees-scraper-filters-linked-helper-300x185.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Alt-linkedin-data-scraping-employees-scraper-filters-linked-helper-768x474.png 768w\" sizes=\"auto, (max-width: 1005px) 100vw, 1005px\" \/><\/figure>\n\n\n\n<p>Another powerful feature is the <strong>employee extractor<\/strong>, which collects data on <strong>workers within an organization<\/strong>.<\/p>\n\n\n\n<p>\ud83d\udd39 You can queue <strong>hundreds of company pages<\/strong>, and the tool will visit the <strong>People<\/strong> tab to extract employee profiles.<br>\ud83d\udd39 The scraper can <strong>filter by job titles<\/strong>, ensuring you only collect relevant contacts.<\/p>\n\n\n\n<p>\u27a1<a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/18557567889426-Employees-extractor\"> <strong>Learn more about the employee scraper<\/strong><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CRM &amp; Google Sheets Integration<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Linked Helper&#8217;s <strong>LinkedIn profile scrape<\/strong><strong>r <\/strong>supports <strong>direct integrations<\/strong> with major <strong>CRM platforms<\/strong>:<\/p>\n\n\n\n<p>\u2705 <strong>Instantly<\/strong><strong><br><\/strong> \u2705 <strong>HighLevel CRM<\/strong><strong><br><\/strong> \u2705 <strong>Streak CRM<\/strong><strong><br><\/strong> \u2705 <strong>Capsule CRM<\/strong><strong><br><\/strong> \u2705 <strong>Salesforce CRM<\/strong><strong><br><\/strong> \u2705 <strong>Zoho Recruit &amp; Zoho CRM<\/strong><strong><br><\/strong> \u2705 <strong>ActiveCampaign CRM<\/strong><strong><br><\/strong> \u2705 <strong>Close CRM<\/strong><strong><br><\/strong> \u2705 <strong>HubSpot CRM<\/strong><strong><br><\/strong> \u2705 <strong>Pipedrive CRM<\/strong><\/p>\n\n\n\n<p>Additionally, you can <strong>automatically sen<\/strong><strong>d LinkedIn profile data<\/strong> to:<br>\u2714 <strong>Google Sheets<\/strong><strong><br><\/strong> \u2714 <strong>Zapier for multi-app automation<\/strong><strong><br><\/strong> \u2714 <strong>Make for custom workflows<\/strong><strong><br><\/strong> \u2714 <strong>Gmail for email automation<\/strong><\/p>\n\n\n\n<p>\u27a1<a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/articles\/360016708400-Visit-Extract-profiles\"> <strong>How to integrate Linked Helper with Google Sheets<\/strong><strong><br><\/strong><\/a>\u27a1<a href=\"https:\/\/support.linkedhelper.com\/hc\/en-us\/search\/click?data=BAh7DjoHaWRsKwgwA6vSUwA6D2FjY291bnRfaWRpAxz6IToJdHlwZUkiDGFydGljbGUGOgZFVDoIdXJsSSJbaHR0cHM6Ly9zdXBwb3J0LmxpbmtlZGhlbHBlci5jb20vaGMvZW4tdXMvYXJ0aWNsZXMvMzYwMDE2NzA4NDAwLVZpc2l0LUV4dHJhY3QtcHJvZmlsZXMGOwhUOg5zZWFyY2hfaWRJIilkNmI4NTI3Mi04OTRmLTQ0YjUtOWYzOS0wNzg2MTkzMGZhNWYGOwhGOglyYW5raQY6C2xvY2FsZUkiCmVuLXVzBjsIVDoKcXVlcnlJIgxleHRyYWN0BjsIVDoScmVzdWx0c19jb3VudGlp--0de1d00346d63c05523d023ac885a91affa2e8fd\"> <strong>How to send profiles to Salesforce, Pipedrive, Zoho CRM, and more via Zapier Webhook<\/strong><\/a><\/p>\n\n\n\n<p>Unlike many other scrapers, Linked Helper provides <strong>the most complete dataset<\/strong> available. It extracts:<br>\u2714 <strong>Work experience &amp; company descriptions<\/strong><strong><br><\/strong> \u2714 <strong>Full organization details (website, industry, size, etc.)<\/strong><strong><br><\/strong> \u2714 <strong>All written text fields in a profile<\/strong><strong><br><\/strong> \u2714 <strong>Links to other social media accounts<\/strong><\/p>\n\n\n\n<p>\ud83d\udca1 <strong>Free Trial:<\/strong> You can collect LinkedIn data for <strong>two weeks for free<\/strong>, and the <strong>paid plan starts at just $15\/month<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2-PhantomBuster\"><\/span>2. PhantomBuster<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Phantombuster uses mini-tools called \u201cPhantoms\u201d to perform specific tasks. Each Phantom is designed to do one thing really well, like extracting data from LinkedIn profiles or sending connection requests.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"752\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms-1024x752.png\" alt=\"LinkedIn data scraper Phantoms\" class=\"wp-image-13483\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms-1024x752.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms-300x220.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms-768x564.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms-1536x1128.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms-1320x969.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/LinkedIn-data-scraper-Phantoms.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Examples of phantoms or workflows for data collection<\/em><\/figcaption><\/figure>\n\n\n\n<p>Slots are basically like the \u201cspaces\u201d you have to run these Phantoms. Each Phantom takes up a certain number of slots. For example:<\/p>\n\n\n\n<p>Some Phantoms only need 1 slot.<\/p>\n\n\n\n<p>More complex tasks, like finding emails from LinkedIn group members, might need 2 slots.<\/p>\n\n\n\n<p>You can think of slots as the capacity you have for running tasks. <\/p>\n\n\n\n<p>Here are some examples of what you can do with Phantombuster:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LinkedIn Profile Scraper: Get all the available data from someone\u2019s LinkedIn profile, like their job title, company, and even email address.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LinkedIn Company Scraper: Collect data from LinkedIn company pages, like company size, industry, and employee list.<\/li>\n\n\n\n<li>LinkedIn Search Export: Extract all the profiles that appear in a LinkedIn search.<\/li>\n\n\n\n<li>LinkedIn Group Members Export: Get data from members of a LinkedIn group.<\/li>\n\n\n\n<li>Email Extraction: Find email addresses from LinkedIn profiles, connections, or group members.<\/li>\n<\/ul>\n\n\n\n<p>Phantombuster has different pricing plans based on how much you use it:<\/p>\n\n\n\n<p>Starter Plan: $56 per month if you pay annually, or $69 if you pay monthly.<\/p>\n\n\n\n<p>You get 20 hours of usage per month.<\/p>\n\n\n\n<p>You get 10 slots.<\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"595\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions-1024x595.png\" alt=\"linkedin web scraper Phantombuster subscriptions\" class=\"wp-image-13484\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions-1024x595.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions-300x174.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions-768x446.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions-1536x893.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions-1320x767.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-web-scraper-Phantombuster-subscriptions.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>This service is more expensive than the Linked Helper subscription<\/em><\/figcaption><\/figure>\n\n\n\n<p><em>Why It Might Be Inconvenient?<\/em><\/p>\n\n\n\n<p>Phantombuster <strong>LinkedIn profile scrape<\/strong><strong>r <\/strong>can be a bit inconvenient because each task requires a separate Phantom. For example, to fully automate a <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-outreach\/\">LinkedIn outreach campaign,<\/a> 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.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.linkedhelper.com\/blog\/linked-helper-vs-phantombuster\/\">Unlike Phantombuster, Linked Helper<\/a> 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.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3-ZenRows\"><\/span>3. ZenRows<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-1024x538.png\" alt=\"linkedin data extractor ZenRows\" class=\"wp-image-13485\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-1024x538.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-300x158.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-768x404.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-1536x807.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-1320x694.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>ZenRows is a powerful web LinkedIn scraping service that provides an advanced LinkedIn Scraper API. <\/em><\/figcaption><\/figure>\n\n\n\n<p>It allows users to extract publicly available data from LinkedIn profiles, job listings, and company pages without being blocked. <\/p>\n\n\n\n<p>The <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> automates data collection by bypassing CAPTCHAs, handling JavaScript rendering, and rotating proxies to ensure uninterrupted scraping.<\/p>\n\n\n\n<p>ZenRows offers a range of functionalities that enhance LinkedIn scraping:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Universal Scraper API<\/strong> \u2013 Scrapes LinkedIn data such as profile names, job titles, company details, and post interactions.<\/li>\n\n\n\n<li><strong>Smart Rotating Proxies<\/strong> \u2013 Avoids IP bans by constantly switching proxy locations.<\/li>\n\n\n\n<li><strong>Headless Browser Support<\/strong> \u2013 Loads full web pages for accurate data extraction.<\/li>\n\n\n\n<li><strong>Worldwide Geotargeting<\/strong> \u2013 Scrapes region-specific LinkedIn data.<\/li>\n\n\n\n<li><strong>WAF &amp; CAPTCHA Bypass<\/strong> \u2013 Overcomes LinkedIn\u2019s security barriers.<\/li>\n\n\n\n<li><strong>CRM &amp; Google Sheets Integration<\/strong> \u2013 Automates data flow for lead generation.<\/li>\n<\/ul>\n\n\n\n<p>ZenRows offers flexible pricing plans tailored to different business needs:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"522\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing--1024x522.png\" alt=\"linkedin data extractor ZenRows pricing \" class=\"wp-image-13486\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing--1024x522.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing--300x153.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing--768x392.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing--1536x783.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing--1320x673.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-ZenRows-pricing-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Free Plan<\/strong> \u2013 14-day trial with limited scraping capacity.<\/li>\n\n\n\n<li><strong>Developer Plan ($69\/month)<\/strong> \u2013 66.7K protected results, 10K API calls, 12.73 GB of data.<\/li>\n\n\n\n<li><strong>Startup Plan ($129\/month)<\/strong> \u2013 130K protected results, 40K API calls, 24.76 GB of data.<\/li>\n\n\n\n<li><strong>Business Plan ($299\/month)<\/strong> \u2013 315.8K protected results, 120K API calls, 60 GB of data.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4-Waalaxy\"><\/span>4. Waalaxy<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><a href=\"https:\/\/www.waalaxy.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Waalaxy <\/a>is another LinkedIn automation tool that focuses on individual user data. <\/p>\n\n\n\n<p><strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> allows you to send connection requests and scrape user information, but it doesn\u2019t scrape company pages or message histories. This tool is more about managing and automating individual LinkedIn interactions.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"783\" height=\"1024\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Waalaxy-and-Linked-Helper.png\" alt=\"Comparison of scraping between Waalaxy and Linked Helper\" class=\"wp-image-13487\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Waalaxy-and-Linked-Helper.png 783w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Waalaxy-and-Linked-Helper-229x300.png 229w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Waalaxy-and-Linked-Helper-768x1004.png 768w\" sizes=\"auto, (max-width: 783px) 100vw, 783px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.linkedhelper.com\/blog\/linked-helper-vs-waalaxy\/#Data-export\">Explore our detailed comparison<\/a><\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<p>Subscription: Starts at $42 per month for 25 Email credits included. This is significantly more expensive compared to Linked Helper\u2019s $15 Standard plan.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5-Dux-Soup\"><\/span>5. Dux-Soup<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Some users may find <a href=\"https:\/\/www.dux-soup.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Dux-Soup<\/a> as one of <strong>LinkedIn<\/strong> scraping tools. <\/p>\n\n\n\n<p>It is priced at $14.99 per month, but their Pro Dux plan doesn\u2019t offer unlimited campaigns, which can be limiting for active users.<\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"357\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Dux-Soup-pricing-.jpg\" alt=\"linkedin data extractor Dux-Soup pricing \" class=\"wp-image-13488\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Dux-Soup-pricing-.jpg 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Dux-Soup-pricing--300x105.jpg 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Dux-Soup-pricing--768x268.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>The Pro subscription includes scraping but does not include unlimited campaigns like Linked Helper<\/p>\n\n\n\n<p>Being a Chrome extension, it may pose slightly more security risks compared to standalone applications.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"430\" height=\"112\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/To-collect-profiles-scraper-linkedin-requires-visits.png\" alt=\"To collect profiles scraper linkedin requires visits\" class=\"wp-image-13489\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/To-collect-profiles-scraper-linkedin-requires-visits.png 430w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/To-collect-profiles-scraper-linkedin-requires-visits-300x78.png 300w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><\/figure>\n\n\n\n<p>Plus, you can\u2019t download profiles directly from a CRM or choose specific ones from your search results. It\u2019s kind of limiting if you\u2019re looking for more precise targeting.<\/p>\n\n\n\n<p>If you need more features like detailed data exports or CRM integration, you might want to look at something else.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"783\" height=\"1024\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Dux-Soup-and-Linked-Helper.png\" alt=\"Comparison of scraping between Dux-Soup and Linked Helper\" class=\"wp-image-13490\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Dux-Soup-and-Linked-Helper.png 783w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Dux-Soup-and-Linked-Helper-229x300.png 229w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-scraping-between-Dux-Soup-and-Linked-Helper-768x1004.png 768w\" sizes=\"auto, (max-width: 783px) 100vw, 783px\" \/><\/figure>\n\n\n\n<p>Explore our <a href=\"https:\/\/www.linkedhelper.com\/blog\/linked-helper-vs-dux-soup\/#Data-export\">detailed comparison<\/a> and make the right choice. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6-Smartproxy\"><\/span>6. Smartproxy<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"463\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-1024x463.png\" alt=\"linkedin data extractor Smartproxy\" class=\"wp-image-13491\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-1024x463.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-300x136.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-768x347.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-1536x694.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-1320x596.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Smartproxy\u2019s Social Media Scraper API is a versatile scraping tool that enables users to extract data from various social media platforms, including LinkedIn. <\/p>\n\n\n\n<p><strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> provides structured data without worrying about proxies, CAPTCHAs, or bans.<\/p>\n\n\n\n<p>Features:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Supports scraping from multiple social media platforms.<\/li>\n\n\n\n<li>Provides results in JSON, HTML, or table format.<\/li>\n\n\n\n<li>100% success rate with smart proxy management.<\/li>\n\n\n\n<li>Synchronous and asynchronous requests for flexibility.<\/li>\n\n\n\n<li>Task scheduling for automated scraping.<\/li>\n<\/ul>\n\n\n\n<p>Pricing:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing--1024x546.png\" alt=\"linkedin data extractor Smartproxy pricing \" class=\"wp-image-13492\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing--1024x546.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing--300x160.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing--768x409.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing--1536x819.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing--1320x704.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Smartproxy-pricing-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Free Trial:<\/strong> 1K requests at no cost.<\/li>\n\n\n\n<li><strong>Basic Plan:<\/strong> $7\/month (1K requests).<\/li>\n\n\n\n<li><strong>25K requests:<\/strong> $50\/month ($2 per 1K requests).<\/li>\n\n\n\n<li><strong>62.5K requests:<\/strong> $100\/month ($1.6 per 1K requests).<\/li>\n\n\n\n<li><strong>200K requests:<\/strong> $280\/month ($1.4 per 1K requests).<\/li>\n\n\n\n<li><strong>400K requests:<\/strong> $480\/month ($1.2 per 1K requests).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7-Kaspr\"><\/span>7. Kaspr<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-1024x495.png\" alt=\"linkedin data extractor Kaspr\" class=\"wp-image-13493\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-1024x495.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-300x145.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-768x372.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-1536x743.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-1320x639.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>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.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Extracts phone numbers and email addresses from LinkedIn profiles.<\/li>\n\n\n\n<li>Offers a Chrome extension for seamless data collection.<\/li>\n\n\n\n<li>Provides lead management and automation features.<\/li>\n\n\n\n<li>Integrates with CRMs and sales tools.<\/li>\n\n\n\n<li>GDPR-compliant with a strong focus on European businesses.<\/li>\n<\/ul>\n\n\n\n<p>Pricing:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"492\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing-1024x492.png\" alt=\"linkedin data extractor Kaspr pricing\" class=\"wp-image-13494\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing-1024x492.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing-300x144.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing-768x369.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing-1536x738.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing-1320x634.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Kaspr-pricing.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Free Plan:<\/strong> Includes 15 B2B email credits, 5 phone credits, and 5 direct email credits per month.<\/li>\n\n\n\n<li><strong>Starter Plan:<\/strong> $65\/month per user (100 phone credits, unlimited B2B emails).<\/li>\n\n\n\n<li><strong>Business Plan:<\/strong> $99\/month per user (200 phone credits, full API access).<\/li>\n\n\n\n<li><strong>Enterprise Plan:<\/strong> Custom pricing with unlimited credits and advanced features.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8-Bright-Data-LinkedIn-Scraper\"><\/span>8. Bright Data LinkedIn Scraper<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"481\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing-1024x481.png\" alt=\"linkedin data extractor Bright Data pricing\" class=\"wp-image-13495\" style=\"width:1024px;height:auto\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing-1024x481.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing-300x141.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing-768x361.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing-1536x722.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing-1320x620.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-pricing.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Bright Data\u2019s <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> 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.<\/p>\n\n\n\n<p>Features:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scrapes LinkedIn profiles (ID, name, location, job title, experience, etc.).<\/li>\n\n\n\n<li>Extracts job listings, company details, and scraping LinkedIn posts.<\/li>\n\n\n\n<li>No-code scraper for non-developers.<\/li>\n\n\n\n<li>API-based data retrieval for advanced users.<\/li>\n\n\n\n<li>Supports real-time or scheduled scraping.<\/li>\n\n\n\n<li>Data available in JSON, CSV, or HTML formats.<\/li>\n<\/ul>\n\n\n\n<p>Pricing:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"547\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data--1024x547.png\" alt=\"linkedin data extractor Bright Data pricing\" class=\"wp-image-13496\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data--1024x547.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data--300x160.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data--768x410.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data--1536x821.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data--1320x705.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Bright-Data-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pay-as-you-go:<\/strong> $1.50 per 1K records.<\/li>\n\n\n\n<li><strong>Growth Plan:<\/strong> $499\/month ($0.95 per 1K records).<\/li>\n\n\n\n<li><strong>Business Plan:<\/strong> $999\/month ($0.84 per 1K records).<\/li>\n\n\n\n<li><strong>Premium Plan:<\/strong> $1,999\/month ($0.79 per 1K records).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9-Evaboot\"><\/span>9. Evaboot<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"565\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot--1024x565.png\" alt=\"linkedin data extractor Evabot \" class=\"wp-image-13497\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot--1024x565.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot--300x166.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot--768x424.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot--1536x848.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot--1320x728.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Evaboot is a <strong>Chrome extension<\/strong> that integrates directly with <strong>LinkedIn Sales Navigator<\/strong> to export lead data. It simplifies the process of extracting and cleaning prospect lists.<\/p>\n\n\n\n<p>What Data Does Evaboot Export?<\/p>\n\n\n\n<p>Evaboot can export the following <strong>Sales Navigator<\/strong> data into a CSV file:<br>\u2705 <strong>Full Name<\/strong><strong><br><\/strong> \u2705 <strong>Job Title<\/strong><strong><br><\/strong> \u2705 <strong>Company Name<\/strong><strong><br><\/strong> \u2705 <strong>Industry<\/strong><strong><br><\/strong> \u2705 <strong>Location<\/strong><strong><br><\/strong> \u2705 <strong>Profile URL<\/strong><strong><br><\/strong> \u2705 <strong>Company Website<\/strong><strong><br><\/strong> \u2705 <strong>Company Size<\/strong><strong><br><\/strong> \u2705 <strong>Lead Contact Email (if available &amp; verified)<\/strong><strong><br><\/strong> \u2705 <strong>Lead Personal and Work Emails (if found)<\/strong><\/p>\n\n\n\n<p><strong>Evaboot operates on a subscription model:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>$9\/month \u2013 100 credits per month (1 lead with email = 2 credits).<\/li>\n\n\n\n<li>Annual subscription gives 2 months free.<\/li>\n<\/ul>\n\n\n\n<p>Features<\/p>\n\n\n\n<p>\u2705 Sales Navigator Export \u2013 Extract LinkedIn Sales Navigator data.<br>\u2705 Email Finder &amp; Verification \u2013 Find and verify professional emails.<br>\u2705 Lead Filtering \u2013 Automatically remove irrelevant profiles.<br>\u2705 CRM Integration \u2013 Export data into various CRM tools.<br>\u2705 Automation \u2013 Speed up lead generation and enrichment processes.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"618\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing--1024x618.png\" alt=\"linkedin data extractor Evabot pricing \" class=\"wp-image-13498\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing--1024x618.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing--300x181.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing--768x464.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing--1536x927.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing--1320x797.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Evabot-pricing-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Evaboot<\/strong> supports <strong>CRM integrations<\/strong>, but not directly. Instead, it allows you to <strong>export LinkedIn Sales Navigator data into a CSV file<\/strong>, which you can then upload to your CRM. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10-Nimbleway\"><\/span>10. Nimbleway<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"476\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway--1024x476.png\" alt=\"linkedin data extractor Nimbleway \" class=\"wp-image-13499\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway--1024x476.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway--300x140.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway--768x357.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway--1536x714.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway--1320x614.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Nimbleway is a <strong>fully-managed web data collection and web scraping platform<\/strong> that provides API-based access to structured web data. It offers <strong>AI-driven unblocking, automated parsing, and flexible data delivery<\/strong> to cloud storage.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Web Scraping API &amp; Data Pipeline<\/strong><\/li>\n\n\n\n<li><strong>Proxy Services (Residential, Datacenter, Mobile)<\/strong><\/li>\n\n\n\n<li><strong>Automated Data Parsing<\/strong><\/li>\n\n\n\n<li><strong>Batch Processing for Large-Scale Data Extraction<\/strong><\/li>\n\n\n\n<li><strong>Customizable Parsing &amp; AI Fingerprinting for Stealth Browsing<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Supported Data Types<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Any public website content<\/strong><\/li>\n\n\n\n<li><strong>Social media data<\/strong><\/li>\n\n\n\n<li><strong>E-commerce pricing &amp; reviews<\/strong><\/li>\n\n\n\n<li><strong>Search engine result pages (SERP)<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>Nimbleway ensures secure and compliant web scraping with:<\/strong><\/p>\n\n\n\n<p><strong>\u2705 AI Fingerprinting \u2013 Avoid bot detection<\/strong><\/p>\n\n\n\n<p><strong>\u2705 Rotating &amp; Dedicated IPs \u2013 Prevent blocks and bans<\/strong><\/p>\n\n\n\n<p><strong>\u2705 Custom Headers &amp; JS Execution \u2013 Mimic real users<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"577\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing--1024x577.png\" alt=\"linkedin data extractor Nimbleway pricing \" class=\"wp-image-13500\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing--1024x577.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing--300x169.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing--768x433.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing--1536x866.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing--1320x744.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Nimbleway-pricing-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Nimbleway API integrates with:<\/p>\n\n\n\n<p>\u2705 <strong>CRM Platforms<\/strong> (Salesforce, HubSpot, etc.)<\/p>\n\n\n\n<p>\u2705 <strong>Business Intelligence Tools<\/strong><\/p>\n\n\n\n<p>\u2705 <strong>E-commerce &amp; Market Analysis Platforms<\/strong><\/p>\n\n\n\n<p>\u2705 <strong>Custom Data Pipelines via Webhooks<\/strong><\/p>\n\n\n\n<p>Nimbleway Pricing<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pay-As-You-Go: $8\/GB, $3\/CPM<\/li>\n\n\n\n<li>Beginner: $150\/month \u2013 $7.8\/GB, $2.8\/CPM<\/li>\n\n\n\n<li>Essential: $600\/month \u2013 $7.5\/GB, $2.4\/CPM<\/li>\n\n\n\n<li>Advanced: $1,500\/month \u2013 $6.9\/GB, $1.8\/CPM<\/li>\n\n\n\n<li>Professional: $3,000\/month \u2013 $6.1\/GB, $1.7\/CPM<\/li>\n\n\n\n<li>Enterprise: Custom pricing with premium features<\/li>\n\n\n\n<li>Annual Billing: 15% discount<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11-Captain-Data\"><\/span>11. Captain Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"580\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data--1024x580.png\" alt=\"linkedin data extractor Captain Data \" class=\"wp-image-13501\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data--1024x580.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data--300x170.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data--768x435.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data--1536x870.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data--1320x747.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.captaindata.co\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Captain Data<\/a> offers comprehensive LinkedIn scraping, similar to Linked Helper, but with a subscription cost of nearly $1,000 per month<em>.<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"580\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1-1024x580.png\" alt=\"Captain Data offers scraping at a record $999\" class=\"wp-image-13502\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1-1024x580.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1-300x170.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1-768x435.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1-1536x870.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1-1320x747.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-1-1.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>This <strong>LinkedIn profile scrape<\/strong><strong>r <\/strong>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.<\/p>\n\n\n\n<p>Captain Data emphasizes security with features like Smart Account Limits to keep your account safe. It\u2019s also GDPR and SOC II compliant, ensuring that your data handling meets high security and privacy standards.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"402\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu-1024x402.jpg\" alt=\"linkedin data extractor Captain Data menu\" class=\"wp-image-13503\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu-1024x402.jpg 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu-300x118.jpg 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu-768x301.jpg 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu-1536x603.jpg 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu-1320x518.jpg 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Captain-Data-menu.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Captain Data allows finding data from searches about people and companies<\/em><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"12-Octopus\"><\/span>12. Octopus<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu-1024x542.png\" alt=\"linkedin data extractor Octopus menu\" class=\"wp-image-13504\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu-1024x542.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu-300x159.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu-768x407.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu-1536x813.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu-1320x699.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-menu.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>It\u2019s a <a href=\"https:\/\/octopuscrm.io\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">Chrome extension<\/a> that automates tasks and lets you export data into CSV files. But there\u2019s a catch \u2013 it only gathers profiles of individuals, not companies. So, if you\u2019re looking for comprehensive data, it might not be enough.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"838\" height=\"1024\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-data-from-Octopus-and-Linked-Helper.png\" alt=\"Comparison of data from Octopus and Linked Helper\" class=\"wp-image-13505\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-data-from-Octopus-and-Linked-Helper.png 838w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-data-from-Octopus-and-Linked-Helper-246x300.png 246w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/Comparison-of-data-from-Octopus-and-Linked-Helper-768x938.png 768w\" sizes=\"auto, (max-width: 838px) 100vw, 838px\" \/><\/figure>\n\n\n\n<p>Compared to other tools, Octopus <a href=\"https:\/\/www.linkedhelper.com\/blog\/linked-helper-vs-octopus-crm\/#Data-Export\" title=\"\">doesn\u2019t provide as much detail<\/a> in the exported CSV. You won\u2019t find descriptions of profiles, skills, or bios in the final spreadsheet.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"499\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing-1024x499.png\" alt=\"linkedin data extractor Octopus pricing\" class=\"wp-image-13506\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing-1024x499.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing-300x146.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing-768x374.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing-1536x749.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing-1320x644.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-data-extractor-Octopus-pricing.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> operates within LinkedIn by injecting code into the page while it\u2019s running. It\u2019s handy for basic automation tasks but falls short on detailed  LinkedIn scraping.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How-to-Scrape-LinkedIn-Data-Without-Getting-Banned\"><\/span>How to Scrape LinkedIn Data Without Getting Banned<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best-Practices-to-Avoid-Detection-Bans\"><\/span>Best Practices to Avoid Detection &amp; Bans<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>These recommendations apply to tools that require <strong>authentication<\/strong>. <\/p>\n\n\n\n<p>\u2705<strong>Avoid browser extensions for <\/strong><strong>LinkedIn scraping<\/strong><strong>.<\/strong> Many social networks, including LinkedIn, have strict security measures that detect and block scraping attempts made through browser add-ons.<\/p>\n\n\n\n<p><strong>\u2705Proxies are essential <\/strong>when a LinkedIn account is registered in one country but managed from a different location (on a PC or server). When scraping LinkedIn <strong>with authentication<\/strong> (via a logged-in account), <strong>static proxies<\/strong> should be used to maintain a consistent connection and avoid detection.<\/p>\n\n\n\n<p>\u2705 <strong>Mimic Human Behavior<\/strong> \u2013 <strong>LinkedIn profile scrape<\/strong><strong>r<\/strong> tools like <strong>Linked Helper<\/strong> and <strong>PhantomBuster<\/strong> offer randomized time delays, scrolling, and click simulation to avoid detection.<\/p>\n\n\n\n<p>\u2705 <strong>Limit the Number of Requests<\/strong> \u2013 Stick to <strong>safe limits<\/strong>: Max <strong>100\u2013200 profile visits per day.<\/strong><\/p>\n\n\n\n<p>\u2705 <strong>Use Premium or Sales Navigator Accounts<\/strong> \u2013 LinkedIn Premium users have <strong>higher activity thresholds<\/strong>, making them less likely to be flagged.<\/p>\n\n\n\n<p>\u2705 <strong>Enable Auto-Warmup for New Accounts<\/strong> \u2013 Gradually increase scraping activity over several weeks to avoid triggering LinkedIn\u2019s security alerts.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How-to-Scrape-Safely-with-LinkedIns-Terms-in-Mind\"><\/span>How to Scrape Safely with LinkedIn\u2019s Terms in Mind<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\ud83d\udd39 <strong>Follow LinkedIn\u2019s Fair Use Policies<\/strong> \u2013 Instead of scraping large LinkedIn datasets at once, extract data in small batches over time.<\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Avoid Scraping Personal Data Without Consent<\/strong> \u2013 LinkedIn prohibits mass scraping of private user information (emails, phone numbers). <strong>Focus on publicly available data<\/strong> like job titles, company names, and scraping LinkedIn URLs.<\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Leverage Official LinkedIn Integrations<\/strong> \u2013 Use <strong>LinkedIn API<\/strong>, Sales Navigator, or official partner tools (e.g., Zapier, HubSpot) for lead extraction.<\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Use Scraping as a Supplement to Organic Engagement<\/strong> \u2013 Combine scraping with <strong>manual engagement<\/strong> (e.g., liking posts, commenting) to maintain an authentic account presence.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Common-Mistakes-That-Get-Scrapers-Blocked-and-How-to-Avoid-Them\"><\/span>Common Mistakes That Get Scrapers Blocked (and How to Avoid Them)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>When we talk about <strong>blocking<\/strong>, we refer to <strong>account bans for authenticated users<\/strong>, not just IP bans for non-authenticated scraping. <\/p>\n\n\n\n<p><strong>Mistake 1: Scraping Too Fast<\/strong><\/p>\n\n\n\n<p><strong>How to Avoid:<\/strong> Use randomized delays and human-like interactions.<\/p>\n\n\n\n<p><strong>Mistake 2: Using Rotating IPs for Authenticated Scraping<\/strong><\/p>\n\n\n\n<p><strong>How to Avoid:<\/strong> When scraping with a logged-in LinkedIn account, <strong>use static proxies<\/strong> instead of rotating ones. Frequent IP changes can trigger LinkedIn\u2019s security system, leading to account restrictions.<\/p>\n\n\n\n<p><strong>Mistake 3: Using Automated Login Bots<\/strong><\/p>\n\n\n\n<p><strong>How to Avoid:<\/strong> Minimize the number of logins and avoid bot-like behavior.<\/p>\n\n\n\n<p>Always stay informed about LinkedIn\u2019s policies and be prepared to adjust your methods to remain compliant.<\/p>\n\n\n\n<p><strong>Mistake 4: Exceeding LinkedIn\u2019s Data Limits<\/strong><\/p>\n\n\n\n<p><strong>How to Avoid:<\/strong> 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.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How-to-Use-LinkedIn-Scraper-Data-for-Maximum-ROI\"><\/span>How to Use LinkedIn Scraper Data for Maximum ROI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>By strategically using LinkedIn scraping tools, businesses can optimize sales, hiring, market research, and marketing efforts\u2014maximizing their ROI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lead-Generation-Sales-Automation\"><\/span>Lead Generation &amp; Sales Automation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Turn LinkedIn data into a powerful sales engine by automating outreach and CRM integration.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Extract emails beyond direct connections for more outreach opportunities.<\/li>\n\n\n\n<li>Gather complete lead profiles to build detailed customer personas.<\/li>\n\n\n\n<li>Use LinkedIn scraper data to automate CRM workflows and lead nurturing.<\/li>\n\n\n\n<li>Organize and segment leads based on audience size and engagement.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Recruitment-Talent-Sourcing\"><\/span>Recruitment &amp; Talent Sourcing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Streamline your hiring process by <a href=\"https:\/\/www.linkedhelper.com\/blog\/how-to-find-candidates-on-linkedin-for-free-the-most-time-efficient-crm\/\">sourcing top candidates<\/a> directly from LinkedIn.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scraping LinkedIn profiles to identify top candidates in your industry.<\/li>\n\n\n\n<li>Collect job titles, skills, and company details to refine hiring strategies.<\/li>\n\n\n\n<li>Leverage InMail and Open Link profiles for direct candidate outreach.<\/li>\n\n\n\n<li>Store and categorize candidate data for pipeline management.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Competitor-Research-Market-Analysis\"><\/span>Competitor Research &amp; Market Analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Gain a competitive edge by analyzing your rivals\u2019 LinkedIn presence and strategies.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Extract company data, including LinkedIn profiles, websites, and contacts.<\/li>\n\n\n\n<li>Analyze competitors\u2019 employee networks and hiring trends.<\/li>\n\n\n\n<li>Study competitor engagement levels by scraping follower and connection counts.<\/li>\n\n\n\n<li>Gather insights to craft targeted marketing and sales strategies.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Email-Marketing-Outreach\"><\/span>Email Marketing &amp; Outreach<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Boost engagement and conversions with highly targeted email campaigns.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Build a verified email database for personalized email campaigns.<\/li>\n\n\n\n<li>Automate scraping from LinkedIn and email outreach in parallel for better response rates.<\/li>\n\n\n\n<li>Use scraped data to personalize messages with custom variables.<\/li>\n\n\n\n<li>Leverage Open Link profiles to send free InMails and expand outreach.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Advanced-LinkedIn-Scraping-Hacks-for-Power-Users\"><\/span>Advanced LinkedIn Scraping Hacks for Power Users<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How-to-Scrape-LinkedIn-Search-Results-Beyond-the-1000-Result-Limit\"><\/span>How to Scrape LinkedIn Search Results Beyond the 1,000-Result Limit<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"723\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles--1024x723.png\" alt=\"linkedin scraping tool linked helper filters to collect 1000 profiles \" class=\"wp-image-13507\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles--1024x723.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles--300x212.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles--768x542.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles--1536x1085.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles--1320x932.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-linked-helper-filters-to-collect-1000-profiles-.png 1542w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"ast-oembed-container\" style=\"height: 100%;\"><iframe loading=\"lazy\" title=\"How to collect more than 1000 profiles from LinkedIn search?\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/hKFrHqAeCfw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p>LinkedIn restricts search results to 1,000 entries per query. So scraping a full database on LinkedIn can be challenging. However, you can <a href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-weekly-invitation-limit\/\">bypass this limit<\/a> using:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Keyword Variations<\/strong> \u2013 Break down your search by tweaking job titles, industries, or locations to create smaller, more manageable datasets.<\/li>\n\n\n\n<li><strong>Filter Combinations<\/strong> \u2013 Apply different LinkedIn filters (e.g., experience level, company size, geography) to pull segmented data.<\/li>\n\n\n\n<li><strong>Profile Expansion<\/strong> \u2013 Extract connection networks by scraping second- and third-degree contacts linked to your initial results.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How-to-Scrape-Hidden-LinkedIn-Data-Fields-Beyond-Name-Title\"><\/span>How to Scrape Hidden LinkedIn Data Fields (Beyond Name &amp; Title!)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Advanced <strong>LinkedIn profile scrape<\/strong><strong>rs<\/strong> like <strong>Linked Helper<\/strong> can extract not only publicly available data (such as name and title) but also hidden information that LinkedIn doesn\u2019t explicitly display. <\/p>\n\n\n\n<p>By leveraging integrations and smart algorithms, you can retrieve corporate emails, profile images, job descriptions, and even post content for further analysis.<\/p>\n\n\n\n<p><strong>1. Extracting Hidden Corporate Emails<\/strong><\/p>\n\n\n\n<p>Even if an email address is not <a href=\"https:\/\/www.linkedhelper.com\/blog\/seo-tips-for-linkedin-profile\/\">visible on a LinkedIn profile<\/a>, <strong>LinkedIn<\/strong> scraping tools can still find it.<\/p>\n\n\n\n<p>How It Works:<\/p>\n\n\n\n<p>\u2705 <strong>Snov.io<\/strong> and <strong>Hunter.io<\/strong> match a person\u2019s name with a company\u2019s domain to generate likely email addresses.<br>\u2705 <strong>Linked Helper<\/strong> and <strong>PhantomBuster<\/strong> have built-in email finders that identify hidden contact details. <strong>Linked Helper<\/strong> integrates with email-finding tools to enrich scraped data<br>\u2705 <strong>Enrichment tools<\/strong> use company databases and social signals to validate extracted emails.<\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Example:<\/strong> If you\u2019re scraping LinkedIn profiles for lead generation, these tools can provide verified corporate emails even when they\u2019re not listed publicly.<\/p>\n\n\n\n<p>2. Collecting Profile Images for Customization<\/p>\n\n\n\n<p>Many automation tools allow you scraping LinkedIn profile images, which can be used for personalized outreach campaigns.<\/p>\n\n\n\n<p>How It Works:<\/p>\n\n\n\n<p>\u2705 <strong>LinkedIn profile scrape<\/strong><strong>rs<\/strong> like <strong>Linked Helper <\/strong>can download profile pictures link.<br>\u2705 These images can be automatically customized using services like <strong>Hyperise<\/strong> to add personalized text or overlays.<br>\u2705 The enriched images can then be embedded into LinkedIn messages or external emails to increase engagement.<\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Example:<\/strong> Personalized cold outreach where each message includes a prospect\u2019s profile picture with a custom call-to-action.<\/p>\n\n\n\n<p>3. Scraping Job Listings &amp; Post Content for Market Analysis<\/p>\n\n\n\n<p>Some advanced scraping tools allow you to extract job descriptions and scraping LinkedIn posts for competitor analysis, market research, or talent acquisition.<\/p>\n\n\n\n<p>How It Works:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"601\" src=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post-1024x601.png\" alt=\"linkedin scraping tool TexAu to collect post\" class=\"wp-image-13508\" srcset=\"https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post-1024x601.png 1024w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post-300x176.png 300w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post-768x451.png 768w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post-1536x901.png 1536w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post-1320x775.png 1320w, https:\/\/www.linkedhelper.com\/blog\/wp-content\/uploads\/2024\/07\/linkedin-scraping-tool-TexAu-to-collect-post.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u2705 <strong>TexAu<\/strong> and <strong>Octoparse<\/strong> can scrape job postings, including salary ranges, required skills, and company insights.<br>\u2705 <strong>PhantomBuster<\/strong> can extract LinkedIn posts, comments, and reactions for trend analysis.<br>\u2705 AI-based tools like <strong>ChatGPT API<\/strong> can analyze extracted text for sentiment and market insights.<\/p>\n\n\n\n<p>\ud83d\udd39 <strong>Example:<\/strong> Recruiting firms use this for scraping LinkedIn job listings to identify hiring trends, while marketers can analyze competitor content strategies.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Automating-LinkedIn-Scraping-with-Python-for-Coders\"><\/span>Automating LinkedIn Scraping with Python (for Coders)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>For developers, Python offers powerful libraries to automate LinkedIn scraping. Here\u2019s a basic approach:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Selenium<\/strong> \u2013 Automate browser interactions to mimic human behavior and extract profile data dynamically.<br><\/li>\n\n\n\n<li><strong>BeautifulSoup<\/strong> \u2013 Parse LinkedIn\u2019s HTML structure to extract key elements like job titles, companies, and locations.<br><\/li>\n\n\n\n<li><strong>Requests &amp; Rotating Proxies<\/strong> \u2013 Send authenticated requests and rotate IPs to avoid detection.<br><\/li>\n\n\n\n<li><strong>CSV &amp; Database Storage<\/strong> \u2013 Store scraped data in structured formats for further analysis.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion-Next-Steps\"><\/span>Conclusion &amp; Next Steps<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>If you need to extract <strong>sensitive data<\/strong> from LinkedIn while ensuring compliance with <strong>LinkedIn&#8217;s terms<\/strong>, it&#8217;s essential to use <strong>automation tools<\/strong> that prioritize security and efficiency.<\/p>\n\n\n\n<p>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.<\/p>\n\n\n\n<p>For a <strong>secure and scalable LinkedIn scraping solution<\/strong>, we recommend <strong>Linked Helper<\/strong>, which allows you to:<\/p>\n\n\n\n<p>\u2705 <strong>Integrate data<\/strong> from <strong>multiple sources<\/strong>, including <strong>company profiles<\/strong>, <a href=\"https:\/\/www.linkedhelper.com\/blog\/best-linkedin-email-scraper\/\">Email Finder<\/a>, Apollo<br>\u2705 <strong>Send personalized messages<\/strong> at scale, improving outreach and engagement<br>\u2705 Automate <strong>connection requests<\/strong> while mimicking <strong>human behavior<\/strong> to reduce detection risks<br>\u2705 Export enriched lead data directly into your <strong>CRM system<\/strong><\/p>\n\n\n\n<p>L<strong>inked Helper<\/strong> streamlines <strong>lead generation<\/strong>, <strong>email discovery<\/strong>, and <strong>profile enrichment<\/strong>, allowing you to build stronger business relationships effortlessly.<\/p>\n\n\n\n<p>\ud83d\ude80 Try Linked Helper free today for safe, compliant, and powerful LinkedIn data extraction!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>FAQ<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Is-it-possible-to-scrape-data-from-LinkedIn\"><\/span>Is it possible to scrape data from LinkedIn?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yes, you can extract <strong>public data<\/strong> like names, titles, and company details using <strong>email discovery<\/strong> tools and web scrapers that mimic <strong>human behavior<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Can-you-get-banned-for-scraping-LinkedIn\"><\/span>Can you get banned for scraping LinkedIn?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yes, aggressive scraping on LinkedIn can lead to bans. To <a href=\"https:\/\/www.linkedhelper.com\/blog\/escape-linkedin-jail\/\">avoid detection<\/a>, use <strong>machine learning<\/strong>-based tools, proxies, and rate limits that replicate natural browsing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Is-it-possible-to-scrape-jobs-from-LinkedIn\"><\/span>Is it possible to scrape jobs from LinkedIn?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yes, job listings can be extracted by scraping LinkedIn profile URLs and job boards, then enriching the data with email finding tools for contact lists.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_77 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #fba02f;color:#fba02f\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #fba02f;color:#fba02f\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#What-is-LinkedIn-Scraping\" >What is LinkedIn Scraping?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#How-LinkedIn-Scrapers-Extract-Data\" >How LinkedIn Scrapers Extract Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Why-Use-the-LinkedIn-Profile-Scraper\" >Why Use the LinkedIn Profile Scraper<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Is-it-Legal-to-Scrape-LinkedIn\" >Is it Legal to Scrape LinkedIn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Key-Features-of-a-Good-LinkedIn-Scraper\" >Key Features of a Good LinkedIn Scraper<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#LinkedIn-Scraping-Methods\" >LinkedIn Scraping Methods<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#The-Best-LinkedIn-Scrapers-in-2025-Free-Paid\" >The Best LinkedIn Scrapers in 2025 (Free &amp; Paid)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#1-LinkedHelper\" >1. LinkedHelper<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#2-PhantomBuster\" >2. PhantomBuster<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#3-ZenRows\" >3. ZenRows<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#4-Waalaxy\" >4. Waalaxy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#5-Dux-Soup\" >5. Dux-Soup<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#6-Smartproxy\" >6. Smartproxy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#7-Kaspr\" >7. Kaspr<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#8-Bright-Data-LinkedIn-Scraper\" >8. Bright Data LinkedIn Scraper<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#9-Evaboot\" >9. Evaboot<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#10-Nimbleway\" >10. Nimbleway<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#11-Captain-Data\" >11. Captain Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#12-Octopus\" >12. Octopus<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#How-to-Scrape-LinkedIn-Data-Without-Getting-Banned\" >How to Scrape LinkedIn Data Without Getting Banned<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Best-Practices-to-Avoid-Detection-Bans\" >Best Practices to Avoid Detection &amp; Bans<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#How-to-Scrape-Safely-with-LinkedIns-Terms-in-Mind\" >How to Scrape Safely with LinkedIn\u2019s Terms in Mind<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Common-Mistakes-That-Get-Scrapers-Blocked-and-How-to-Avoid-Them\" >Common Mistakes That Get Scrapers Blocked (and How to Avoid Them)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#How-to-Use-LinkedIn-Scraper-Data-for-Maximum-ROI\" >How to Use LinkedIn Scraper Data for Maximum ROI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Lead-Generation-Sales-Automation\" >Lead Generation &amp; Sales Automation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Recruitment-Talent-Sourcing\" >Recruitment &amp; Talent Sourcing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Competitor-Research-Market-Analysis\" >Competitor Research &amp; Market Analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Email-Marketing-Outreach\" >Email Marketing &amp; Outreach<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Advanced-LinkedIn-Scraping-Hacks-for-Power-Users\" >Advanced LinkedIn Scraping Hacks for Power Users<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#How-to-Scrape-LinkedIn-Search-Results-Beyond-the-1000-Result-Limit\" >How to Scrape LinkedIn Search Results Beyond the 1,000-Result Limit<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#How-to-Scrape-Hidden-LinkedIn-Data-Fields-Beyond-Name-Title\" >How to Scrape Hidden LinkedIn Data Fields (Beyond Name &amp; Title!)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Automating-LinkedIn-Scraping-with-Python-for-Coders\" >Automating LinkedIn Scraping with Python (for Coders)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Conclusion-Next-Steps\" >Conclusion &amp; Next Steps<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#FAQ\" >FAQ<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Is-it-possible-to-scrape-data-from-LinkedIn\" >Is it possible to scrape data from LinkedIn?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Can-you-get-banned-for-scraping-LinkedIn\" >Can you get banned for scraping LinkedIn?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/#Is-it-possible-to-scrape-jobs-from-LinkedIn\" >Is it possible to scrape jobs from LinkedIn?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n","protected":false},"excerpt":{"rendered":"<p>It\u2019s 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 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.linkedhelper.com\/blog\/linkedin-scraper\/\"> <span class=\"screen-reader-text\">LinkedIn Scraper Guide: Tools, Methods &#038; Best Practices<\/span> Read More \u00bb<\/a><\/p>\n","protected":false},"author":2,"featured_media":8214,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[3755],"tags":[53],"ppma_author":[149],"class_list":["post-6870","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-leadgen-tips","tag-scrape-from-linkedin"],"aioseo_notices":[],"lang":"en","translations":{"en":6870,"fr":17102,"pt":17138,"de":17174,"es":17210},"authors":[{"term_id":149,"user_id":2,"is_guest":0,"slug":"amazonkayaaa","display_name":"Margarita Servar","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/065b5a868d7db401a2558186736794214678b2799e407be2255c9f9eb42f2fc0?s=96&r=g","author_category":"","first_name":"Margarita","last_name":"Servar","user_url":"","job_title":"","description":"Margarita is a Content Manager and author at the Linked Helper blog, dedicated to providing practical and useful material. She conducts research and tests automation tools, drawing on practical experiences and interviews with LinkedIn marketing experts."}],"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/posts\/6870","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/comments?post=6870"}],"version-history":[{"count":35,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/posts\/6870\/revisions"}],"predecessor-version":[{"id":29033,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/posts\/6870\/revisions\/29033"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/media\/8214"}],"wp:attachment":[{"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/media?parent=6870"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/categories?post=6870"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/tags?post=6870"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.linkedhelper.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=6870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}