{"id":4394,"date":"2024-06-13T14:09:00","date_gmt":"2024-06-13T14:09:00","guid":{"rendered":"https:\/\/phantombuster.com\/blog\/linkedin-scraping\/"},"modified":"2025-09-04T07:39:17","modified_gmt":"2025-09-04T07:39:17","slug":"linkedin-scraping","status":"publish","type":"post","link":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraping\/","title":{"rendered":"LinkedIn Scraping Tools And How to Scrape Data Ethically"},"content":{"rendered":"<p>Are you considering using a <a href=\"https:\/\/phantombuster.com\/phantombuster?category=linkedin\">LinkedIn scraper<\/a>? High-quality data at your fingertips will make your outreach campaigns even more effective.<\/p>\n<p>Here&#8217;s everything you need to know to start scraping LinkedIn profiles.<\/p>\n<h2>TL;DR<\/h2>\n<ul>\n<li>LinkedIn doesn\u2019t allow unauthorized scraping, but you can <a href=\"https:\/\/phantombuster.com\/blog\/scraping\/is-data-scraping-on-linkedin-legal-3WD1MKruD3J6YdLOQhG9On\">still scrape publicly available data<\/a> if you follow best practices.<\/li>\n<li>To scrape LinkedIn data <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-account-restricted\">without being blocked<\/a>, start slow, warm up your account, and respect daily and weekly limits.<\/li>\n<li>LinkedIn has <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">different limits for actions<\/a> depending on the account type.<\/li>\n<li>You can scrape profiles, group members, post interactions, company profiles, and event attendees.<\/li>\n<\/ul>\n<h3><b>LinkedIn scraping steps:<\/b><\/h3>\n<ol>\n<li><b>Choose a LinkedIn automation tool<\/b> like PhantomBuster.<\/li>\n<li><b>Select LinkedIn profiles to scrape<\/b> from individual LinkedIn profile URLs, lists, or CRM integrations.<\/li>\n<li><b>Connect your LinkedIn session cookie<\/b> so that the tool can act on your behalf.<\/li>\n<li><b>Set up email discovery<\/b> or use built-in options.<\/li>\n<li><b>Configure scraper behavior: <\/b>start with lower limits and increase gradually.<\/li>\n<li><b>Set launch frequency<\/b> to decide how often to run the scraper.<\/li>\n<\/ol>\n<div class=\"poptin-embedded\" data-id=\"a974650bcce30\"><\/div>\n<h2>Does LinkedIn allow scraping data?<\/h2>\n<p>LinkedIn doesn\u2019t allow unauthorized scraping\u2014it&#8217;s against their Terms of Service. But here\u2019s the good news: you can still scrape publicly available data.<\/p>\n<p>If you do it right and follow best practices, <a href=\"https:\/\/phantombuster.com\/blog\/scraping\/is-data-scraping-on-linkedin-legal-3WD1MKruD3J6YdLOQhG9On\">scraping LinkedIn data is okay.<\/a><\/p>\n<h2>How do I scrape LinkedIn data without being blocked?<\/h2>\n<p>Want to scrape LinkedIn data without being blocked? The best thing to do is to start slow and gradually increase your activity.<\/p>\n<p>Warming up your account is key because tools perform actions on your behalf, so it&#8217;s less risky to have your <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-account-restricted\">LinkedIn account restricted<\/a>.<\/p>\n<p>Plus, exceeding LinkedIn&#8217;s limits can also get you flagged. Make sure you stay within the daily and weekly limits for connections, messages, and other activities to keep your account safe.<\/p>\n<blockquote><p><b>Here is a starter list of factors that will have an impact on your own unique rate limits:<\/b><\/p>\n<p><b>\u279f Whether you have a<\/b><a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-account-types\"><b> free or paid account<\/b><\/a><\/p>\n<p><b>\u279f Date of profile creation<\/b><\/p>\n<p><b>\u279f Completeness of the profile<\/b><\/p>\n<p><b>\u279f Number of connections\/followers<\/b><\/p>\n<p><b>\u279f Time spent per day on LinkedIn<\/b><\/p>\n<p><b>\u279f Number of messages sent per day<\/b><\/p>\n<p><b>\u279f Amount of pending invitations (less is better)<\/b><\/p>\n<p><b>\u279f How many articles and publications you&#8217;re posting<\/b><\/p>\n<p><b>\u279f How many comments or likes you&#8217;re giving<\/b><\/p><\/blockquote>\n<p>Basically, the more you give LinkedIn what it wants, the more it rewards you with visibility and access to features.<\/p>\n<p>A new account without connections, education, or work history can&#8217;t send as many connection requests as an older, more active account.<\/p>\n<h2>What is the limit of LinkedIn scraping?<\/h2>\n<p>First off, LinkedIn doesn\u2019t allow <a href=\"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\">scraping tools<\/a>. But it does have limits for different actions.<\/p>\n<p>So, when you automate, keep <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">these limits<\/a> in mind to avoid getting flagged.<\/p>\n<p>When it comes to LinkedIn data scraping, here are some examples:<\/p>\n<h3><b>Profile page extractions<\/b>:<\/h3>\n<ul>\n<li>New accounts: 80 profiles over 8 launches.<\/li>\n<li>Active free accounts: 150 profiles over 10 launches.<\/li>\n<li>Premium accounts: 300 profiles over 20 launches.<\/li>\n<\/ul>\n<h3><b>Search result extractions<\/b>:<\/h3>\n<ul>\n<li>New accounts: 100 pages\/1000 results per day over 5 launches.<\/li>\n<li>Active free accounts: 150 pages\/1500 results per day over 7 launches.<\/li>\n<li>Premium accounts: 200 pages\/5000 results per day over 10 launches.<\/li>\n<\/ul>\n<p>Stick to these limits to stay safe!<\/p>\n<h2>What data can you scrape from LinkedIn in bulk?<\/h2>\n<p>Well, you can scrape almost every piece of publicly available information about any business or LinkedIn user. This is especially useful for building targeted lists and finding leads.<\/p>\n<p>Here are some key examples:<\/p>\n<ul>\n<li><b>Lists of people<\/b>: <a href=\"https:\/\/phantombuster.com\/phantombuster\/3112\/linkedin-profile-scraper\">LinkedIn profiles<\/a> with names, job titles, and more.<\/li>\n<li><b>Group members<\/b>: Profiles from <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2852\/linkedin-group-members-export\">LinkedIn groups<\/a>.<\/li>\n<li><b>Post commenters and likers<\/b>: Extract data on users <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2823\/linkedin-post-commenters-export\">commenting on posts<\/a> or <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2880\/linkedin-post-likers-export\">liking them<\/a>.<\/li>\n<li><b>Company profiles<\/b>: Detailed company information, like website and phone numbers.<\/li>\n<li><b>Event attendees<\/b>: Profiles of users attending specific events.<\/li>\n<\/ul>\n<p>Just make sure to stick to LinkedIn&#8217;s guidelines and use the right web scraping tools.<\/p>\n<h2>How to scrape LinkedIn data step-by-step<\/h2>\n<p>If you&#8217;re thinking about scraping LinkedIn data, we&#8217;ve got you covered.<\/p>\n<p><a href=\"https:\/\/phantombuster.com\/signup\">PhantomBuster<\/a> is one of the tools you can use for this.<\/p>\n<p>Here\u2019s how to dive in and start scraping LinkedIn profiles effortlessly.<\/p>\n<h3>Step 1: Choose a LinkedIn automation tool<\/h3>\n<p>First things first, let&#8217;s pick a LinkedIn automation tool.<\/p>\n<p>For this guide, we\u2019re using PhantomBuster because it offers pre-built automations (Phantoms) that make data scraping easy while remaining compliant.<\/p>\n<p>Plus, PhantomBuster is perfect for scraping valuable data, whether you&#8217;re using a free account or <a href=\"https:\/\/phantombuster.com\/phantombuster?category=salesNavigator\">LinkedIn Sales Navigator<\/a>.<\/p>\n<p>We&#8217;ll walk through the steps using PhantomBuster, but remember, depending on the tool you choose, there might be different pre-built automations for scraping specific LinkedIn data.<\/p>\n<div class=\"poptin-embedded\" data-id=\"4e06e7a5b39c5\"><\/div>\n<h3>Step 2: Choose LinkedIn profiles to scrape data from<\/h3>\n<p>Let&#8217;s pick the LinkedIn profiles you want to scrape data from. You\u2019ve got a few options here:<\/p>\n<ul>\n<li><b>Individual LinkedIn profiles or spreadsheets: <\/b>You can enter a single LinkedIn profile URL or <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\/tutorial?%23input-linkedin-users-urls=\">upload a spreadsheet<\/a> containing multiple profile URLs. Pretty handy if you already have a list of profiles you want to target!\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/linkedin-profile-scraper-phantom-url-1-scaled.webp\" alt=\"linkedin-profile-scraper-phantom-url\" \/><\/li>\n<li><b>Saved or existing lists:<\/b> Use the results from previous Phantoms or a saved list in your PhantomBuster account. You can even create sub-lists based on different criteria to refine your targets.\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/ai-lead-list-enrichment-filtered-data-phantombuster-3-scaled.png\" alt=\"ai-lead-list-enrichment-filtered-data-phantombuster\" \/><\/li>\n<li><b>HubSpot CRM integration:<\/b> If you use <a href=\"https:\/\/phantombuster.com\/blog\/ai-automation\/phantombuster-pricing-explained\">HubSpot CRM,<\/a> you can connect your CRM lists directly. This ensures you\u2019re scraping data from your existing contacts efficiently.\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/linkedin-profile-scraper-hubspot-phantom-3.webp\" alt=\"linkedin-profile-scraper-hubspot-phantom\" \/><\/li>\n<\/ul>\n<h3>Step 3: Connect your LinkedIn account session cookie<\/h3>\n<p>To let PhantomBuster act on your behalf, you&#8217;ll need to connect your LinkedIn account.<\/p>\n<ol>\n<li><b>Install the PhantomBuster extension:<\/b> Download it for Chrome or Firefox for easy setup.<\/li>\n<li><b>Connect your LinkedIn account:<\/b> Use the extension to link your LinkedIn account. This will give PhantomBuster the access it needs to scrape data for you.\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/connect-linkedin-with-phantombuster-extension-3-scaled.webp\" alt=\"connect-linkedin-with-phantombuster-extension\" \/><\/li>\n<\/ol>\n<blockquote><p><a href=\"https:\/\/chrome.google.com\/webstore\/detail\/phantombuster\/mdlnjfcpdiaclglfbdkbleiamdafilil\"><b>Download<\/b><\/a><b> the Chrome extension<\/b><\/p>\n<p><a href=\"https:\/\/addons.mozilla.org\/fr\/firefox\/addon\/phantombuster\/\"><b>Download<\/b><\/a><b> the Firefox extension<\/b><\/p><\/blockquote>\n<h3>Step 4: Choose your email discovery service (or use PhantomBuster)<\/h3>\n<p>Now for your email list!<\/p>\n<p>You can either use your PhantomBuster credits or connect your Dropcontact, Hunter, or Snov account to find email addresses for the profiles you\u2019ve scraped.<\/p>\n<p>Just so you know, PhantomBuster comes with monthly email discovery credits that you can use to find verified professional email addresses for your scraped profiles.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/phantombuster-email-providers-profile-scraper-1.png\" alt=\"phantombuster-email-providers-profile-scraper\" \/><\/p>\n<h3>Step 5: Set LinkedIn profile scraper behavior<\/h3>\n<p>Each LinkedIn account has its own <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">limits<\/a>. Users of Sales Navigator can run more actions, but these restrictions still apply.<\/p>\n<p>When you&#8217;re using tools like PhantomBuster for the first time, it&#8217;s essential to start slowly and respect <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">LinkedIn&#8217;s limits<\/a> to avoid restrictions. Gradually increase your automated actions over time.<\/p>\n<p>For instance, start with a smaller number of profiles per launch and increase it as your account warms up.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/linkedin-profile-scraper-phantom-behavior-limits-1-scaled.webp\" alt=\"linkedin-profile-scraper-phantom-behavior-limits\" \/><\/p>\n<h3>Step 6: Set LinkedIn scraper launch frequency<\/h3>\n<p>First, decide how often you want the Phantom to run. To avoid any issues, be mindful of LinkedIn&#8217;s limits.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/linkedin-profile-scraper-phantom-launch-frequency-3-scaled.webp\" alt=\"linkedin-profile-scraper-phantom-launch-frequency\" \/><\/p>\n<p>Now, it&#8217;s time to launch the Phantom!<\/p>\n<p>You&#8217;ll be able to find and verify <a href=\"https:\/\/phantombuster.com\/automations\/toolbox\/18998\/professional-email-finder\">professional email addresses<\/a> and gather all available LinkedIn data from each profile.<\/p>\n<div class=\"poptin-embedded\" data-id=\"a974650bcce30\"><\/div>\n<h3>Step 7 (Optional): Set advanced settings<\/h3>\n<p>Here\u2019s where you can fine-tune things.<\/p>\n<p>Set up advanced settings, like proxies, to optimize your resource use and keep everything running smoothly. This helps spread out your activity and avoid getting flagged.<\/p>\n<p>In PhantomBuster, head over to the advanced settings tab.<\/p>\n<p>You can pick PhantomBuster\u2019s <a href=\"https:\/\/support.phantombuster.com\/hc\/en-us\/articles\/360010769599-Guide-to-using-proxies\">built-in proxy<\/a> or use an external one. Adjust these settings to match your needs and ensure everything operates seamlessly.<\/p>\n<p>It\u2019s a smart move to keep your scraping activity on the down-low.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/phantombuster-proxy-settings-profile-scrper-phantom-3.webp\" alt=\"phantombuster-proxy-settings-profile-scrper-phantom\" \/><\/p>\n<h2>Best LinkedIn scraping tools<\/h2>\n<p>If you&#8217;re looking to scrape LinkedIn data, the right tools can make a huge difference.<\/p>\n<p>These tools help you collect essential data to boost your lead-generation efforts.<\/p>\n<p>Here are some top LinkedIn scraping tools to consider.<\/p>\n<h2>PhantomBuster<\/h2>\n<p><a href=\"https:\/\/phantombuster.com\/signup\">PhantomBuster<\/a> has this awesome LinkedIn scraping automation called the LinkedIn Profile Scraper Phantom (we&#8217;ve seen above how to use it).<\/p>\n<p>It pulls public data from profiles, including emails, and gives up to 75 data points, such as education history and current jobs. Perfect for sales and marketing teams!<\/p>\n<ul>\n<li><b>Pros: <\/b>Easy to share which profiles to analyze\u2014you can connect the LinkedIn Profile Scraper Phantom with a list, a search URL, a Google Sheet, or your CRM.\n<div class=\"poptin-embedded\" data-id=\"832e04752a5d6\"><\/div>\n<\/li>\n<li><b>Cons: <\/b>If you use the email discovery service, you&#8217;ll need to scrape fewer profiles each day to stay within rate limits.<\/li>\n<\/ul>\n<p><b>Pricing<\/b>: After a 14-day free trial, it starts at $56\/month for 20 hours of execution time. Discounts are available for <a href=\"https:\/\/phantombuster.com\/pricing\">annual plans<\/a>.<\/p>\n<div class=\"poptin-embedded\" data-id=\"128e5e35273e6\"><\/div>\n<h2>Evaboot<\/h2>\n<p>Evaboot is a Chrome extension designed for LinkedIn Sales Navigator. It helps you find emails and scrape data directly from Sales Navigator, making it a straightforward tool for gathering leads.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/evaboot-website-3.webp\" alt=\"evaboot-website\" \/><\/p>\n<ul>\n<li><b>Pros:<\/b> You can easily extract LinkedIn profile data and emails straight from Sales Navigator. Plus, the tool is simple to use since it works as a Chrome extension.<\/li>\n<li><b>Cons:<\/b> Some users have noted that the email finder feature isn&#8217;t always accurate.<\/li>\n<\/ul>\n<p><b>Pricing:<\/b> Evaboot offers an annual plan for $29 per month, including 500 credits.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/evaboot-pricing-1.webp\" alt=\"evaboot-pricing\" \/><\/p>\n<h2>Dux-soup<\/h2>\n<p>Dux-Soup is a LinkedIn lead-generation tool that automates tasks like sending messages, viewing profiles, and endorsing skills.<\/p>\n<p>It&#8217;s great for connecting with prospects and scraping LinkedIn data efficiently.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/dux-soup-website-2-scaled.webp\" alt=\"dux-soup-website\" \/><\/p>\n<ul>\n<li><b>Pros:<\/b> Simple to set up and customize, allowing you to manage lead generation projects easily.<\/li>\n<li><b>Cons:<\/b> Requires an extension to run, meaning your computer must be on, which can be inconvenient for off-peak automation.<\/li>\n<\/ul>\n<p><b>Pricing:<\/b> Starts at \u20ac12.99 per month for individual users or per seat for team accounts.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/dux-sup-pricing-2-scaled.webp\" alt=\"dux-sup-pricing\" \/><\/p>\n<h2>Kaspr<\/h2>\n<p>Kaspr is a LinkedIn automation tool that scrapes contact data from LinkedIn profiles and engages with people on autopilot\u2014which is useful for sales and marketing efforts.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/kaspr-website-3-scaled.png\" alt=\"kaspr-website\" \/><\/p>\n<ul>\n<li><b>Pros:<\/b> Seamless integration with LinkedIn using a Chrome extension, allowing quick and easy data collection and lead list building.<\/li>\n<li><b>Cons:<\/b> Some users report inaccurate phone numbers and issues with rate limits. The free version offers limited credits.<\/li>\n<\/ul>\n<p><b>Pricing:<\/b> The free version costs $0 per month. Paid plans start at $65 per month for the Starter plan, with higher tiers available for increased credits and features.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/kaspr-pricing-4-scaled.webp\" alt=\"kaspr-pricing\" \/><\/p>\n<h2>Conclusion<\/h2>\n<p>That&#8217;s it\u2014the best ways to scrape data from LinkedIn efficiently! Remember to respect LinkedIn&#8217;s limits and follow best practices to keep your account safe.<\/p>\n<p>Using LinkedIn scraping, you&#8217;ll gain better insights into your leads and competitors, boosting your workflows. Automate your LinkedIn data scraping with PhantomBuster\u2014<a href=\"https:\/\/phantombuster.com\/\">start your free trial now!<\/a><\/p>\n<div class=\"poptin-embedded\" data-id=\"a974650bcce30\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Are you considering using a LinkedIn scraper? High-quality data at your fingertips will make your outreach campaigns even more effective. Here&#8217;s everything you need to know to start scraping LinkedIn profiles. TL;DR LinkedIn doesn\u2019t allow unauthorized scraping, but you can still scrape publicly available data if you follow best practices. To scrape LinkedIn data without [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4695,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[24],"tags":[34,35],"class_list":["post-4394","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sales-prospecting","tag-automation","tag-generate-leads"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LinkedIn Scraping Tools And How to Scrape Data Ethically - PhantomBuster Blog<\/title>\n<meta name=\"description\" content=\"With LinkedIn scraping tools, you can gather data, gain insights, and enhance your market research. Here&#039;s how to do it and what are the best tools to use.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blogv2.phantombuster.com\/blog\/sales-prospecting\/linkedin-scraping\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LinkedIn Scraping Tools And How to Scrape Data Ethically - PhantomBuster Blog\" \/>\n<meta property=\"og:description\" content=\"With LinkedIn scraping tools, you can gather data, gain insights, and enhance your market research. 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