{"id":4391,"date":"2024-06-11T09:11:00","date_gmt":"2024-06-11T09:11:00","guid":{"rendered":"https:\/\/phantombuster.com\/blog\/linkedin-post-scraper\/"},"modified":"2026-07-07T14:35:32","modified_gmt":"2026-07-07T14:35:32","slug":"linkedin-post-scraper","status":"publish","type":"post","link":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-post-scraper\/","title":{"rendered":"2026&#8217;s Best No-Code LinkedIn Post Scraper Tools [Tested &#038; Recommended]"},"content":{"rendered":"<p>Is it worth trying a LinkedIn post scraper? LinkedIn posts can deliver a wealth of information. You can find out what people&#8217;s interests are, and see what they&#8217;re engaging with the most.<\/p>\n<p>But manually extracting data from every single post takes time! Here&#8217;s how to use a <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\" target=\"_blank\" rel=\"noopener\">LinkedIn post scraper<\/a> to collect data on autopilot.<\/p>\n<h2>TL;DR<\/h2>\n<ul>\n<li>You can scrape publicly available data from LinkedIn if you do so ethically and responsibly.<\/li>\n<li><strong>Step 1:<\/strong> Choose your LinkedIn post scraper <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\" target=\"_blank\" rel=\"noopener\">tool<\/a>.<\/li>\n<li><strong>Step 2:<\/strong> Share which LinkedIn profile(s) you want to scrape data from.<\/li>\n<li><strong>Step 3:<\/strong> Connect your LinkedIn account.<\/li>\n<li><strong>Step 4:<\/strong> Choose how many user profiles to process and what LinkedIn data you want to extract.<\/li>\n<li><strong>Step 5:<\/strong> Decide how often to scrape data, and then launch the LinkedIn post scraper.<\/li>\n<li>Ready to start scraping data from LinkedIn? <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a> is a great LinkedIn scraping tool for building a multifaceted lead-generation strategy.<\/li>\n<\/ul>\n<h2>Is scraping LinkedIn data allowed?<\/h2>\n<p><a href=\"https:\/\/phantombuster.com\/blog\/scraping\/is-data-scraping-on-linkedin-legal-3WD1MKruD3J6YdLOQhG9On\" target=\"_blank\" rel=\"noopener\">Data scraping<\/a> on LinkedIn goes against their policies.<\/p>\n<p>But in reality, you can scrape LinkedIn data as long as it&#8217;s publicly available. Why? By automatically accessing public data from LinkedIn, you&#8217;re just replicating something you can do manually.<\/p>\n<p>However, you should <strong>never<\/strong> scrape LinkedIn data for unethical or illegal reasons, such as to scam someone or to steal their user password.<\/p>\n<h2>Methods of scraping LinkedIn data<\/h2>\n<p>Data scraping is when you export information from a website or social media platform.<\/p>\n<p>And when it comes to <a href=\"https:\/\/phantombuster.com\/blog\/sales-prospecting\/b2b-prospecting\" target=\"_blank\" rel=\"noopener\">prospecting<\/a>, LinkedIn profile data can be a goldmine. Knowing your leads better allows you to run market research and gain insights into the best lead-generation strategy.<\/p>\n<p>But how does LinkedIn data scraping actually work?<\/p>\n<p>There are two main approaches to LinkedIn scraping.<\/p>\n<ol>\n<li><strong>No-code LinkedIn automation tools:<\/strong> These are user-friendly LinkedIn scraper tools that can extract public data on your behalf, such as <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a>. They can be set up in a matter of minutes.<\/li>\n<li><strong>Custom-written scripts:<\/strong> If you&#8217;re more technical, you can build a custom script. However, you must understand Python and API systems to export scraped data from LinkedIn.<\/li>\n<\/ol>\n<p>Unless you&#8217;re a confident tech insider, it&#8217;s best to stick with a no-code web scraping solution.<\/p>\n<h2>How to scrape LinkedIn posts data step by step (No-code)<\/h2>\n<p>Here&#8217;s how to scrape LinkedIn public data using a no-code tool. In this example, we&#8217;ll showcase how to scrape LinkedIn posts with <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a>, but you can use other tools too.<\/p>\n<p>PhantomBuster&#8217;s <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-automation-tools\" target=\"_blank\" rel=\"noopener\">automation tool<\/a> can deliver detailed information for prospect or competitor analysis. You can follow market trends, boost your sales development process, and get to know your leads.<\/p>\n<h3>Step 1: Choose a LinkedIn automation tool<\/h3>\n<p>First off, choose a <a href=\"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\" target=\"_blank\" rel=\"noopener\">LinkedIn scraper<\/a> tool to extract data on autopilot.<\/p>\n<p>In this instance, you can try PhantomBuster&#8217;s <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\" target=\"_blank\" rel=\"noopener\">LinkedIn Activity Extractor Phantom<\/a>.<\/p>\n<p>This tool will:<\/p>\n<ul>\n<li><strong>Analyze<\/strong> a list of LinkedIn profiles<\/li>\n<li><strong>Export<\/strong> their posts and other activity<\/li>\n<\/ul>\n<h3>Step 2: Choose profiles to scrape data from<\/h3>\n<p>Copy the URL of the LinkedIn profile(s) you&#8217;re interested in. These might be competitors, for example, or potential customers who you want to know better.<\/p>\n<p>In the &#8216;Profiles to scrape&#8217; section of the <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\" target=\"_blank\" rel=\"noopener\">LinkedIn Activity Scraper Phantom<\/a>, you can either:<\/p>\n<ul>\n<li>Paste a <strong>single LinkedIn profile URL<\/strong> in the setup<\/li>\n<li>Paste <strong>multiple LinkedIn profiles<\/strong> into a public Google Sheet, then add the spreadsheet URL to the setup<\/li>\n<\/ul>\n<p>You can also connect this LinkedIn post scraper with the <strong>results of a previous Phantom<\/strong>.<\/p>\n<p>For example, if you&#8217;ve already <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3149\/linkedin-search-export\" target=\"_blank\" rel=\"noopener\">scraped<\/a> a list of profiles from LinkedIn search results, you can connect them by clicking &#8216;My Phantoms.&#8217;<\/p>\n<p>And finally, you can also <strong>connect your<\/strong> <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-b2b-lead-generation\" target=\"_blank\" rel=\"noopener\"><strong>LinkedIn leads<\/strong><\/a> <strong>database<\/strong> from your PhantomBuster account. You can create sublists using custom filters to analyze the right LinkedIn users.<\/p>\n<h3>Step 3: Connect your LinkedIn account session cookie<\/h3>\n<p>Next, it&#8217;s time to connect your <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-account-types\" target=\"_blank\" rel=\"noopener\">LinkedIn account<\/a> via your session cookie.<\/p>\n<p>This allows PhantomBuster to scrape data from LinkedIn on your behalf. It will only scrape existing public data and cannot access your login details.<\/p>\n<blockquote><p>To connect your session cookie, all you have to do is:<\/p>\n<p><a href=\"https:\/\/chrome.google.com\/webstore\/detail\/phantombuster\/mdlnjfcpdiaclglfbdkbleiamdafilil\" target=\"_blank\" rel=\"noopener\"><strong>Download<\/strong><\/a>the Chrome extension<\/p>\n<p><a href=\"https:\/\/addons.mozilla.org\/fr\/firefox\/addon\/phantombuster\/\" target=\"_blank\" rel=\"noopener\"><strong>Download<\/strong><\/a>the Firefox extension<\/p><\/blockquote>\n<p>Then click the &#8216;Connect to LinkedIn&#8217; button, and your session cookie will appear automatically.<\/p>\n<h3>Step 4: Choose LinkedIn scraper behavior<\/h3>\n<p>Select <strong>how many profiles<\/strong> you want to process per launch.<\/p>\n<p>Remember that when you&#8217;re using tools like <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a> for the first time, you should start slowly.<\/p>\n<p><a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\" target=\"_blank\" rel=\"noopener\">Rate limits<\/a> exist to control how many actions you can run, and if you overdo it, then it could affect your LinkedIn account. Instead, respect the recommended <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\" target=\"_blank\" rel=\"noopener\">LinkedIn limits<\/a> to avoid any restrictions.<\/p>\n<p>You can also choose what <strong>profile data<\/strong> you want to gather.<\/p>\n<p>Data export options include:<\/p>\n<ul>\n<li>LinkedIn posts<\/li>\n<li>Articles<\/li>\n<li>Comments<\/li>\n<li>Reactions<\/li>\n<li>Documents<\/li>\n<li>Newsletters<\/li>\n<li>Events<\/li>\n<\/ul>\n<h3>Step 5: Set your LinkedIn scraper launch frequency<\/h3>\n<p>Decide how often you want to extract data from LinkedIn posts.<\/p>\n<p>Remember, rate limits exist for a reason! Rather than scraping LinkedIn posts in bulk, having multiple launches throughout the working day is best.<\/p>\n<p>Then, you can save your progress and launch the Phantom.<\/p>\n<p>The LinkedIn post data will appear beneath the launch panel, ready for you to export or visualize in your <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a> account.<\/p>\n<h2>Best LinkedIn post scraper tool without coding<\/h2>\n<p>Now that you understand the scraping process let&#8217;s explore which tools could be a good fit for you.<\/p>\n<p>You can read our <a href=\"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\" target=\"_blank\" rel=\"noopener\">detailed guide on different LinkedIn scrapers<\/a> and the data they can export, but in the meantime, here&#8217;s a quick overview of our favorite tools for scraping LinkedIn posts.<\/p>\n<h3>PhantomBuster<\/h3>\n<p><a href=\"https:\/\/phantombuster.com\/\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a> is a lead generation automation platform that lets you run 100+ actions across <a href=\"https:\/\/phantombuster.com\/phantombuster?category=linkedin\" target=\"_blank\" rel=\"noopener\">LinkedIn<\/a>, Sales Navigator, and more.<\/p>\n<p>With PhantomBuster, you can:<\/p>\n<ol>\n<li><strong>Get the data you&#8217;re looking for:<\/strong> Whether it&#8217;s from <a href=\"https:\/\/phantombuster.com\/phantombuster\/6988\/sales-navigator-search-export\" target=\"_blank\" rel=\"noopener\">Sales Navigator<\/a> search results, LinkedIn job listings, Google Maps, and more, you can get a fresh list of leads from any webpage.<\/li>\n<li><strong>Create a comprehensive database:<\/strong> Scrape <a href=\"https:\/\/phantombuster.com\/blog\/lead-enrichment\/how-to-get-emails-from-linkedin-sales-navigator-profiles\" target=\"_blank\" rel=\"noopener\">emails<\/a>, company phone numbers, job titles, and other web data to learn more about your leads.<\/li>\n<li><strong>Plug the results into your CRM:<\/strong> With easy export options and <a href=\"https:\/\/phantombuster.com\/blog\/lead-enrichment\/hubspot-data-enrichment\" target=\"_blank\" rel=\"noopener\">CRM<\/a> integrations, you can quickly plug your web data into the next step of your sales or marketing workflow.<\/li>\n<li><strong>Run outreach campaigns:<\/strong> From personalized <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-connection-message\" target=\"_blank\" rel=\"noopener\">connection requests<\/a> to <a href=\"https:\/\/phantombuster.com\/blog\/ai-automation\/automate-linkedin-messages\" target=\"_blank\" rel=\"noopener\">automated messages<\/a> on LinkedIn, you can automatically engage with your prospects.<\/li>\n<\/ol>\n<p>After a <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">14-day free trial<\/a>, pricing starts at $56 for an annual plan. This includes 20 hours of execution time, 10 Phantom slots, 10,000 <a href=\"https:\/\/phantombuster.com\/phantombuster?category=ai\" target=\"_blank\" rel=\"noopener\">AI credits<\/a>, and 500 email finder credits.<\/p>\n<h3>Octoparse<\/h3>\n<p>If you&#8217;re looking for a web scraper with a free plan, then Octoparse could also be a match. Octoparse is a scraping tool for websites and social media networks, and it lets you save your data in any format.<\/p>\n<p>While it doesn&#8217;t have the same outreach functionality as <a href=\"https:\/\/phantombuster.com\/blog\/ai-automation\/phantombuster-alternatives-competitors\" target=\"_blank\" rel=\"noopener\">PhantomBuster<\/a>, Octoparse lets you:<\/p>\n<ol>\n<li><strong>Build no-code workflows:<\/strong> Octoparse&#8217;s built-in workflow designer allows you to visualize everything straight from your browser.<\/li>\n<li><strong>Get AI-powered insights:<\/strong> Use AI analysis and &#8216;Auto detect&#8217; to fuel your web scraping process.<\/li>\n<li><strong>Schedule scraping:<\/strong> Use Octoparse&#8217;s cloud-based software to run scraping campaigns at any time.<\/li>\n<\/ol>\n<p>Pricing starts with a free plan, and this includes 10 tasks and up to 10,000 data rows per export.<\/p>\n<h2>Conclusion<\/h2>\n<p>LinkedIn posts can deliver crucial insights into your target audience and competitors. And with the right <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\" target=\"_blank\" rel=\"noopener\">LinkedIn post scraper<\/a>, you can run your data collection workflows in record time.<\/p>\n<p>If you&#8217;re new to scraping, why not take PhantomBuster for a <a href=\"https:\/\/phantombuster.com\/signup\" target=\"_blank\" rel=\"noopener\">free trial<\/a>? It could make all the difference to your lead generation campaigns.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Compare 2026&#8217;s best no-code LinkedIn post scrapers. Extract posts, comments &#038; reactions automatically with PhantomBuster or Octoparse. Tested, ranked by ease &#038; features.<\/p>\n","protected":false},"author":8,"featured_media":12522,"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-4391","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 v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>2026&#039;s Best No-Code LinkedIn Post Scraper Tools [Tested &amp; Recommended] - PhantomBuster Blog<\/title>\n<meta name=\"description\" content=\"Compare 2026&#039;s best no-code LinkedIn post scrapers. Extract posts, comments &amp; reactions automatically with PhantomBuster or Octoparse. 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