How to Scrape LinkedIn Data at Scale Complete Guide

Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information. It’s designed to collect public data like profiles, company info, job listings, and posts without you needing to worry about technical stuff like proxies or CAPTCHAs. Among its features is a LinkedIn scraper to find and extract data from relevant‍ prospects and candidates in minutes. This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more. HeyReach is automation software to support agencies and marketing teams in scaling their LinkedIn outreach. It enables users to send unlimited connection requests and messages from multiple synchronized accounts within the same cloud-based platform.

Browser-extension LinkedIn scrapers

The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams. However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted. You can easily find your ideal prospects based on criteria like job title, industry, location, etc., and automatically enroll matching profiles into your automated campaigns. These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download.

How to Build an Amazon Price Tracker With Python

Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier. Those who are up for the challenge, I present to you a list of some projects that I deem are perfect for LinkedIn scraping. The public projects in Github are an excellent choice to look for sources that are free to use and customizable. These are ready-to-use tools usually built by independent developers and come with varying levels of documentation and community support. Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access.

The 26 Best LinkedIn Scrapers in 2025 [Free & Paid]

This is especially useful for high-volume outreach, allowing teams to reach more people while still focusing on high-quality, relevant prospects. The best way to scrape data from LinkedIn is to use scraping tools and automatinos, like Evaboot, Phantombuster, TexAu and others. With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms. This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn. It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture.

PhantomBuster (4.2/ ⭐⭐⭐⭐⭐

Leverage the data you received from LinkedIn scraping to build outreach campaigns and reinforce your sales strategy. This extension captures details such as first name, company name, and LinkedIn URL and then adds them to your selected Lemlist campaign. You can also add leads individually to Lemlist, including extra details from their LinkedIn profiles, like job titles, certifications, industries, and company information.

• SeekOut combines LinkedIn data with other sources to offer a robust platform for diversity hiring, talent sourcing, and analytics.
• By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights.
• Another feature scraper brought to you by yours truly is the LinkedIn-API by Tomquirk.
• And we’re not just talking basic stuff like names and job titles – it captures location and company details down to years of experience and connection counts.
• Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do.

(+ Top LinkedIn Scrapers for 2025 with Pros & Cons

If your focus is on data extraction and enrichment, Proxycurl offers a comprehensive solution. The email finder feature in the platform is acclaimed among users, and I can see why. Lusha sells access to its huge B2B database where businesses can find verified contact details. When used wisely, LinkedIn scraping becomes a powerful asset, empowering businesses to streamline outreach, refine strategies, and make effective data-driven decisions. The legality of LinkedIn scraping occupies a gray area where technical, legal, and ethical considerations overlap. Although scraping publicly available data is not outright illegal, it may conflict with LinkedIn’s terms of service.

Response times

You can then export the scraped data to your database or as a spreadsheet document, such as CSV or Excel. LeadCrush lets you quickly export leads and their email addresses from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets. And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more. This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.

What Is A LinkedIn Scraper & Why Use One?

Another key feature of ScrapIn is its ability to search for data in real time. If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool. First, you need to determine what type of data you want to extract from LinkedIn. For instance, you can look for job postings, profiles, or company information. Identifying your target data allows you to find what you exactly need, which in turn saves time and effort.

How to Scrape Job Postings [+Python code]

This can help you build stronger connections and improve response rates. You can then use the collected information to inform your LinkedIn marketing strategies and stay ahead of the competition. What’s more, you can use a LinkedIn post scraper to analyze the types of content your competitors are sharing and the engagement levels they are receiving. Using this information, you can improve the quality and relevance of your own content. Yes, some LinkedIn scraper APIs can be used to automate tasks like sending messages, following/unfollowing users, and managing your LinkedIn network. Let’s say you’re using PhantomBuster to scrape data from 50 profiles every day.

Profile Discovery

Bright Data’s products include datasets, scraping solutions, and proxy networks. “Helpful tool for lead generation, recruiting, and automating the process”MeetAlfred is an easy-to-use tool to help find leads or potential employees on Linkedin. You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up. Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.

Supercharge your CRM system by enriching it with real-time LinkedIn data insights. Extract professional insights instantly with high latency, ensuring data is fresh and relevant. Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose API, provided JSON profile data about ~70% of the time. Each URL was processed once by each provider, and the responses were collected for analysis. We are going to explore 13 of the top B2B data providers offering high-quality data and valuable insights.

LinkedIn Scraping Tools You Have To Try in 2025 [FREE tools included]

This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses. A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts. By scraping data from LinkedIn profiles and Sales Navigator, you can gather information that you can use to segment your email lists and create targeted campaigns.

Trump Offers Buyouts To Federal Workers Who Resign By Feb. 6

With the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case. The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides. The tool has been designed to extract data from LinkedIn profiles with high precision, ensuring that the data you collect is accurate and up-to-date.

Lemlist has a cockpit management feature, which serves as a single dashboard, where you can manage your team accounts. If a prospect responds, they are moved from your campaign into your pipeline for you to close. The Dux-Dash campaign statistics provide a clear overview of areas that need improvement to optimize your LinkedIn lead generation efforts. Now, use the command line to specify the type of data you want to scrape.

Top tools for efficient LinkedIn scraping

• Although LinkedIn prohibits scraping in its TOS, the enforcement is often limited to high-volume or disruptive activities.
• Then, authenticate your LinkedIn account using email and password (use this responsibly to comply with LinkedIn’s terms of service).
• At Squeeze Growth, I write seriously detailed and unadulterated SaaS reviews for businesses and entrepreneurs.
• The point-and-click interface is easy to figure out even if you don’t have any instructions or tutorials.
• A quick look, and the app is geared for lead generation and GETTING YOUR MESSAGE OUT.
• The database covers a large portion of the employees in the industry, is frequently updated, and is straightforward to access.
• First, create a new free ScraperAPI account to have access to our API key.
• LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections.

By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose. The scrapers in this category are for generating leads and discovering verified contact details, indispensable for sales and marketing professionals. By scraping LinkedIn data, companies can easily receive valuable insights to power their outreach efforts and save time using specific LinkedIn automation tools. “Powerful automation to boost your business growth”We use TexAu to extract, process, and filter data with just a few clicks of the mouse. TexAu is a powerful automation tool for marketers, sales people, and everyone in between.

You should never invade a person’s privacy or indulge in malicious activities while scraping data. Therefore, always make sure to use scraping tools that respect ethical standards. It speeds up the profile extraction process, making the entire collection smoother and more informative for decision-making. Also, the customizable data solution meets the particular needs of businesses, and it has an intuitive interface that is accessible to less technical teams as well. If you’re tired of sifting through endless lists of scraping tools with no clear winner.

Linkedin Scraping Tutorial with Python

It offers unparalleled access to a vast database of professional profiles, company information, and job market insights. Brightdata has a cloud-based LinkedIn profile scraping service that lets you scrape LinkedIn profiles, searches, jobs and more without you having to use your LinkedIn account. Moving away from singular developer solutions, we are now talking large-scale.

Influencer marketing, scraping social media posts of certain influencers in your industry is key to stay up to date with the latest trends. For users who do not want to manually perform web scraping, Bright Data also offers an extensive LinkedIn dataset. You connect to a Chromium browser through a proxy, navigate to the company page of SpaceX, and extract the About us description and Company size. Remember, while it’s technically possible to navigate around these techniques, doing so may violate LinkedIn’s terms of service and can lead to your account being banned.

Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests. They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses. Once you install the extension, you can perform Sales Navigator searches and then export the data back to Evaboot.

These scrapers are designed to serve large corporations that require high-scale data extraction. Most of them are focused on detailed analytics, integrations with CRMs, lead generations and much more; everything to be a complete data solution for organizations. Now, it’s time to start contacting your leads and turning them into clients.

Contact our sales team through WhatsApp, Telegram, Skype, email, or live chat.3. Clearly explain how you intend to use our proxies, including the type of product, target domains, use case, and required bandwidth. Use LinkedIn data to sharpen your outreach strategies, focusing on key professionals and customizing engagement efforts. Navigate the recruitment landscape efficiently using detailed LinkedIn data on candidates, skills, and career performance.

LinkedIn enables users to choose from over 36,000 skill titles to highlight on their profiles. LinkedIn has strict rules about the number of connections, messages, and profile visits users can make daily. If these limits are exceeded, LinkedIn can suspend or even terminate your account. With ProspectIn’s “Safe mode” feature, LinkedIn Scraper you can set daily activity limits to ensure you do not exceed LinkedIn’s limits. Think about things like the kind of data you want to collect, how big your scraping projects will be, and how skilled you are with technology. Another huge plus is that PhantomBuster makes sure you don’t go over LinkedIn’s rate limits.

You can filter your search by location, industry, job title, or even years of experience. Businesses can, therefore, cut to the chase without the bloat of superfluous information by personalizing. As a user, this tool gives you access to real-time and well-structured information. If you don’t want to go through the hassle of scraping LinkedIn yourself, you can also buy a dataset of LinkedIn profiles directly from Brightdata starting at 2.5 per 1K records. Phantombuster can scrape data from a lot of different social media platforms such as LinkedIn, Google, Twitter (apparently it’s called X now), Instagram and more. Most tools implement techniques like random delays or IP rotation to reduce detection risk.

Doing so will save you time and help you stay in touch with your network. Apify is another cool online platform that makes it super easy for developers to create and run scraping tools. One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn. Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages. For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies. By scraping LinkedIn for job titles and current employers, a sales rep could build a list of product managers in tech companies for a new software tool.

If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered. Here, we have tried to unveil the most intriguing ways to scrape LinkedIn. Modify the profile URLs and date ranges to collect posts from specific LinkedIn profiles. Jacob Kalvo, CEO of Live Proxies, a leader in residential proxy solutions. Embracing a LinkedIn Scraper API is not just about unlocking data; it’s about opening up opportunities, driving growth, and finding success in professional endeavors. These APIs are very easy to integrate or fit into the existing work cycle, whether you’re a seasoned developer or just beginning your career path.