16 LinkedIn Scraping Tools Scrape LinkedIn Contacts Like a PRO

While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data. Like most in this list, it deals with B2B data; extensive company and contact information, and is equipped with advanced search capabilities and integration options. The biggest reason you’d want to use Proxycurl is because it’s an incredibly versatile API that’s designed to be built into your existing systems and workflow. You won’t need any VPNs, proxies, a rotating index of LinkedIn accounts, or anything else.

Linkedin Group Scraper

• Originating from Pennsylvania, USA, Jayden’s journey in technology began early, evolving into a career marked by a profound understanding of web development.
• In short, Meet Alfred is a valuable tool for anyone looking to automate their LinkedIn lead generation and outreach efforts while saving time and effort.
• It’s packed with powerful features to ensure fast, reliable, and uninterrupted scraping from challenging websites like LinkedIn.
• 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.
• Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads.
• It’s also great if you have specific scraping needs that other tools can’t address.
• The approval process can take several weeks, and there is no guarantee you will be approved.

In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation. Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there. If you need to scrape LinkedIn profiles for things like talent acquisition, market research, or sales prospecting, Scrapingdog can help you get all the data you need easily. PhantomBuster offers a LinkedIn profile scraper and a company scraper to scrape public data from the platform. Nimble is a web data gathering platform providing various scraping APIs tailored for specific purposes such as SERP, E-commerce, Maps, and a general Web API.

Sales Navigator Account Lists

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.

• Moving away from singular developer solutions, we are now talking large-scale.
• That allows users to retrieve email addresses, phone numbers, and more from LinkedIn profile pages and export the data to a CSV file.
• Scrupp.com also makes it easy to collaborate with my team members and share files.
• You get 200 pages of data in 40 minutes and you’ll be able to launch your projects without spending any time writing scraping scripts by yourself.
• What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort.
• For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies.
• Hence, if you respect these limits, you can prevent yourself from getting hit by LinkedIn’s algorithm.

Job Listings Discovery by Keyword

While you can use different scraping tools that provide valuable insights, it’s important to conduct job scraping responsibly and in accordance with LinkedIn’s policies. One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds. Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach. It allows users to send personalized messages, connection requests, and follow-ups to their LinkedIn contacts. Scrapin.io’s LinkedIn Scraper API provides an intuitive LinkedIn scraper suited for marketers, recruiters, and researchers. The platform simplifies data collection with a browser-based interface and allows the export of structured data, such as contact details, education, and professional experience.

Top LinkedIn Dataset Providers in 2025

LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort. Furthermore, high latency ensures relevant data is retrieved for fast-moving industries like recruitment, sales, and business intelligence. Go with open source LinkedIn scrapers if you have a coding background.

PhantomBuster (4.2/ ⭐⭐⭐⭐⭐

• Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn.
• “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.
• With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc.
• If you’re a beginner, we recommend using the Trial version for 14 days to get familiar with the platform and move to a paid plan after you get comfortable with the tool.
• Such insight provides organizations with a competitive edge in terms of informed decision-making using actual and updated information.
• They provide a LinkedIn scraper that enables users to access lead data available on LinkedIn and export the collected data to a CSV file.

However, no scraper guarantees 100% undetectability, and LinkedIn actively works to detect and block scraping. The point-and-click interface is easy to figure out even if you don’t have any instructions or tutorials. Just copy the URL you want to scrape from, and then use the browser interface inside the platform to point and click. All the data scraped is displayed below and you can even choose the format. Similar to Revelio Labs, Entelo provides predictive recruiting and workforce diversity analysis. It’s interesting as the software uses predictive analytics by identifying candidates who are more likely to change jobs.

PeopleDataLabs

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.

• The platform is easy to navigate, and there were no hiccups signing up for a free trial either.
• But if you haven’t found what you’re looking for, there are many LinkedIn scrapers designed for specific types of data in Apify Store.
• Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects.
• They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information.
• Scraped data lets you focus on people or companies that better match your ideal customer profile.

Best LinkedIn Scraping Tools

By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights. According to Research Nester, the web scraping market is projected to reach $2.45 billion by 2036, with an annual growth rate of over 13%. Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.

Top 10 LinkedIn Scrapers

Whether you’re looking to automate outreach on Twitter, Facebook, Instagram, or even Google Maps, PhantomBuster has got you covered. PhantomBuster is a powerful tool that can take your LinkedIn prospecting game to a whole new level. LinkedIn events are a great source of leads as you can see people who are interested in a particular topic. Additionally, LinkedIn scraping allows you to identify key decision-makers within a company, focusing your efforts on those who have the power to make a purchase. With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points. If you don’t, you can still hire a freelancer to build a custom LinkedIn scraper for your needs.

How to Scrape LinkedIn Data at Scale (Complete Guide)

With so many LinkedIn scraping tools out there, how do you know which one to choose? Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available. Whether you’re a recruiter, salesperson, or just someone looking to network, these tools will help you get the job done quickly and efficiently. The Bright Data LinkedIn Scraper API allows developers to programmatically extract public data from LinkedIn profiles, companies, job listings, and posts. This enterprise-grade solution handles complex infrastructure requirements including proxy management, request throttling, and data parsing.

LinkedIn-Scraper by TufayelLUS

The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features. For outreach campaigns, Waalaxy and Octopus CRM are designed with this primary function in mind. 30+ different options to choose from, no wonder you might feel overwhelmed! Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.

You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns. Arguably, Customer Relationship Management (CRM) systems form the backbone of most businesses, helping them manage interactions with clients, leads, and partners. However, a CRM system is only as effective as the quality and relevance of the data it holds.

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.

Best Instant Data Scraper Alternatives [+ How to choose]

Web scraping is more than just a technical tool—it’s a strategic asset that empowers businesses to make informed decisions, identify trends and maintain a competitive edge. By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape. Different businesses have different requirements when it comes to data. Whereas a small recruitment agency may want to extract candidate profiles, a big corporation may need to acquire data about potential business partners or market competitors. That’s where the customization possibilities of the LinkedIn Scraper API come in.

• To strengthen this point, I mention the case of LinkedIn Corporation versus hiQ Labs.
• Use LinkedIn data to sharpen your outreach strategies, focusing on key professionals and customizing engagement efforts.
• Octopus CRM also offers analytics and reporting tools, allowing you to track the performance of your campaigns and optimize your outreach efforts over time.
• With such rich information in hand, you can create more personalized and effective marketing campaigns that resonate with your audience.
• Sign in to your Snov.io account or create a new one to sync the extension.
• The reason is that the company controls one of the largest, widest, fastest, and most reliable proxy networks in the world.
• You can filter your search by location, industry, job title, or even years of experience.

It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide. LeadIQ is a prospecting platform for SaaS sales teams to book more meetings through better prospecting. Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn. Findymail turns Sales Navigator searches into an email list in one click.

Chrome Extensions Based LinkedIn Scrapers:

In addition to scraping job listings, you can also scrape courses from the LinkedIn Learning page. If you want to scrape LinkedIn profiles one by one, you can use LinkedIn Profile Scraper. Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities. For instance, retailers can uncover bestselling products or monitor dynamic pricing trends to adjust their strategies. Today, social media is experiencing tremendous growth and thus changing how people communicate, connect, and do business. There are many social media platforms, and among the fastest-growing is LinkedIn.

Extract job listings using advanced search criteria and filters to find relevant opportunities. Update the job URLs to collect information about specific job listings. Unlike most solutions on the market, we do not use a database (neither purchased nor built up from our clients).

You have the option to choose if you want to work with your LinkedIn account, Sales Navigator or Recruiter account. A big player in the data solutions market, People Data Labs (PDL) is geared toward large-scale businesses that require enriched data for analytics, hiring, or marketing. It scrapes public LinkedIn data and works with third-party partners to get private data. Then it packages this data into datasets that customers can call using APIs. On the other hand, ZenRows is perfect for any developer who needs to scrape large amounts of data or for anyone struggling to scrape LinkedIn and bypass LinkedIn captchas.

While doing so, you don’t even need to use your account or LinkedIn API. You can also scrape LinkedIn data by using cookie-based applications like PhantomBuster. This linkedin automation tool is capable of scraping the available data from LinkedIn profiles including name, job, contact, education, and even email. Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions. LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts. Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction.

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, LinkedIn Scraper 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.