In addition to LinkedIn data scraping, Octopus CRM is powered with advanced functionalities, such as automated LinkedIn messaging and connection requests. This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently. LinkedIn data scraping can be a powerful tool for monitoring your competitors.

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

You can use it to extract LinkedIn profile information, including names, positions, and workplaces. CoreSignal is an incredibly versatile tool for data extraction and analysis. It is best for anyone looking to quickly extract valuable data and insights from LinkedIn profiles and other websites.

Step 10: Run your LinkedIn web scraper

Octopus CRM Linkedin profile scraper helps you quickly obtain the latest information about your prospects, making it easier to engage with them and convert them into customers. Manually extracting data from LinkedIn can be time-consuming and tedious. LinkedIn comes into play to find you the right contacts for your email lead generation efforts. You can define the type of profiles you want to access, run automated scraping queries and download an up to date list of LinkedIn profiles with all public information you needed. This enables you to find individuals with specific educational backgrounds or skills. As a result, you can expect to get access to a vast pool of professionals.

Profile Discovery

This will give you a clear roadmap of what to expect and help you find out which category best suits your needs. Just keep in mind that ZenRows only collects public LinkedIn data and doesn’t provide email or phone numbers. When comparing LeadLoft and ZenRows, the right choice depends on your needs and technical skills. If you want a tool that’s easy to use, LeadLoft is going to be for you. You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all. If you want to grow your business, LinkedIn is one of the best places to start.

The Comprehensive Guide to B2B 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 LinkedIn Scraper 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. Proxycurl gives you access to rich B2B data from more data sources than just LinkedIn.

First off, Bright Data makes LinkedIn scraping super simple. 🥰🥰

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.

• If you’re not comfortable with coding or don’t want to deal with APIs and scripts, tools like the LinkedIn Scraper from LeadLoft are a lifesaver.
• ProspectIn allows you to automate many of your LinkedIn outreach activities, including messaging, profile visits, follow-ups, skill endorsements, and much more.
• If you want a tool that’s easy to use, LeadLoft is going to be for you.
• It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download.
• For each article, you extract and print the title, description, and link.

Browser Extension LinkedIn Scrapers

“Extremely useful tool for economic research”I use Bright Data to collect data on employment in Israeli high-tech. The database covers a large portion of the employees in the industry, is frequently updated, and is straightforward to access. “Excellent service for optimizing LinkedIn outreach.”I like that it’s easy to use and allows me to run multiple campaigns. One aspect that needs improvement is that I’ve tried to reach out to the company for more options, but it’s too difficult because they don’t even appear on LinkedIn.

Fast Extraction of LinkedIn Profiles

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.

LinkedIn Scraping: Limitation and Legacy

Developers can create their own scraping agents, called actors, and make them available to the community. Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor. A LinkedIn scraper is a tool used to extract data from LinkedIn profiles and company pages. It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details. A LinkedIn automation and scraping tool designed for omni-channel outreach, Zopto is everything they advertise.

How To Scrape Data from Any Website: 5 Code and No-Code Methods

This commitment to ethical standards means that users can leverage the power of ScrapIn with the confidence that they are conducting their data gathering responsibly. Once logged in, browse phantoms and search for LinkedIn Profile Scraper. This phantom will automatically visit the LinkedIn profiles and extract every piece of data that is publicly available. This free GitHub package allows scraping personal and company LinkedIn data for free. You can extract data such as LinkedIn profile URLs, education, experience, or even the interests of a person.

In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process. So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date. By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched.

Profile Checker

SalesRobot has two more plans if you want our professional sales and copywriting teams to personally provide message sequences, handle campaigns and outreach strategy. It’s important to note that email scrapers also give you some of this information along with their email addresses. After testing 12 tools, we’ve got a pretty good idea of what’s worth your time. Let’s start by installing all the dependencies we’ll be using for this LinkedIn scraping project. First, create a new free ScraperAPI account to have access to our API key. As per LinkedIn’s policy, it is very clear that scraping isn’t allowed.

By integrating real-time LinkedIn data into your CRM, you enrich it with fresh, detailed insights. For example, sales teams can use the API to update lead profiles with the latest job titles, company information, or contact details. This way, outreach efforts are always based on accurate and up-to-date information. 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.

Key Features of Coresignal

• While manual web scraping works for small projects, it becomes increasingly challenging at scale.
• It allows unlimited email automation and integration with various lead sources, enhancing lead generation and outreach efficiency.
• So, if you want to find out more about someone’s professional background or skills on LinkedIn, this scraper can do that for you quickly and easily.
• The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.
• It can retrieve data such as name, about, education, interest, company, job title, experience, and more.
• This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently.

LaGrowthMachine is a sales automation tool that helps sales teams and recruiters benefit from the most advanced growth techniques without technical skills. This helps users create unique insights that usually take hours of human work. “User friendly linkedin scraper”Scrupp.com is the most amazing project management tool I have ever used. Scrupp.com also makes it easy to collaborate with my team members and share files.

• Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.
• Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages.
• By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape.
• The most effective setups for data extraction usually rely on one of the tools mentioned here.
• So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date.
• In this article, we are going to unfold the simplest and more efficient ways to export leads from LinkedIn Sales Navigator.
• Here are my recommendations on leveraging this information to make the most of LinkedIn scraping for your business.
• With this data, you can easily create targeted marketing campaigns and connect with potential customers on LinkedIn.

You can use the extracted data to create targeted lists of prospects for outreach and lead-generation campaigns. It is a user-friendly tool that allows you to automate your LinkedIn outreach efforts and manage your lead generation and sales pipeline on LinkedIn more efficiently. These features allow you to expand your network and reach out to potential clients, partners, or candidates more efficiently. With the right data scraping tools, you can gather large amounts of data quickly and efficiently. This means you can build a database of leads in a fraction of the time it would take to collect the data manually. The process of scraping LinkedIn involves setting up search filters based on certain criteria, such as job title, location, company name, and industry.

Bright Data LinkedIn Data Set

Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means. Xverum provides paid access to its massive-scale open web data with an aim to empower ML and SaaS platforms. Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data.

It hosts a wealth of information about professionals, companies, and job opportunities. For instance, recruiters might use it to find potential candidates, sales teams can identify potential leads, and researchers can use it for labor market analysis. Furthermore, the risk of having an account banned for unauthorized data extraction is nullified when using ScrapIn. Besides abiding by these “Rate Limits”, it’s also essential to stay away from unethical scraping. You should never invade a person’s privacy or indulge in malicious activities while scraping data.

Are you tired of manually scouring LinkedIn profiles for potential candidates or business leads? LinkedIn data scraping tools help you gather and extract valuable data from LinkedIn, making your search for the perfect employee or client a breeze. A LinkedIn scraping tool is software or script that can directly access LinkedIn using a web browser.

Browser-based scraping runs its automation by simulating clicks directly on your browser and replicating human behavior. The tool has features like image and GIF personalization, smart sequences, and integrations with other tools through Zapier, Integromat, or a custom-made webhook. The platform serves various use cases such as eCommerce, social media, SERP & SEO, Ad Tech, and market research. Their main goal is to offer automation, but you can also scrape data from LinkedIn using it. Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders. Captain Data is a no-code platform that extracts, aggregates, and integrates data.

• What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort.
• The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information.
• It provides workforce intelligence by analyzing publicly available workforce data.
• One of the unique features of Dux-Soup is its ability to visit and engage with LinkedIn profiles automatically.
• If you do manage to secure API access by a miracle, the data you get is limited.

To avoid risking your account’s safety, using a reputable and reliable LinkedIn scraper that complies with LinkedIn’s terms of service is important. Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing. A LinkedIn scraper uses algorithms to crawl through the LinkedIn website and extract data from various profiles and pages.

The tool has a simple and user-friendly interface that lets you quickly and easily extract data from LinkedIn profiles. The suites of APIs and bulk delivery use advanced algorithms to extract valuable data from around the web, including LinkedIn. With valuable data at your fingertips, you can easily create targeted marketing campaigns and connect with potential customers.

Go with open source LinkedIn scrapers if you have a coding background. If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl. You can get to scraping straight away, although the service might be limited and might need a paid subscription to fully unlock all the features. Bright Data is kind of unique, in the sense, it does not scrape data for you but provides proxies for your own scrapers.