Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry. Dux-Soup is a powerful LinkedIn automation tool available as a Chrome extension. One of its primary features is its data scraping capabilities, which enable you to extract and export valuable information from LinkedIn profiles and pages.

Configure your proxy settings

Here are the 26 best LinkedIn scrapers and automation tools to help you streamline your lead generation efforts and export your lead lists more easily. Below are our top picks of LinkedIn scraping tools to make the process easier. Each is suited to different user needs, from developers seeking web scraping APIs to marketers in need of no-code solutions.

• Data scraping, is not illegal per se, but LinkedIn’s Terms of Service prohibit unauthorized scraping, including job scraping.
• A cloud-based scraping and automation tool that supports LinkedIn among other platforms.
• Compare features, pricing, and reliability to find the perfect solution for your data needs.
• That’s why Bright Data has a staging environment for validating and reparsing your scraped data.
• Note that the pricing isn’t specific to LinkedIn, you can use this tool to scrape any website without being blocked.
• Expandi also provides educational resources to help users become more proficient in LinkedIn outreach.
• These tools provide intuitive interfaces and pre-built workflows that help you to scrape LinkedIn efficiently.
• This means you no longer have to spend hours manually copying and pasting data from the social networking platform.
• Once extracted, you can send the data directly to your preferred storage or export it in CSV or JSON formats.

SalesRobot

• LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service.
• It’s interesting as the software uses predictive analytics by identifying candidates who are more likely to change jobs.
• In fact, here’s a full demo of using a few Proxycurl APIs with real-life use-cases (including one using ChatGPT to build personalized email), by our very own CEO, Steven.
• Therefore, always make sure to use scraping tools that respect ethical standards.
• First, you need to determine what type of data you want to extract from LinkedIn.
• Its no-code data collector even allows users to bypass restrictions like CAPTCHAs and IP bans.

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.

• Another huge plus is that PhantomBuster makes sure you don’t go over LinkedIn’s rate limits.
• If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool.
• The platform can handle tasks like extracting public profiles, job postings, or company information.
• Automated LinkedIn scrapers help companies and solo professionals gain valuable insights for growth while saving time for more priority tasks.

Build a Solid Database

Linked Helper 2 is a LinkedIn automation tool with a powerful data-scraping feature. It is designed to help individuals and businesses automate their LinkedIn outreach and lead-generation efforts. Octopus CRM is an excellent tool for businesses, sales teams, and marketers looking for reliable data extraction software that also comes with LinkedIn automation features.

Additional Facilities Offered by Bright Data

The reason is that the company controls one of the largest, widest, fastest, and most reliable proxy networks in the world. This includes millions of residential proxies, which are ideal for implementing web scraping tools. Using the Bright Data LinkedIn data set eliminates the need for manual web scraping, saves time, and provides structured data ready for analysis. Although manual web scraping works for small-scale data extraction, it becomes time-consuming and inefficient at scale. Bright Data offers a simpler and more efficient alternative, allowing you to effortlessly access vast amounts of LinkedIn data. LinkedIn, as a professional networking platform, is a treasure trove of data.

Scraping LinkedIn Data Has Never Been So Easy

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.

How To Export LinkedIn Contacts To Excel? [2025 Guide]

Think of it as a robotic bouncer sifting through profiles, posts, job listings, comments, positions, job titles—you name it—to grab whatever intel you need. With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc. In this table, you will find all the information on the different LinkedIn Scraper Linkedin scraping tools we mentioned. It offers a range of features to help users gather and manage contact information efficiently. They are a generalist automation platform that offers a lot of different scrapers, including some for LinkedIn. The best part that I like about PhantomBuster is the lead generation part.

Step 3: Use Chrome DevTools to understand LinkedIn’s site structure

Just map the data on a page and the platform’s algorithm will do the rest. What you get is an API that gives you real time access to the data on that website. If you are in human resources or market research for a firm, this category of LinkedIn scrapers might appeal to you. You have to file an application for access with details on how you’re going to use the data. LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service. The approval process can take several weeks, and there is no guarantee you will be approved.

Top tools for efficient LinkedIn scraping

“Handy tool fo LinkedIn”The overall experience is very satisfactory as it saves a lot of time and helps in reducing reduntancy. The tool also does the job of checking the validation of the profile so reduces the manual labor required to check post scraping. And as a LinkedIn job scraper, you can use it to research potential candidates you may approach with job opportunities. Octopus CRM also offers analytics and reporting tools, allowing you to track the performance of your campaigns and optimize your outreach efforts over time.

Is it necessary to have technical skills to use a LinkedIn scraper API?

In this example, I’ve searched for CEOs of small companies (1-10 employees) in the Bay Area who posted on LinkedIn in the last 90 days. It’ll rotate IPs after every request (or as needed) and choose the right Headers based on years of statistical analysis and machine learning. With this list, now you’re equipped with the power of identifiable options. Weigh your needs and make an informed decision, because no one wants to change their providers midway. It’s just too much hassle, takes too much energy, money and messes up with your datasets. They have their plans drawn out on their website but to get the pricing details, you will have to contact them.

Dripify is a cloud-based LinkedIn automation and scraping tool designed to help your sales team automate LinkedIn prospecting and close more deals. Another feature scraper brought to you by yours truly is the LinkedIn-API by Tomquirk. A highly favored tool among developers for its flexible, code-based approach to scraping LinkedIn profiles, job listings, and more.

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.

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. Although this method is free, you need to be a developer with some basic skills. This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections.

Key Features of Nimble

• 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.
• In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup.
• That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles.
• LinkedIn comes into play to find you the right contacts for your email lead generation efforts.
• With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms.
• The filters are awesome and have a variety of fields where you can tune your search results.
• No doubt, LinkedIn stands out as one of the biggest and richest resources for scraping valuable information.

While all of these data scrapers are reliable and safe, they have different pricing models. As such, you should make sure to research multiple tools, compare their pros and cons, and consider their prices to find the best LinkedIn scraping tool for your business. 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.
• You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving.
• 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.
• You’ll use requests to fetch the page’s HTML content and BeautifulSoup to parse and extract the relevant information.
• Here, we have tried to unveil the most intriguing ways to scrape LinkedIn.

This makes it an incredibly useful tool for businesses looking to generate leads, build targeted email lists, or conduct market research. You can export the scraped data and even load it into your marketing software to create targeted outreach campaigns and generate more leads for your business. Those are our top picks of scraping tools in 2025 for real-time data collection from LinkedIn for lead generation and email marketing. 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. You can then use the scraped data to create targeted outreach campaigns and generate more leads for your business.

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.

Conclusion – Which LinkedIn Scraper Is Best For You?

These APIs come equipped with integrated residential proxies, both dedicated and rotating. The Web API, in particular, offers tools like page interactions and parsing templates. This functionality is especially beneficial for handling sites in niches like E-commerce, SERP, and Maps, which may not be as easily accessible with other APIs. The risk of using browser extension scrapers is dependence on browser.

To cut it short, we must say Helium Scraper is an excellent choice for anyone looking to extract valuable data and insights from LinkedIn profiles. It will be a valuable asset for any business seeking a competitive edge in its industry. This means you can extract data with ease, even if you have no experience with web scraping or data extraction. In addition to scraping data from LinkedIn profiles, Phantombuster offers several other features that make it a powerful tool for LinkedIn automation.

It is best for anyone looking to quickly extract valuable data and insights from LinkedIn profiles and other websites. With CoreSignal, you can scrape LinkedIn profiles based on multiple filters, such as job titles, company names, and industries. Once extracted, you can send the data directly to your preferred storage or export it in CSV or JSON formats. This intelligent tool offers various LinkedIn scraping features, supercharging lead generation, marketing, and sales campaigns. It is built on an auto data point identification model that makes data detecting and scrapping a breeze.