In less than 10 minutes, I had 5,000 profiles of marketing managers, complete with names, positions, and company info, all in a neat CSV file. You get data such as names, job titles, and company info—all in one go. Zyte, a web scraping company, provides a general-purpose API equipped with data parsing capabilities, primarily catering to the e-commerce sector. Its dashboard features an API playground that automatically generates code snippets based on selected parameters. Time to find out which are the best tools for scraping data from LinkedIn based on the criteria presented earlier.

Proxy-based LinkedIn scrapers

• A lot of standout features in this tool, starting with the Boolean search, which allows you to combine keywords with modifiers like and, not, and or to get more relevant results.
• All the data is neatly pulled into a CSV file or directly sent to HubSpot for further use.
• That’s why Bright Data has a staging environment for validating and reparsing your scraped data.
• They’ve also got rock-solid scalability, so whether you need to scrape 10 profiles or 10 million, Apify can handle it.
• Thus, instead of manually gathering data, scraping LinkedIn profiles and collecting large amounts of information happens in a minimum time.
• It allows users to send personalized invites, messages, and InMails and also supports email outreach.
• This way I don’t have to work through a separate data enrichment tool’s UI – I can work directly from LinkedIn.
• LinkedIn scraping tools automates the process of extracting data from LinkedIn profiles.

Furthermore, the collection of detailed data helps identify patterns and trends that may well have remained hidden. For instance, by analyzing numerous profiles within a particular industry, companies are able to spot emerging skills or certifications that are increasingly becoming relevant. Such insight provides organizations with a competitive edge in terms of informed decision-making using actual and updated information. For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles. Sales teams will have the latest information about leads to craft their pitches.

• Our software ensures compliance, efficiency, and customization to meet your goals.
• It is a Chrome extension that allows you to use your own LinkedIn account to scrape LinkedIn.
• Derrick allows you to use an existing database or extract data from LinkedIn Sales Navigator to build a more recent and targeted database.
• Yes, some LinkedIn scraper APIs can be used to automate tasks like sending messages, following/unfollowing users, and managing your LinkedIn network.
• With so many LinkedIn scraping tools out there, how do you know which one to choose?
• It speeds up the profile extraction process, making the entire collection smoother and more informative for decision-making.
• In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup.
• Thus, the adoption of this technology will allow the business to take an informed, agile approach to connecting clients and prospects for success.

LinkedIn contacts

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. Proxycurl gives you access to rich B2B data from more data sources than just LinkedIn.

Key Features of Nimble

Bright Data offers LinkedIn datasets tailored to specific LinkedIn use cases. Dripify is a LinkedIn automation and prospecting cloud platform that supports sales professionals in automating various tasks on LinkedIn. The service offers several features and tools, including a LinkedIn scraper. That allows users to retrieve email addresses, phone numbers, and more from LinkedIn profile pages and export the data to a CSV file.

Cons:

Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field. To avoid any confusion, make sure to keep your data organized by labeling it properly. Customize the company URLs and date ranges to retrieve posts from specific company pages. Discover all posts authored or interacted with by a specific LinkedIn profile. Trial plan include 20 requests with all the features of the paid plans. You can also self-host our open-source package if you want to manage scaling yourself.

Best Instant Data Scraper Alternatives [+ How to choose]

This tool’s main goal is to automate sending LinkedIn messages and connection requests, but it can also export LinkedIn searches. Linked Helper is one of the oldest LinkedIn automation tools on the market. “Awesome tool for outreach”The level of personalisation and the quality of the AI copy. Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best. The tool is celebrated for its speed, ability to scrape locked profiles, and unlimited page scraping capability. This ensures you have clean lists for email campaigns and CRM integration.

Fresh Data in Real Time

Regular LinkedIn scraping keeps companies agile, well-informed, and ready to adapt to market changes. LinkedIn uses anti-scraping technologies to protect user privacy and prevent unauthorized data extraction. Violating these measures can lead to severe account restrictions or even bans. 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.

ScraperAPI’s rendering feature allows you to scrape JS-heavy sites without using headless browsers.

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.

Apify (4.3/ ⭐⭐⭐⭐⭐

The risk of using browser extension scrapers is dependence on browser. Unlock the secrets of efficient LinkedIn scraping at Scrapin.io’s blog. Elevate your data extraction skills and stay ahead in the world of business intelligence. In addition to these benefits, ScrapIn maintains a commitment to ethical data scraping practices.

Web Scraping: Unlocking Business Insights In A Data-Driven World

• With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points.
• By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched.
• You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns.
• For example, companies can review job postings, skills, and hiring patterns to identify which roles and expertise are in demand.
• Monthly hand-picked discoveries and stories of thriving in a new world of sales marketing.

By using a LinkedIn scraper, you can collect the data and find the targeted audience. Hence, you can make personalized messages and reach out to the targeted audience with a more personalized message. LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections. The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs.

Lead generation and prospecting

“Automated LinkedIn network building & brand awareness – if a little clunky”The ease of importing lists, especially combined with Sales Nav, for a steady growth of connections. Even if you change the content of a Funnel, the queued activity isn’t edited. “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team. Lyne leverages AI and Machine Learning to uncover information that the average sales rep couldn’t find, providing users with a competitive edge. Findymail is a powerful B2B email finder designed to automate and streamline finding verified professional email addresses. Similarly, recruiters can use PhantomBuster to automate their outreach and make their recruitment process more efficient.

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.

What is the best way to scrape LinkedIn data?

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. They’re built for people who just want results without the technical hassle. Although LinkedIn prohibits scraping in its TOS, the enforcement is often limited to high-volume or disruptive activities. With Snov.io, you can create automated cold email sequences and add LinkedIn actions to your campaigns. You can export the information as a CSV file or directly integrate it into your CRM.

Response Time

With the right tools and smart practices, you can safely gather valuable insights on prospects, clients, and competitors within minutes. Octoparse is a powerful yet user-friendly web scraping tool designed specifically for extracting data from websites like LinkedIn without writing a single line of code. “A Game-Changer in B2B Lead Generation”Waalaxy seamlessly integrates with LinkedIn, making it a powerful extension of your LinkedIn profile. This integration allows you to access your LinkedIn contacts, view profiles, and send connection requests and messages directly through the platform.

“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.

• With over 1.8k GitHub stars and thousands of monthly downloads, it represents the most popular Python LinkedIn scraping tool.
• Wiza allows you to export leads from Sales Navigator, LinkedIn, and Recruiter.
• This API provides unlimited usage, allowing you to access a vast amount of data that would otherwise be unattainable due to LinkedIn’s restrictions.
• Now, you can apply filters to further refine your choices and obtain specific data that meets your criteria, then click “Purchase options” to see how much it’ll cost.
• If your focus is on data extraction and enrichment, Proxycurl offers a comprehensive solution.
• If these limits are exceeded, LinkedIn can suspend or even terminate your account.
• Furthermore, the collection of detailed data helps identify patterns and trends that may well have remained hidden.

Besides LinkedIn data scraper options, Snov.io offers the Email Finder Chrome extension to help you collect high-quality contacts from various websites. In this article, I will guide you through LinkedIn’s limitations and provide practical tips for responsible scraping. When used wisely, scraping LinkedIn can significantly boost your outreach in 2025. Coresignal’s massive database houses over 694 million employee records packed with details like job titles, work experience, education, and contact info. Of course, behind every great outreach campaign is a solid database, which is where Linked Helper 2’s data scraping capabilities truly shine.

Just load up the relevant template, make a few customizations if needed, and you’re ready to start scraping valuable LinkedIn data with just a few clicks. Prospeo is a LinkedIn scraping and email-finding tool designed for efficient business outreach. “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.

It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture. 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.

Save your leads in Snov.io sales CRM and segment them for your outreach campaigns by creating the needed lists. When adding new prospects’ profiles, you can choose the list of where to save them. LinkedIn scraping helps automate lead generation and improve prospect LinkedIn Scraper targeting. Sales teams can use the data to identify prospects who better match their ideal customer profile and are worth pursuing. In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies.

The initial approach you used to scrape LinkedIn can face challenges, including pop-ups and reCAPTCHA, leading to potential code blockages. However, utilizing the Bright Data Scraping Browser allows you to overcome these obstacles, ensuring uninterrupted scraping. In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup. After you learn about the process step-by-step, you’ll also learn about the Bright Data solution that makes scraping LinkedIn much faster.

With this data, you can easily create targeted marketing campaigns and connect with potential customers on LinkedIn. CoreSignal claims to be a powerful alternative data-scraping tool, making recent data available to any company or individual. It allows you to find and scrape data from firmographics and publicly available professional profiles, including LinkedIn profiles.

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.

One of the key advantages of using Lemlist as a LinkedIn scraping tool is its user-friendly interface. The tool is incredibly easy to use, even for users who have no experience with web scraping or data extraction. Plus, Lemlist is highly customizable, allowing you to tailor your scraping parameters to meet your specific needs. LinkedIn scraping tools automates the process of extracting data from LinkedIn profiles.

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.

Unless you scrape the data that is publicly available, you don’t violate the Computer Fraud and Abuse Act (CFAA) and the Digital Millennium Copyright Act (DMCA). To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations. That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles. Open the lead’s profile, a company page, or a search results page with specific filters and launch LI Prospect Finder by clicking its icon in the top-right corner of your browser.

This means you no longer have to spend hours manually copying and pasting data from the social networking platform. In this guide, you took a look at some of the best LinkedIn web scraping tools to extract data from the popular social networking site. The most effective setups for data extraction usually rely on one of the tools mentioned here. Oxylabs is a well-known proxy provider but also offers some scraping tools. One of these services is a scraping API to retrieve data from web pages, even if they are protected by anti-bot solutions.