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

LinkedIn Scraper

The best LinkedIn scraper allows you to perform targeted searches based on specific criteria. LinkedIn has strict rules that don’t allow people to collect data without their approval. Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined. Well, copying and pasting info from LinkedIn profiles one by one is super time-consuming. Customize the API to meet your specific LinkedIn data extraction needs.

Scraping LinkedIn in Python

LinkedIn Scraper

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.

The Comprehensive Guide to B2B Data

  • Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction.
  • This means you’re no longer manually scraping profiles and wasting time.
  • While doing so, you don’t even need to use your account or LinkedIn API.
  • This may help a lot, especially when it comes to recruiting for hard-fill positions.
  • In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process.
  • You can connect this tool to Google Sheets or HubSpot CRM, which makes it really simple to organize and automate your lead generation.

“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.

Getting Started with the LinkedIn Scraper API

  • Jayden’s commitment to responsible tech practices shines through, advocating for privacy and staying at the forefront of industry advancements.
  • MeetAlfred (ex-Leonard) is a powerful multichannel cold outreach tool with many integrations.
  • This allows you to reach your potential leads automatically and generate more sales.
  • LinkedIn has strict rules about scraping data from its website, and it employs several measures to prevent web scraping.
  • Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities.
  • Here are my recommendations on leveraging this information to make the most of LinkedIn scraping for your business.
  • For instance, recruiters often turn to LinkedIn to source candidates for open positions.
  • This means you can better understand your target audience, such as their interests and needs.

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).

LinkedIn Scraper

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Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use. This allows users to safely and effectively automate their LinkedIn lead generation and outreach efforts without risking their LinkedIn account suspension or termination. The software is easy to use, and it comes with a wide range of other features that make it an ideal tool as a LinkedIn scraper. It helps you save time and boost your LinkedIn outreach campaign’s efficiency. Several LinkedIn scraping tools are available, each with its own features and benefits. Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs.

Build a Solid Database

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. The platform also enables profile enrichment with additional details like email addresses and phone numbers.

Common Scraping Challenges with Free Method

Compare features, pricing, and reliability to find the perfect solution for your data needs. LinkedIn allows viewing 80 profiles per day with one free LinkedIn account. This limit extends to 150 profiles per day if you are using a LinkedIn sales navigator account. Once you have scraped LinkedIn data, you can use the information to make the most crucial financial decisions. The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends.

Linkedin Post Scraper

  • Web scraping is generally legal when done ethically and within the bounds of regulations like GDPR and CCPA.
  • With a huge repository of professional profiles, company pages, and job postings, LinkedIn offers plenty of opportunities to gather data for prospecting and lead generation.
  • As industries continue to rely on data-driven strategies, ethical and responsible web scraping will play a critical role in ensuring businesses stay competitive.
  • You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all.
  • It easily solves the need of having to scrape LinkedIn profiles, and you gain access to even richer data than you could obtain by scraping LinkedIn alone.

Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly. 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 LinkedIn Scraper 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. This eliminates the need to switch between multiple tools, saving you valuable time and effort.

Extract number of jobs available at each company

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.

Linkedin Scraping Tutorial with Python

LinkedIn data scraping can be a powerful tool for monitoring your competitors. When you scrape data from competitor profiles or pages on LinkedIn, you gain insights into their target audience and the types of content that engage them. Plus, you’ll identify the people working at your competitor companies. For example, you can use a scraper to extract data from LinkedIn profiles and then import that data into an email marketing or CRM tool. This allows you to send targeted email campaigns to your LinkedIn connections automatically.

LinkedIn Scraper

Monitor Industry Trends

Hopefully, you now have a pretty good idea of the best LinkedIn Scraper APIs in 2025. Basically, the top LinkedIn scraper API for you will depend on what you need and how much money you want to spend. When I started looking for the top LinkedIn Scraper API, Bright Data quickly stood out.

Export the scraped company data to a CSV file

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.

  • That’s why Bright Data has a staging environment for validating and reparsing your scraped data.
  • The tool has features like image and GIF personalization, smart sequences, and integrations with other tools through Zapier, Integromat, or a custom-made webhook.
  • This means you no longer have to spend hours manually copying and pasting data from the social networking platform.
  • They’re a major player in the industry and there’s a reason why customers prefer their service for their data solutions.
  • If you do manage to secure API access by a miracle, the data you get is limited.
  • LinkedIn scrapers can be integrated with other tools to create an automated outreach process.

It is a Chrome extension tool that works on top of your LinkedIn account. It is a Chrome extension that allows you to use your own LinkedIn account to scrape LinkedIn. Note that the pricing isn’t specific to LinkedIn, you can use this tool to scrape any website without being blocked. For example, if you want to scrape all marketing directors at non profits in NYC to invite them to a particular event, then pay as you go is suited for that. The price per credit varies from $0.0216 to $0.1 depending on your volume commitment.

Aspect To Consider When Evaluating LinkedIn Scraping Tools

You can access all publicly data available on Person LinkedIn Profiles such as Job Title, Position History, Educational background and so on. You can also get all Company LinkedIn Profile data such as Industry, Employees, Website, Location … Plus, I’ve included a JS script you can use for scraping LinkedIn and automating your activity.

Frequently Asked Questions about LinkedIn Data Scraping

Linked Helper 2 has you covered with custom filters to pinpoint your ideal audience, automated connection requests, and personalized follow-up messages. TexAu is a cloud-based toolbox that’s all about eliminating the tedious grunt work of generating leads and getting your outreach on autopilot. And if you need to find specific profiles or companies, Proxycurl’s got you covered with an advanced search functionality that supports boolean queries and regular expressions. Apify is this super handy cloud-based platform that makes web scraping, especially from LinkedIn, easy. Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze.

Scraped data lets you focus on people or companies that better match your ideal customer profile. Before you scrape LinkedIn profiles, ensure your tool of choice provides safe operation on the platform. It is essential to save your business data and avoid LinkedIn restrictions. The best part is that Snov.io LI Prospect Finder supports bulk search, which makes LinkedIn scraping even more effective and time-saving. You can also collect leads from Sales Navigator searches for a more advanced approach.


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