LinkedIn Scraper: 25+ Best Scraping Tools in 2025

In this guide, we have discussed the best way to scrape job postings in 2024. In addition, ScrapIn is legally compliant and operates within a legal framework. Hence, this API stays compliant with data protection laws including GDPR and CCPA. Install PhantomBuster’s browser extension and connect to your LinkedIn.

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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.

Optimize your recruitment processes:

This alleviates issues with consents, personal data and other compliance hurdles. Keep up with the latest industry shifts and trends by continuously scraping LinkedIn data. Our API is easy to integrate into your existing workflows, making LinkedIn data collection straightforward. Then, you can import this data into your CRM to automatically enrich new contacts and tailor your lead generation strategy. Keep in mind that the information available on public profiles changes from page to page depending on what the user has decided to make public.

SalesRobot

• Then, log into LinkedIn and retrieve the li_at cookie from your browser’s developer tools.
• Each URL was processed once by each provider, and the responses were collected for analysis.
• That’s because the tool extracts data from LinkedIn profiles and provides analysis and insights into the collected data.
• It requires no technical knowledge and automatically handles everything, including email and phone verification, data scraping, and even sending out email and LinkedIn messages.
• You can then use the scraped data to create targeted outreach campaigns and generate more leads for your business.
• In this table, you will find all the information on the different Linkedin scraping tools we mentioned.

Coresignal might not be your typical scraper, but it does sell scraped data. They’re a major player in the industry and there’s a reason why customers prefer their service for their data solutions. 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.

How to Build LinkedIn Data Scraper with Python (Easy Guide)

No doubt, LinkedIn stands out as one of the biggest and richest resources for scraping valuable information. Whether you need to create targeted marketing campaigns or identify promising leads, the need for an effective LinkedIn scraper can’t be overruled. One common misconception about data scraping tools is that they require advanced technical skills to use.

How To Use LinkedIn Scrapers For Lead Generation?

Even if you need to slurp up 10 million LinkedIn profiles, their architecture scales seamlessly while smart optimization keeps everything running at peak performance. But what really impresses me is how Nimble handles scraping at a massive scale. Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.

How Many Profiles Can I Scrape From LinkedIn Every Day?

Explore user-friendly tools perfect for data extraction, from beginners to experts. These are referred to as the safe “Rate Limits” for LindekIn data scraping. Hence, if you respect these limits, you can prevent yourself from getting hit by LinkedIn’s algorithm. If you don’t comply, LinkedIn is likely to block your account due to unauthorized data extraction activity. You can take advantage of advanced search filters offered by LinkedIn.

• Scrupp.com also makes it easy to collaborate with my team members and share files.
• These LinkedIn data scraping tools offer advanced search filters to extract precisely what you want.
• LinkedIn scrapers are designed to crawl public LinkedIn profiles and extract data from the platform, including names, job titles, company names, industries, and skills.
• Dux-Soup is a robust LinkedIn automation tool that takes the wrath out of prospecting and lead generation.
• The email finder feature in the platform is acclaimed among users, and I can see why.
• For each article, you extract and print the title, description, and link.
• Afterwards you could conduct outreach campaigns or export the scraped profiles which includes data points like name, phone number, and email.

PeopleDataLabs

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. The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page. This can be a time-consuming process if done manually, but with the help of a LinkedIn scraper, you can accomplish it in a matter of minutes.

The Benefits of Using a LinkedIn Scraping Tools

Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests. They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses. Once you install the extension, you can perform Sales Navigator searches and then export the data back to Evaboot.

Key Features of Bright Data LinkedIn Scraper

Doing so will save you time and help you stay in touch with your network. Apify is another cool online platform that makes it super easy for developers to create and run scraping tools. One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn. Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages. For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies. By scraping LinkedIn for job titles and current employers, a sales rep could build a list of product managers in tech companies for a new software tool.

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.

Choosing The Right Web Scraping Tools

Headspace takes science-backed meditation and mindfulness tools to improve your mental health. At Squeeze Growth, I write seriously detailed and unadulterated SaaS reviews for businesses and entrepreneurs. They’ve got these cutting-edge data discovery and update systems that ensure a constant flow of new data. But that’s not all – they’ve also got data on 92 million companies, covering the nitty-gritty like descriptions, locations, industries, and employee counts. It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling. With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns.

Export Leads From Sales Navigator

Collect a wide range of LinkedIn data, from career history to current roles, in real-time. Ranking is in ascending order based on the lowest starting price, with the exception of the products of the article’s sponsors which are linked to their websites. 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.

The most common pricing reference you can get online is $99/person/mo. 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.

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.

Pricing for the top LinkedIn scraping tools

• With so many LinkedIn scraping tools out there, how do you know which one to choose?
• If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley.
• It is proudly sponsored by Proxycurl, as a tip of the hat to the developers’ spirit and ingenuity.
• With a couple of clicks, you’ve got workflows handling prospecting, data enrichment, outreach sequences, and anything else that used to be a massive time-suck.
• Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.
• So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date.

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.

• It can retrieve data such as name, about, education, interest, company, job title, experience, and more.
• Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field.
• Then this blog will introduce you to some of the best social media scraping tools available in the market for lead gen.
• Dripify is a cloud-based software created for sales teams, marketers, recruiters – anyone who wants to streamline and automate their LinkedIn prospecting efforts.
• In general, LinkedIn scraping saves hours that otherwise would be spent manually searching for qualified candidates.
• LinkedIn enables users to choose from over 36,000 skill titles to highlight on their profiles.
• This will save you time, allowing you to focus on other important tasks.
• If you want a tool that’s easy to use, LeadLoft is going to be for you.

Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data. Octopus CRM advertise themselves as «the all-in-one LinkedIn automation tool». But on closer inspection, it’s actually not very hard to extract data.

For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job. Our service handles all these complexities, allowing you to scrape any page with a simple API call. Activities that don’t seem “human” are flagged by LinkedIn’s algorithm. The CFAA (Computer Fraud and Abuse Act) clearly mentions, scraping publicly available data isn’t considered hacking. It is LEGAL to scrape publicly available data in LinkedIn, if you are doing it ethically.

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.

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.

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. With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time.

Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it. You’re searching for li elements with the class results-list__item, which contains the course listings. For each course, you extract and print the title, creator, duration, and link.