How to Scrape LinkedIn Data at Scale Complete Guide

LinkedIn Scraper

The safest and most efficient way to connect your account to this extension is by using a session cookie. 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.

Linkedin Scraping FAQs

LinkedIn Scraper

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.

How to Make a Short LinkedIn URL

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.

Why scrape data from LinkedIn?

Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting. You can connect this tool to Google Sheets or HubSpot CRM, which makes it really simple to organize and automate your lead generation. Uncover new professional connections by extracting comprehensive LinkedIn profiles, perfect for identifying industry leaders and influencers. Similarly, targeting public posts of key finance executives and investment banks will help build a “radar” for the trending industries and stocks in the financial investment world. Similarly, top technology executives and venture capital firms’ posts will help you identify emerging startups and new products in the market.

How to Scrape LinkedIn Using a LinkedIn Scraper: 5 methods

These scrapers are designed to serve large corporations that require high-scale data extraction. Most of them are focused on detailed analytics, integrations with CRMs, lead generations and much more; everything to be a complete data solution for organizations. Now, it’s time to start contacting your leads and turning them into clients.

Step 2: Set up your LinkedIn data scraping project directory

  • Our service handles all these complexities, allowing you to scrape any page with a simple API call.
  • Lemlist is a powerful cold email software and outreach automation tool to help businesses grow.
  • The legality of scraping is based on different factors like the type of data, the website’s terms of service, data protection laws like GDPR, and much more.
  • The tool employs advanced web scraping techniques to extract data from LinkedIn profiles quickly and efficiently.
  • For the sake of this example, let’s say that we’re trying to build a list of product management jobs in San Francisco.
  • If you’re tired of sifting through endless lists of scraping tools with no clear winner.
  • Most LinkedIn scrapers can directly send the data they extract to your CRM.
  • Helium Scraper is a versatile and powerful tool to extract data from any website, including LinkedIn.

Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads. This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort. See the benchmark methodology for evaluating the best LinkedIn scraping tools. If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect.

  • Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available.
  • By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages.
  • The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides.
  • Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects.
  • For instance, if data includes personal identifiers, proper measures such as user consent or anonymization may be required.
  • To put it simply, ‘Data Scraping’ or ‘Web Scraping’ is a process of collecting and importing data from websites.

The Legality of Using an eCommerce Scraper

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. Helium Scraper is a versatile and powerful tool to extract data from any website, including LinkedIn. It allows you to scrape LinkedIn profiles based on many filters, such as keywords, location, industry, and more.

  • For example, sales teams can use the API to update lead profiles with the latest job titles, company information, or contact details.
  • It’s a 7 year old product that’s used by over 300,000 users worldwide.
  • Wiza allows you to export leads from Sales Navigator, LinkedIn, and Recruiter.
  • Recruiters can scrap LinkedIn profiles and create lists of potential candidates with specific skills, experience, or qualifications.
  • You can tag prospects, revisit tagged profiles, integrate with CRMs like Pipedrive and HubSpot, and get detailed campaign analytics to fine-tune your outreach strategies.
  • The tool has been designed to extract data from LinkedIn profiles with high precision, ensuring that the data you collect is accurate and up-to-date.
  • See the benchmark methodology for evaluating the best LinkedIn scraping tools.

SalesRobot

By the end of this post, you’ll know exactly which LinkedIn scraping tool is the best for your needs. However, you can still automate data collection, if you stick to LinkedIn best practices and its ethical guidelines. This approach helps minimize risks and ensures compliance with LinkedIn’s policies. LinkedIn strictly opposes data scraping and has robust measures to prevent it. Most LinkedIn scrapers can directly send the data they extract to your CRM.

ScraperApi (4.7/ ⭐⭐⭐⭐⭐

To get the HTML content, you use Playwright’s evaluation method and then parse it with Beautiful Soup to find the specific elements and print the extracted information. You leverage Playwright’s asynchronous features by defining an async function called main(), and you start the script’s execution with asyncio.run(main()). In this article, we are going to unfold the simplest and more efficient ways to export leads from LinkedIn Sales Navigator. Now click “Export with Evaboot”, give a name to your export, and click on export leads. Begin by setting up the initial filters, and adjust them progressively until you’re satisfied with the focus of your search. Sales Navigator offers an array of more than 30 filters, which are divided between those that pertain to companies and those that are relevant to individual professionals.

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

  • And if you’re a data geek like me, you’re gonna love the detailed analytics that shows you exactly what’s working and what needs fine-tuning in your outreach efforts.
  • Apify is this super handy cloud-based platform that makes web scraping, especially from LinkedIn, easy.
  • Transparency is key—seek consent from website owners whenever possible and offer ways for them to opt out of data usage.
  • Dripify is a cloud-based LinkedIn automation and scraping tool designed to help your sales team automate LinkedIn prospecting and close more deals.
  • If a prospect responds, they are moved from your campaign into your pipeline for you to close.
  • Leveraging your LinkedIn data not only enhances your outreach but also empowers your team with the insights needed to drive growth and build stronger connections with prospects.
  • This can help you generate more leads on LinkedIn and grow your business.

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.

“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.

LinkedIn Scraper

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. One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper. This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud.

Step 9: Import LinkedIn jobs to a CSV file

You should never invade a person’s privacy or indulge in malicious activities while scraping data. Therefore, always make sure to use scraping tools that respect ethical standards. It speeds up the profile extraction process, making the entire collection smoother and more informative for decision-making. Also, the customizable data solution meets the particular needs of businesses, and it has an intuitive interface that is accessible to less technical teams as well. If you’re tired of sifting through endless lists of scraping tools with no clear winner.

By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights. According to Research Nester, the web scraping market is projected to reach $2.45 billion by 2036, with an annual growth rate of over 13%. Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.

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.

It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide. LeadIQ is a prospecting platform for SaaS sales teams to book more meetings through better prospecting. Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn. Findymail turns Sales Navigator searches into an email list in one click.

Detailed Data Collection

It offers unparalleled access to a vast database of professional profiles, company information, and job market insights. Brightdata has a cloud-based LinkedIn profile scraping service that LinkedIn Scraper lets you scrape LinkedIn profiles, searches, jobs and more without you having to use your LinkedIn account. Moving away from singular developer solutions, we are now talking large-scale.

This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended. Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction. To clarify any uncertainties, consult with legal counsel to understand the laws and regulations relevant to your jurisdiction. Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions. As explored here, the best tool is Bright Data’s LinkedIn Scraper API. Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.

Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data. The cloud extraction feature, for example, distributes your scraping tasks across multiple cloud servers, drastically speeding up large extraction jobs. That’s why Bright Data has a staging environment for validating and reparsing your scraped data. You don’t have to worry about inaccurate or irrelevant information messing up your pipelines. This bad boy can handle high-volume data extraction like a champ, with its auto-scaling architecture.

This LinkedIn Scraper is a free and open-source Python library hosted on GitHub. It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles. You can rest assured and be confident that the data collected with the help of PeopleDataLabs is reliable and can be used to drive your marketing efforts forward.

This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses. A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts. 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.

During this step, you can tell Phantom how many profiles it can process during each launch. Once you have created an Evaboot account, click on “Get Chrome Extension”. After you have downloaded the Evaboot extension, just add it to Chrome. Go to a LinkedIn profile and look for the information you can extract. For instance, you can find experience, education, and skills by clicking on the profile’s contact info.