How To Scrape LinkedIn

How To Scrape LinkedIn

Have you ever been perusing multiple LinkedIn profiles/pages and wanted to collect all of that info into one single source? Is it even possible to scrape LinkedIn? Short answer: yes.

LinkedIn web scraping is a straightforward process of extracting data from LinkedIn's public profiles using automated tools or software. This data includes vital information such as a user's name, job title, company, location, education, skills, and other details available on their public profile. It is a reliable technique used by many businesses and individuals to gather valuable insights about potential connections and to expand their networks.

While you can do it manually, using automated tools like web scrapers, data extractors, or APIs is way more efficient. You can quickly gather and organize data from multiple profiles this way. And there are lots of reasons why people scrape LinkedIn data, i.e. lead generation, recruiting, market research, and networking.

Lead Generation: Scraping LinkedIn can help you identify potential customers or clients by extracting their contact information, job title, company name, and other relevant details. This can help you build a targeted list of leads for your sales or marketing efforts.

Recruiting: LinkedIn is a popular platform for job seekers and recruiters alike. Scraping LinkedIn can help you find qualified candidates for job openings by extracting their professional profiles, work experience, education, and other relevant information.

Market Research: By scraping LinkedIn, you can gather valuable insights into your industry, including market trends, competitor information, and consumer behavior. This information can help you make data-driven decisions about your business strategy.

Networking: LinkedIn is a social network for professionals, and scraping it can help you identify potential collaborators, partners, or mentors. By analyzing their profiles, you can gain insights into their interests, experience, and expertise, and reach out to them for networking opportunities.

So what tools can you use to scrape data from LinkedIn? Check out some of our favorites.

  1. Scrapy: Scrapy is a Python-based web scraping framework that provides an efficient way to extract structured data from websites. It is designed for web crawling and can handle large-scale web scraping projects. Scrapy is fast and can handle asynchronous requests, which means it can scrape multiple pages simultaneously. It also has built-in support for handling cookies, handling redirects, and parsing HTML and XML documents.
  2. Selenium: Selenium is a browser automation tool that allows you to simulate user interactions with a website. It can automate repetitive tasks, such as filling out forms or clicking buttons. Selenium is commonly used for web testing, but it can also be used for web scraping. It can handle dynamic websites that require user interactions to load content, which Scrapy and BeautifulSoup cannot do.
  3. BeautifulSoup: BeautifulSoup is a Python library for parsing HTML and XML documents. It provides an easy-to-use interface for extracting data from HTML pages. It is not designed for web crawling, so it cannot handle complex scraping tasks like Scrapy can. However, it is great for quick and simple scraping tasks, such as extracting data from a single webpage.

In summary, Scrapy is best suited for large-scale web scraping projects, Selenium is great for scraping dynamic websites that require user interactions, and BeautifulSoup is best for simple scraping tasks.

I know. You just want to use one tool to accomplish all of your scraping needs. Don't worry - that's why there's PixieBrix.

Scrape LinkedIn


Add a button to a LinkedIn profile that scrapes info and sends it to a Google Sheet - the perfect LinkedIn email scraper. Simply install the PixieBrix extension, activate the Scrape mod, set up your Google Sheet, and begin compiling data across LinkedIn. Perfect for recruiters trying to land their next superstar, salespeople compiling prospects, or entrepreneurs looking to build their network. But don't stop there. Take it to the next level with our LinkedIn Message Templates.

LinkedIn Templates


What is it? Our LinkedIn Templates lets you use templates or an AI prompt that you can easily update in Google Sheets for LinkedIn connection requests, messages, and comments, so you can spend more time making meaningful connections to generate leads.

Explore more of our mods below.