How can I scrape data from LinkedIn for free?

Can you get banned for scraping LinkedIn?

I've had a lot of conversations recently about the legality of scraping LinkedIn and whether it is acceptable.

I've seen some opinions that say you can't get banned for it, and I've heard others say that if you scrape the site, you are likely to get banned. In this post, I'm going to explain what LinkedIn does with their scraping policy, and provide links to resources that will give you the information you need to understand and avoid being banned for scraping. ? Yes, there is a chance you could get banned. When LinkedIn first rolled out their LinkedIn scraping policy in 2024, they stated: You may not use LinkedIn's web site or any part of its service, such as data mining or scraping, to access or collect information about other people, including their contact information. Since then, LinkedIn has added additional clauses to the terms of use that make it illegal to scrape LinkedIn on many devices. In 2024, LinkedIn added a clause that made it clear that scraping LinkedIn is illegal on mobile devices. The policy states:

You may not scrape LinkedIn's web site or any part of its service, such as data mining or scraping, to access or collect information about other people, including their contact information. Then, in 2024, LinkedIn added another clause that made it illegal to scrape LinkedIn on desktop computers. The new clause states: So, this is where we are today. The legal situation is murky and still being determined by courts, but this is the situation that you are in now.

LinkedIn's scraping policy is changing, but here are the current rules. The most important rule to know is that LinkedIn's scraping policy is different for desktop, mobile, and web browsers. Scraping LinkedIn on Desktop. If you are scraping LinkedIn on a desktop computer, you may not be in violation of LinkedIn's policy. If you are using the LinkedIn desktop browser (called LinkedIn Connect), you may be able to scrape LinkedIn.

Is it legal to scrape data from LinkedIn?

If you found a job via LinkedIn or any other means, can the employer sue you for stealing their data, claiming that you used that data to find out where they work?

For example, would it be illegal if I were to go to a website of a company that is listed as a potential employer and check who the CEO is? Would that be considered stealing and could I be sued for it? If I did this for a particular job, would it be different than looking at a potential employer's LinkedIn profile? What do the laws say about this? I know it's not legal to hack into someone's computer or to access their network without permission, but it would be legal to simply check who a person is or to look at someone's bio, correct? As long as you had consent and no law was violated you are safe. If you are planning to use this information for financial gain you are on a bit of a high wire act. Even then depending on the jurisdiction it is likely ok. If its for employment (where it is a clear cut right) then your only concern is if you violate the privacy of others.

As long as you have consent, it's quite simple. You're only breaking the law if you are stealing someones identity or using their information for financial gain. It's perfectly legal in my opinion, except with their permission.

I think it really depends on how you use the data and whether it is actually personal data. For instance, the details of their profile aren't really personal - it's all public info. If you use the data to find a potential employer or the name of a possible boss, you are still not harming anyone's right to privacy. If the site offers a service (like LinkedIn) where the potential employer chooses to make their profile public (or at least public to other users), then you are harming their right to privacy. It's a gray area and the only way to know for sure is to contact a lawyer (if you want to know what the law says) or a privacy profesional (if you want to protect your interests).

Can I extract data from LinkedIn?

Yes, it's really possible.

In this article, I'll walk you through the process of how to extract and analyze data from LinkedIn posts from your competitors.

What's in a Data Sheet?LinkedIn offers many insights and metrics you can use to analyze competitors in their data sheet. The data sheet includes these information: Title, Company URL, Headline, Content Title and Body. Other LinkedIn posts, including jobs and group memberships will be shown here.

Title and Company URL. The title and the company URL will show the title and URL of your competitor's company and company website. To find the company organization, click on Company in the left navigation sidebar, and then click on the Advanced Find icon. The search query will be limited by location, industry, employee size and so on.

I selected only companies in New Jersey to keep my searches local. In most cases, these titles are also your company's title on LinkedIn. Sometimes however, a title is just a headings, so it's possible that your competition does not have a LinkedIn page.

Click on the company name to see more information about the company. You can also find a company by clicking on Company from the list of your contacts. Once the company name is selected, it takes you to the company's Company Profile (as shown below).

Find the URL of the LinkedIn profile using your browser's address bar, or by searching for the Website field in your Contacts. Now that you have found your competitor's LinkedIn page, you'll see the company's URL in the URL area of the LinkedIn Company tab.

Headlines. LinkedIn provides a link to the most recent activity under the Activity Details section of each competitor's company page. If your competitors do have any public posts (that is, they are not private), you'll find two sections in the data sheet for headlines. The first one includes the headlines and the date the post was published. The second one shows the content of each post, the date and who posted.

How can I scrape data from LinkedIn for free?

I am new to scraping data from LinkedIn.

I have been using the example in a video tutorial I found on Youtube, but it only allows me to get company titles and the profile picture from a small portion of the LinkedIn members in the public area.

When I tried to use my own method with more advanced functions that's described in the video tutorial, it doesn't work at all. Is there any other more straightforward way to do that? Any help will be appreciated. I'd like to start by saying that scrapping is not good for SEO purposes and so it may best to not try this on public profiles but only ones with open search tags. On your LinkedIn profile you can find a menu on the top right of the homepage when you are logged in and you'll see something like this: In there click on 'Search for contacts' and then search for the company name. Once you have found one then copy the url from this screen shot.

Click on the company name (there will only be 1) and then in the URL from this step there will be a value called Link. This value will contain a 'link'. This is the url of a specific contact When you make your request you can leave that part in there and you'll get the email addresses and phone numbers as well. You could also just look for all the 'job' openings in your area that the company has and add those to your scraping script.