How to Scrape Data From LinkedIn (2024)

How to Scrape Data From LinkedIn (1)

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Shankar Mallick How to Scrape Data From LinkedIn (2)

Shankar Mallick

Your Pathway to B2B Cold Email Success Starts with Me For any industry

Published Sep 5, 2023

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Scraping data from LinkedIn is against LinkedIn's User Agreement and can potentially result in legal and ethical issues. LinkedIn has stringent policies in place to protect user data and privacy, and scraping data from the platform without permission is a violation of these policies.

LinkedIn provides a set of APIs (Application Programming Interfaces) that allow authorized developers and businesses to access certain data from LinkedIn for legitimate purposes, such as building applications or integrations. To access LinkedIn data legally and ethically, you should follow these steps:

  1. Understand LinkedIn's Terms of Use: Review LinkedIn's User Agreement and Developer Agreement to understand their policies regarding data scraping and usage. It's essential to comply with their rules and guidelines.
  2. Apply for Access to LinkedIn's APIs: If you have a legitimate business use case for accessing LinkedIn data, you can apply for access to LinkedIn's Developer Program and API. LinkedIn provides several APIs, such as the LinkedIn Marketing Developer Program and the LinkedIn Partner Program, for specific purposes.
  3. Develop Your Application: Once you have access to the LinkedIn API, you can start building your application or integration. Make sure your application complies with LinkedIn's API terms and policies.
  4. Obtain User Consent: If your application requires access to a user's LinkedIn data, you must obtain explicit consent from the user through the LinkedIn OAuth 2.0 authorization process. Users must grant permission for your application to access their data.
  5. Respect Rate Limits: LinkedIn's API has rate limits in place to prevent abuse. Ensure that your application adheres to these rate limits to avoid being restricted or banned from using the API.
  6. Use Data Responsibly: When you access LinkedIn data, use it responsibly and only for the purposes for which you obtained consent. Do not use the data for spamming, unauthorized marketing, or any other unethical or illegal activities.
  7. Protect User Data: Safeguard the data you collect from LinkedIn to prevent data breaches or unauthorized access. Implement security measures to protect user information.

It's crucial to emphasize that scraping LinkedIn data without proper authorization is a violation of LinkedIn's terms and may lead to legal consequences and account suspension. Always ensure that you are following ethical and legal practices when working with LinkedIn data.

Nadya Bykova

Brand Marketing Manager | Communication Strategist on freelance

4w

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Great article, however it doesn't answer the question at all

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Andrew Prischepa

Solutions of Accounting, Payroll, HR, Legal for business

3mo

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Hi, please share the official information from the words of which you wrote this article.

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VISHAL B

M.S. Data Science at The George Washington University | Machine Learning, Deep Learning, NLP, Sensor Fusion, Robotics.

3mo

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The government has declared that publicly available data can be scraped right ? So, I think we can scrape the LinkedIn data as well. Correct me if I am wrong.

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How to Scrape Data From LinkedIn (2024)

FAQs

Is it possible to scrape LinkedIn data? ›

Data scraping, in its essence, is not illegal. However, LinkedIn's position is that unauthorized scraping violates its Terms of Service and is thus not allowed on its platform. While scraping LinkedIn can yield valuable insights for businesses and marketers, it's crucial to do so responsibly.

How do I pull data from LinkedIn? ›

Download your account data
  1. Click the Me icon at the top of your LinkedIn homepage.
  2. Select Settings & Privacy from the dropdown.
  3. Click the Data Privacy on the left rail.
  4. Under the How LinkedIn uses your data section, click Get a copy of your data.
  5. Select the data that you're looking for and Request archive.

How do I scrape LinkedIn data without being blocked? ›

Specifically, you can take the following steps to reduce the risk of getting blocked and automate scraping tasks:
  1. Use a headless browser.
  2. Rotate proxies.
  3. Leverage automated CAPTCHA solving.
Apr 30, 2024

How do I scrape data from LinkedIn job postings? ›

How to Use a LinkedIn Job Scraper Effectively (4 simple steps)
  1. Step 1: Open your LinkedIn scraping tool. Start by opening your LinkedIn scraping tool.
  2. Step 2: Enter your target URL. Choose the URL of the jobs page you want to scrape and enter it in the tool.
  3. Step 3: Start analyzing your data. ...
  4. Step 4: Extract your data.

Is scraping LinkedIn legal? ›

Yes, It is legal to scrape LinkedIn if you are doing it ethically. I would help you with this by giving a few examples that have happened in the past that would help you to clear your doubts. Some companies like Mantheos a Singapore-based company faced the heat from Linkedin for Scraping its data.

What AI can scrape LinkedIn? ›

Axiom.ai lets you scrape data from virtually any website, including LinkedIn, without the need for code. By combining a few simple steps, anyone can make a web scraper tailored to their requirements.

How do I scrape employee data from LinkedIn? ›

First, install Bardeen in your browser. The following pre-built automation will scrape data from a LinkedIn profile (name, location, headline, about, current position, current company, and more) and save it to a Google Sheets spreadsheet. To use this automation (once you've installed Bardeen), follow these steps.

What is the limit of scraping on LinkedIn? ›

Search result extractions

For searches resulting in thousands of results, you cannot scrape more than the first 1000 results with a regular LinkedIn account. Sales Navigator displays 25 results per page, so with these accounts, you can scrape a maximum of 2500 results.

How do I scrape LinkedIn activity? ›

How to scrape LinkedIn user's posts and articles?
  1. Create a free Phantombuster account.
  2. Connect to LinkedIn using PhantomBuster's browser extension.
  3. Specify which LinkedIn users you want to scrape posts from.
  4. Set the Phantom on repeat.
  5. Download the scraped LinkedIn posts to a . CSV spreadsheet or a . JSON file.

What is the free scraping tool for LinkedIn? ›

Top 10 LinkedIn scraping tools in 2024
  • Phantombuster.
  • Captain Data.
  • La Growth Machine.
  • Waalaxy.
  • Dux-Soup.
  • lemlist.
  • Evaboot.
  • TexAu.

How do LinkedIn email scrapers work? ›

LinkedIn email scrapers basically extract email addresses from LinkedIn profiles. In some cases, these emails are extracted by using bots or crawlers to compile a list of people to send emails to.

What is LinkedIn profile scraper? ›

LinkedIn scrapers are tools designed to mine data from LinkedIn profiles and company pages, capturing details like name, email address, job title, company name, location, or any other data points that could be helpful.

How can I extract data from LinkedIn? ›

The best way to scrape data from LinkedIn
  1. Go to the LinkedIn profile. Hop on over to LinkedIn and find your ideal potential customer. ...
  2. Access the data. Kaspr finds phone numbers, emails, and company profile information. ...
  3. Enrich the contact details. Kaspr is more than just a LinkedIn Chrome Extension.
May 31, 2024

How to scrape data from LinkedIn using Python? ›

Scrape and store data from each page:
  1. Use Beautiful Soup or a similar library to parse the HTML of each page.
  2. Extract the relevant job information, such as title, company, location, and description.
  3. Store the scraped data in a structured format (e.g., CSV, JSON) or database.

Is LinkedIn API free? ›

Is the LinkedIn API free? Yes, LinkedIn offers a free API plan that allows access to the LinkedIn profile data of up to three people. The Standard plan costs $59 per month and allows access to the LinkedIn profile data of up to 500 people.

What LinkedIn data can be pulled from their API? ›

You can access basic profile details, pictures, and headlines. Connections API: Allows access to a user's LinkedIn network. You can retrieve the list of a user's connections.

How to scrape LinkedIn search results? ›

To scrape LinkedIn search results you will need scraping tools like Phantombuster.
  1. Create a Phantombuster account for free.
  2. Use PhantomBuster's browser extension to connect to LinkedIn.
  3. Enter the URLs of the LinkedIn searches you want to scrape.
  4. Choose how many results you need.
  5. Set the Phantom to run repeatedly.
May 29, 2024

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