15 Best LinkedIn Scraper 2023: Scrape LinkedIn Profile Data Without Coding

LinkedIn Scraper

Do you want the best LinkedIn scraper in the market to carry out your LinkedIn data scraping? This article is here to help. This article provides you with the best LinkedIn scrapers that can help you with LinkedIn analysis, business intelligence, and profile details without stress.

For those of you who believed that scraping LinkedIn was going to be easy, you're going to be surprised. With the introduction of sophisticated anti-bot algorithms as well as a legal department that is prepared to take legal action against you if required, LinkedIn has made many efforts to keep its website from being scraped.

LinkedIn has been the victim of a lot of abuse, and they're working hard to stop it. As one of the most widely known anti-scraping lawsuits in the industry was made against LinkedIn, HiQ was able to win the fight.

Even though a previous case has established precedent, it's advisable to speak with an attorney before engaging in web scraping because it's allowed in certain cases but prohibited in others. The morality of this technique can be debated, even if it is legal. People will have to sacrifice their ethics and morality as a result. If you fall into this group, you'll want to read on.

LinkedIn has been a prominent source of research data due to the abundance of competing scrapers for obtaining data from LinkedIn. The greatest LinkedIn scrapers are ones that have been properly tested and confirmed to function; thus, I'll only be selling these.

15 Best LinkedIn Scraping Tools in 2023

1. Bright Data — Best LinkedIn Scraper with Provision of Ready-made LinkedIn Database for Easy Scraping

  • Price: Begins at 500 USD (for 151k page loads)
  • Data Format: Excel
  • Platform Supported: Web-Based

When it comes to LinkedIn scraping, Bright Data is the ideal option because they are a well-known online data platform. A bespoke dataset can be requested, or you can use ready-made LinkedIn datasets. With Bright Data, obtaining the public online data that matters most to you is as simple as ABC.

2. ScraperAPI — Best LinkedIn Scraper with IP Addresses of Over 40 Million

  • Price: Begins at 49 USD monthly for 100,000 API Credits
  • Data Format: HTML, JSON
  • Free option (7 days free trial for 5000 requests)

One of the best LinkedIn scrapers is ScraperAPI, which has access to more than 40 million IP addresses globally and a 99.99 percent uptime guarantee. There is a very strong possibility that your connection will not go down in the middle of a fight.

The reality that they offer limitless bandwidth and expert assistance available around the clock means that even if you run into an issue after normal business hours, you can still get in touch with someone and get help. Because of this, you don't have to worry about being prevented from utilizing LinkedIn and scraping data for your business's benefit.

3. ScrapingBee — Best LinkedIn Scraper for Scraping Large Scale LinkedIn Data

  • Price: Begins at 29 USD monthly for 4000 searches
  • Data Format: HTML
  • Free option (1000 free searches)

With a large proxy pool, ScrapingBee is a useful LinkedIn scraper that can make a big impact. If you're a large brand and you want to produce a lot of leads for your business, they assume they have the ability and the bandwidth to do so.

In addition to providing a large proxy pool, they also provide geo-targeting and automated proxy rotation, which means that your proxy connection will change automatically without you having to do anything.

4. ProxyCrawl (Proxycrawl LinkedIn Scraper) — Best LinkedIn Scraper for Avoiding Captchas

  • Price: Begins at 29 USD monthly (for 50k credits)
  • Data Format: JSON
  • Free Option (First 1k Requests)
  • Platform Supported: Cloud-based (Accessible through API)

When it comes to their scraping API, ProxyCrawl has many scrapers, including a LinkedIn scraper. The LinkedIn Scraper, on the other hand, is designed for developers who want to avoid having to deal with proxy administration and Captchas. Using this method, you can extract a wide range of data from LinkedIn, including corporate information, personnel data, and more. Sending an API call to Proxycrawl is as simple as logging in to your account.

5. Octoparse — Best LinkedIn Scraper effective for the Conversion of LinkedIn Web Pages into a Structured Spreadsheet and for Scheduling Scraping

  • Price: Begins at 75 USD monthly
  • Free Option (14 days free trial)
  • Data Format: SQLServer, MySQL, JSON, Excel, CSV
  • Platform Supported: Desktop, Cloud

Octoparse is the best web scraper for LinkedIn since it has been built to withstand the rigors of daily use. Why is this so important? Probably the greatest web scraper on the market, it's ideal for extracting LinkedIn's data.'

You can use Octoparse to turn LinkedIn web pages into a spreadsheet. When looking for a web scraper, Octoparse provides a slew of useful capabilities. A cloud-based platform and sophisticated web scraping capabilities such as proxy rotation and scheduled scraping are also included in this collection of web crawling tools. Octoparse costs money, but it's worth every penny.

6. ScrapeStorm — Best LinkedIn Scraper with Auto-Data Point Recognition for Identifying the needed Data to Scrape

  • Price:99 USD monthly
  • Data Format: Google Sheets, MySQL, JSON, Excel, CSV, TXT
  • Free Option (Free Starter plan. However, it has limitations)
  • Platform Supported: Cloud, Desktop

For LinkedIn scraping, ScrapeStorm is a sophisticated scraping tool. An automated data point identification method is used to find and extract the necessary data from the web. You can utilize the point-and-click interface for data that does not function with the automated identification method.

An ex-Google crawler team helped build ScrapeStorm. It has a variety of options for exporting data from LinkedIn, making the entire process of scraping it simple. Make sure you've set up ScrapeStorm correctly before using it. It has a lot of power and can assist you with scraping at the corporate level.

7. ParseHub — Best LinkedIn Scraper for Newbies without Coding Experience

  • Price: Begins at 149 USD monthly
  • Data Format: JSON, Excel
  • Free Option (Free Desktop version but comes with limitations)
  • Platform Supported: Desktop, Cloud

Another great LinkedIn scraper now on the market is ParseHub. Without writing a single line of code, data analysts can use ParseHub to extract data from web pages. Similar to the other LinkedIn scrapers, ParseHub is a visual scraping tool. The desktop program, on the other hand, is free but with certain restrictions, you may not care about.

The flexibility and power of ParseHub cannot be overstated. Web scraping relies heavily on IP rotation, and utilizing the desktop program means you'll have to take responsibility for configuring proxies on your own.

8. Helium Scraper — Best LinkedIn Scraper with Intuitive Interface for Easy Scraping of LinkedIn Data

  • Price: 99 USD (One-time purchase)
  • Free option (10 days free trial)
  • Data Format: SQLite, JSON, XML, CSV, Excel
  • Platform Supported: Desktop

Using Helium Scraper, you can extract data from LinkedIn. User profiles, business profiles, job listings, and other relevant data can all be mined with a single click. Thanks to Helium Scraper's user-friendly interface, sifting through LinkedIn data has never been easier. Helium Scraper's point-and-click interface is designed for training purposes.

Helium Scraper makes sophisticated data collection a breeze with its simple process and quick data extraction. Helium Scraper is capable of capturing 140 terabytes of data, which is the maximum amount of data that SQLite can hold.

9. Phantombuster — Best for Anonymous and Safe Scraping of LinkedIn Data

  • Price: 30 USD monthly (1 hour daily)
  • Data Format: JSON, Excel, CSV
  • Free Option (14 days free trial with 10 minutes daily)
  • OS Supported: Linux, Mac, Windows

Phantombuster recognizes how important it is to be able to scrape LinkedIn profiles for your business and brand's growth. If you're looking for a secure and private way to get the data you need from LinkedIn, these experts can help. They feel that collecting all accessible data, including email addresses, will help them aid their consumers.

10. Meet Alfred — Best LinkedIn Scraper Useful for LinkedIn Connection Management

  • Price: Begins at 29 USD monthly
  • Data Format: CSV
  • Free Option (14 days free trial)

As a LinkedIn and CRM sync scraper, Alfred is a must-have tool. It is effective in gathering all the necessary details you'll need in order to engage with your brand's target audience. You can also effortlessly export this data to your CRM.

They provide a two-week free trial, and I believe it is more than enough time to determine whether or not they are the best LinkedIn scraper for you. They can also help you keep track of your LinkedIn contacts and leads so that you don't miss any information or become overwhelmed by the process.

They selectively scrape LinkedIn data that is truly beneficial to your brand, rather than just collecting anything that comes their way. The fact that they offer a chat box so that you can talk to them before you get started tells a lot about their confidence in their ability to assist their clients develop and maintaining an extremely successful LinkedIn network.

11. Dux-Soup — Best LinkedIn Scraper with Chrome Extension for Direct Connection with no need for External Software Download

  • Price: Begins at 14.99 USD monthly
  • Free Option (14 days free trial)

Because it has a Chrome plugin, Dux-Soup is an amazing LinkedIn scraper tool. This implies that you don't need to download anything on your pc to use the program. Your LinkedIn profile will be instantly linked, enabling scraping, visits and messages to be sent directly from LinkedIn.

It also provides its customers with a LinkedIn plugin that will do all the work for you. From 9.92 USD, you can begin prospecting with Dux-Soup, which functions like human behavior, in order to avoid detection by LinkedIn. If you're someone who likes to get to know a firm before making a long-term commitment, this is a wonderful choice for you to consider.

12. FollowingLike — Reliable and Trustworthy LinkedIn Scraper Best for Searching LinkedIn Based on Likes, Skills, Businesses, Posts, and Emails

  • Price: Begins at 51 USD monthly (for one account)

FollowingLike, in addition to scraping LinkedIn, is a social media management tool for Tumblr, Facebook, Instagram, Pinterest, Reddit, and more. Using this tool, you can search LinkedIn for people based on their email addresses, likes, interests, skillsets, and more.

The search results can also be exported. With the Account Manager function, you can scrape data from several LinkedIn accounts at once. In addition, you can access your account information.

13. Captain Data — Best LinkedIn Scraper Best for Automating Scraping

  • Price: Begins at 399 USD monthly
  • Free Option (14 days free trial)

Scraping LinkedIn and other websites for data is a snap with Captain Data. Using this tool, marketing and sales teams can quickly and easily automate their prospecting processes by finding and interacting with prospects in a way that is tailored to their individual needs.

14. Linked Helper — Best for Scraping LinkedIn Data and for LinkedIn Lead Generation

  • Price: 15 USD monthly
  • Data Format: CSV
  • Free Plan (30 days free trial)

Linked Helper does LinkedIn automation and scraping. Using the tool, you can construct your own LinkedIn prospecting scenarios, such as browsing and scraping profiles, auto-following, automatic message sending, and scheduling invites.

Linked Helper can make your life easier if you're looking for new clients on LinkedIn. Also, you can scrape LinkedIn profiles, send connection requests, messages, event invites, and auto-follow other users. On the other hand, it's nice to have the option of adding many LinkedIn profiles to one account: Instead of relying on cookies, Linked Helper 2 connects to LinkedIn immediately.

15. Leadjet — Best LinkedIn Scraper with Extension for Stress-free LinkedIn Scraping

  • Price: Begins at 25 USD monthly
  • Free Option (14 days free trial)

In order to use Leadjet, you must first install an extension on your browser. Every profile you view on Leadjet is instantly added to your CRM. Copper, Salesforce, Pipedrive, and Hubspot are all natively connected with Leadjet. A new contact record is created for the profile you are viewing when you click the button embedded directly into LinkedIn: With Leadjet, you can include the contact's first and last name, job title, business name, and website in your correspondence.

How to Use Selenium and Python to Scrape LinkedIn

If you make one mistake when scraping LinkedIn, you will be automatically blacklisted. In order to prevent bot traffic, it has a sophisticated anti-bot system in place. For this reason, you should use a LinkedIn scraper if you are not a bot creator.

However, if you have the ability to create your own LinkedIn scraper bot, you may want to give it a go. You'll be able to see how simple or difficult it is to get over LinkedIn's anti-bot technology this way. BeautifulSoup and requests, which rely on AJAX and may miss some data, are of little use to Python programmers in this situation.

Additionally, JavaScript frameworks and libraries must be known to other programmers. You'll need Selenium for JavaScript rendering and execution since requests won't assist. When using a LinkedIn scraping program, you can employ proxies to evade detection by LinkedIn. Such proxies are used by businesses, such as HiQ. Residential proxies can be used since LinkedIn's anti-spam mechanism is quite effective.

In order to scrape LinkedIn, residential proxies, such as those provided by ISPs, are an excellent choice (Internet Service Provider). Data centers don't give out genuine IP addresses since they don't point to a specific place. Using a residential proxy, you will be able to access the internet from a place that isn't actually where you are. This method allows you to remain anonymous on LinkedIn without disclosing your real IP address.

LinkedIn's anti-bot system won't allow you access unless you mimic how humans browse the web and use LinkedIn proxies. After that, you'll be able to view information that's been made available to the general public via LinkedIn.


Q. Does LinkedIn allow scraping?

LinkedIn is a social networking site that provides its users with the ability to network, find jobs and recruit employees. LinkedIn offers many APIs that allow developers to access and query data from their databases. LinkedIn forbids scraping of its data,

“On LinkedIn, our members trust us with their information, which is why we prohibit unauthorized scraping on our platform. When your data is taken without permission and used in ways you haven't agreed to, that's not okay.”

but it's possible to scrape LinkedIn if precautions are taken.

Q. Why should I scrape LinkedIn?

For a variety of reasons, including corporate intelligence and research, people scrape internet platforms and sites for their content. People crawl LinkedIn for information about organizations and personnel. LinkedIn is a good example of this. Scraping LinkedIn might be useful if you're a corporate executive looking for subject matter experts for your organization.

Due to the difficulty of scraping or visiting every page on LinkedIn to copy the profile details manually, this is the reason why. However, if you use bots to scrape LinkedIn, you can access the profiles of any possible employee in your field who is on LinkedIn. Many social networking networks, such as LinkedIn, are against web scraping since it includes the use of bots.


LinkedIn has proven to be a challenging target for scraping. Scraping it with a basic web scraper will almost always result in detection and blocking. LinkedIn scrapers designed by specialists are your best bet unless you have a lot of experience with this sort of thing, which is why I listed the 15 best ones above.

Kalle Hallden

Written by Kalle Hallden

Kalle Hallden is a programming code expert known for his expertise in social media growth hacks. With his deep understanding of coding and social dynamics, he has gained a reputation for his innovative approaches to increasing online presence. Kalle's tutorials and hacks provide valuable insights and practical techniques for programmers looking to enhance their skills and make a significant impact in the online world.