Top 10 Best LinkedIn Scraping Tools – Linkedin Data Extractors

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Many organizations start by implementing a B2B Sales Automation strategy, which often starts with LinkedIn, the most comprehensive and up-to-date professional network. In this collection of top LinkedIn scraping applications, we’ve highlighted the top solutions that will allow you to construct your 100% automated and efficient lead machine.

On LinkedIn, users and businesses exchange information through their profiles. This is why many outstanding LinkedIn scrapers are available for extracting data from the platform. However, many scrapers have now ceased to work. As a result, we’ve compiled a list of the most reliable and trustworthy LinkedIn scraper tools.

If you want to learn how to scrape LinkedIn profiles with Python, we’ve compiled a list of the top LinkedIn scrapers for 2022.

What Is LinkedIn?

LinkedIn is a social networking website for businesses and business professionals. The site allows employees to interact, network, help, and find other experts. Since its inception in 2002, it has had over 850 million users. LinkedIn is an excellent platform for hosting and posting job openings. It offers a wealth of data, including company profiles as well as employee information.

linkedin homepage

Furthermore, the site offers a wealth of job information that is accessible to anybody. This data is essential for researchers and businesses. Skimming the platform manually may take days, so you’ll have to open and look through each profile. Even though this data is freely available, it is not freely accessible. Because LinkedIn’s API isn’t very comprehensive, data scraping is the only way to obtain it.

As a result, if you want to save money by obtaining a lot of data for free, the only choice is to scrape LinkedIn pages with automated or bots called LinkedIn Scrapers. However, the main issue here is whether or not LinkedIn permits the use of automatic bots and web scraping. In addition, how can you accomplish it and which tool should you use?

Why scrape LinkedIn?

There are several reasons why someone might want to scrape LinkedIn. Here are some of the most common:

To find leads:

Salespeople can use LinkedIn scraping to gather data on potential leads, such as contact information and job titles.

To find talent:

Recruiters can use LinkedIn scraping to find candidates for open positions.

To research competitors:

Businesses can use LinkedIn scraping to gather data on their competitor’s employees, such as job titles and skills.

To monitor brand mentions:

Companies can use LinkedIn scraping to track when their brand is mentioned and by whom.

How to scrape LinkedIn

LinkedIn scraping can be done manually, by using a tool or software, or through a third-party service.

Manual LinkedIn scraping

Manual LinkedIn scraping is extracting data from LinkedIn without using any automated tools. This can be done by using the search features on LinkedIn, and manually copying and pasting the data into a spreadsheet.

Tool-based LinkedIn scraping

Tool-based LinkedIn scraping is extracting data from LinkedIn using an automated tool. Various tools can be used for this purpose, such as and Scrapy.

Third-party service LinkedIn scraping

Third-party service LinkedIn scraping is extracting data from LinkedIn using a third-party service. Various services available will scrape LinkedIn for you, such as LeadGenius and

Top 10 Best LinkedIn Scraper Tools

Bright Data

Bright Data, best linkedin scraping tools is the best choice as a LinkedIn scraping tool for extracting data from a social networking sites. It can be used to scrape public as well as private LinkedIn profiles. The tool is easy to install and use. Moreover, it offers a free trial to try it before buying it.

They have a LinkedIn scraper that makes it simpler for you to automate and streamline your data gathering to use it to promote your business successfully and develop new leads. They also have an industry-leading proxy system linked with web scraping.

Also Read: Bright Data Review


Phantombuster, linkedin scraping tools understands this, so they offer the services you need to scrape LinkedIn profiles and gather essential data. They comprehend the sort of LinkedIn scraper tools you require so that you may stay safe and hidden while still obtaining pertinent information.

They believe that collecting all available data, whether email addresses or not, is suitable for their clients.

Meet Alfred

Alfred, linkedin scraping tools is a fantastic LinkedIn and CRM sync scraper, as well. This implies you may collect crucial data for connecting with important leads to your business and export it to CRM quickly.

They provide a free two-week trial, which we believe is plenty of time to decide if they are the best LinkedIn scraper for you. They can also help you keep track of your LinkedIn connections and prospects so you don’t lose any data or get overwhelmed by the process.

They only scrape data that is truly beneficial to your brand rather than scraping anything that comes their way. They are confident they can assist their clients in both developing and maintaining a strong LinkedIn network. The fact that they have a discussion area where you may contact them before you start also says a lot.

Dux Soup

Dux Soup, linkedin scraping tools is another excellent LinkedIn scraper tool since it has a Chrome plugin. This implies you can directly connect to the tool and don’t have to download anything on your PC. It instantly links to your LinkedIn profile, allowing you to scrape, visit, and send messages to your prospects and leads.

The Dux Soup team also provides an extension for LinkedIn that will automatically act on your LinkedIn profile. It mimics human behavior to limit the likelihood of being identified by LinkedIn and costs only $9.92 to get started prospecting with them.

Dux Soup provides a free plan and a free trial, so if you want to learn more about a firm before deciding whether or not to sign up, this is the service for you.


LinkedIn is among the most intelligent and best web scraping tools, along with Octoparse. You may get the information in three steps: locating the data, selecting it, and exporting it. It can assist you in converting LinkedIn web pages into a structured database.

Several exporting choices exist, such as SQL Server, MySQL, JSN, Excel, XLSX, and CSV. In addition to that, you can utilize API keys to store the data on a different platform.

And, unlike most scrapers, it works on any website and doesn’t require a proxy.

It is not difficult to install and use. There are no installation plans or instructions. However, it’s simple to figure out how to do it yourself. You have to pay a cheap fee of $75 per month to acquire this scraper. It also has a 14-day free trial with certain limitations.

This LinkedIn scraper is compatible with both desktop and cloud versions.

Proxycrawl LinkedIn Scraper

Proxycrawl, linkedin scraping tools has a scraping API with several scrapers, including a LinkedIn scraper. However, it requires more coding knowledge than the web scrapers mentioned above. It is intended for developers that don’t want to deal with Captchas or proxy management.

Scraping data from websites is easy with ProxyCrawl, which includes user profile details, employee data, and a company description. It is simple to use this program, similar to making API requests.

The following platforms are supported: the cloud, which may be accessed via API. You can retrieve the data in JSON format.


Another intelligent LinkedIn scraping tools is ScrapeStorm, created by a team of Googlers that previously worked on crawlers. It’s a robust and business-class scraping program.

It utilizes an automated data point identification technique for detecting and extracting the information you want. You may also scrape data using its point-and-click interface, even if the automatic detection system fails to operate.

ScrapeStorm allows you to export data in various formats, including Google Sheets, MySQL, JSON, Excel, CSV, TXT, and other formats. Scraping on LinkedIn is made easier with this tool. You only have to set it up correctly. The scraper is priced at $49.99 per month for the first month.

Helium Scraper

The Helium Scraper, linkedin scraping tools is a desktop app that allows you to scrape data from LinkedIn in several different ways, such as company and individual profiles, job postings information, and so on. It has an easy-to-use interface that makes extracting information from LinkedIn a snap. The scraper offers a point-and-click interface for training it to scrape data from LinkedIn pages, and it can be set up to run on a schedule so that you can keep your data up-to-date automatically.

With difficulty, you can use this program to quickly extract complex data up to 140 terabytes (SQLite can handle this much information). Several data output formats are available, including SQLite, JSON, XML, Excel, and CSV. A single-user license is priced at $99.


ParseHub, linkedin scraping tools is a visual web scraper that lets data analysts extract information from the internet without writing code. The desktop software is available for free with limitations, which may not be necessary to you.

The ParserHub tool is quite advanced and adaptable. You must, however, use the desktop app’s proxies since it does not change IP addresses. For a month, the cost of the premium option is $149. It enables you to get data in JSON and Excel files on both desktop and cloud systems.

LIX – LinkedIn search eXporter 

LIX is a LinkedIn data extractor and linkedin scraping tools that may be used on any browser or device. It is used by more than 11,000 people to scrape more than 11,000 search results and is downloaded over 1 million times a month.

Just start a search and it will automatically export all of the results. It allows you to download hundreds of search results. LIX exports your search outcomes 10x and includes an automated profile viewer and CV parsing options.

In a mail merge, you may export email addresses from LinkedIn profiles. You can also export business data in Excel and CSV file formats. You can also import the information directly into your current recruitment program. The software is available for $40 per month.


LinkedIn scraper tools make it easier to collect data from LinkedIn. If you choose the right tool, you can extract the data you need without the hassle. Do your research and select the best tool for your needs.

Frequently Asked Questions

Is LinkedIn Scraping Legal?

The Computer Fraud and Abuse Act (CFAA) is a federal law that prohibits unauthorized access to computer systems. In 2019, the Ninth Circuit Court of Appeals ruled that the CFAA does not prohibit anyone from scraping publicly available data. This ruling was in response to a case brought by LinkedIn against hiQ,

A company that scrapes data from public LinkedIn profiles. LinkedIn argued that hiQ’s scraping activities constituted unauthorized access under the CFAA, but the court disagreed. The court found that hiQ’s scraping did not cause any damage or interruption to LinkedIn’s system and therefore did not violate the CFAA.

As a result of this ruling, companies like hiQ are now free to scrape publicly available data without fear of legal repercussions.

How Much Does LinkedIn API Cost?

LinkedIn currently allows developers to access its APIs free of charge, but there is no guarantee that this will always be the case. The Terms state that each party is responsible for its costs and that developers may not charge users additional fees for accessing LinkedIn content or APIs.

This policy is intended to ensure that all users have equal access to LinkedIn’s data, regardless of their financial resources. While LinkedIn has not yet announced any plans to start charging for API use, it is essential to be aware that this could change in the future. Therefore, developers should be sure to budget accordingly and plan for increased costs.

What can LinkedIn scraping tools be used for?

LinkedIn scraping tools can be used for a variety of purposes, including lead generation, talent acquisition, market research, competitor analysis, sales prospecting, and networking. They enable users to collect relevant data from LinkedIn profiles, which can be further analyzed, organized, or used for targeted outreach campaigns.

What are the benefits of using a LinkedIn scraping tool?

There are several benefits to using a LinkedIn scraping tool. First, it can save you a lot of time. Manually extracting data from LinkedIn profiles can be a time-consuming process, especially if you need to extract data from a large number of profiles. A LinkedIn scraping tool can automate this process, allowing you to extract data from multiple profiles in a matter of minutes.

Second, LinkedIn scraping tools can help you to gather data that would otherwise be difficult or impossible to obtain. For example, you can use a LinkedIn scraping tool to extract data from profiles that are not publicly visible. This can be useful if you are trying to research your competition or find potential leads.

What are the risks of using a LinkedIn scraping tool?

There are a few risks associated with using a LinkedIn scraping tool. First, LinkedIn has a policy against the use of third-party software to scrape data from its website. If you are caught using a LinkedIn scraping tool, you could be banned from the platform.

Second, LinkedIn scraping tools can be inaccurate. If the LinkedIn scraping tool is not properly configured, it could extract inaccurate or incomplete data from LinkedIn profiles. This can lead to problems if you use the data for marketing or sales purposes.