Top 10 LinkedIn Scrapers of 2023

Justin Shin

Are you a professional or business owner seeking to gather data on LinkedIn? Search no more! Here, I have listed and explained the best scrapers to harvest LinkedIn data.

Are you sick of manually collecting data from LinkedIn for your professional or company purposes over the course of hours? The Top LinkedIn Scraper is the ideal answer for you, so stop searching further. Access to current and accurate information is essential for networking, lead creation, and business success in the fast-paced digital world of today.

With the Top LinkedIn Scraper, you may easily and sophisticatedly unlock the full potential of LinkedIn's wealth of useful data. Imagine being able to quickly and easily extract crucial data from LinkedIn profiles, such as names, job titles, company information, and contact details, all with the touch of a mouse. No more time-consuming copying and pasting or continuous profile-scrolling.

By streamlining the data extraction procedure, the Top LinkedIn Scraper helps you save time and effort. But the advantages go further than that. This tool gives you a competitive edge whether you're a recruiter looking for top talent, a salesperson looking for potential leads, or a marketer trying to comprehend your target audience better.

You may establish search parameters, apply filters, and even export the data into formats that work with your CRM and marketing automation applications, thanks to its sophisticated features. Does that match your present demand for data or information? Let me now take you through the best LinkedIn scrapers.


Table Of Contents

1. Bright Data LinkedIn Scraper – Overall Best LinkedIn Scraper

One of the most complete and efficient tools for harvesting information from LinkedIn profiles is Bright Data's LinkedIn Scraper. The greatest option for professionals and companies looking to obtain useful information from LinkedIn is this robust scraper because it has a variety of capabilities. To start, Bright Data's LinkedIn Scraper offers unparalleled data extraction accuracy.

It can precisely extract data from LinkedIn profiles, ensuring that you get the most current and trustworthy information possible. A high degree of customization is also provided, enabling customers to customize their data extraction in accordance with a variety of parameters, including geography, industry, job title, and more.

For market research and targeted lead creation, this flexibility is crucial. Bright Data also places a high priority on user privacy and data security, making sure that all data extraction procedures adhere to LinkedIn's terms of service. This aids users in using the technology without running afoul of the law.


2. Apify LinkedIn Scraper – Best LinkedIn Scraper for Coders

A top-notch tool made specifically for coders wishing to extract useful data from LinkedIn is called Apify LinkedIn Scraper. This scraper has a number of distinguishing scrapers meant for LinkedIn.  These include company scraper, job scraper, and profile scraper. Your use case should determine your choice. The Apify LinkedIn Scraper is very user-friendly for developers.

Coders may quickly integrate it into their applications and workflows because it provides a user-friendly API. This API enables seamless data extraction, guaranteeing that programmers can quickly and easily get LinkedIn data. Additionally, because the scraper is so flexible, coders can adjust the scraping parameters to get only the data they require.

This degree of adaptability is really helpful, especially when working with intricate LinkedIn profiles. Its capacity to tackle massive scraping tasks with ease is a notable feature. Coders don't need to be concerned about performance concerns or IP bans when scraping hundreds of LinkedIn profiles.


3. ScraperAPI – Best Scraping API for LinkedIn

Due to its extensive feature set, ScraperAPI is a superb option for scraping LinkedIn. Collecting data from LinkedIn's dynamic and complicated websites offers simple, dependable, and effective web scraping capabilities.

The extensive geolocation support offered by ScraperAPI is one of its notable features. Your LinkedIn scraping requests will appear to be coming from a variety of locations thanks to the access it provides to a big pool of residential and data center IP addresses, which lowers the likelihood of discovery and IP blocking. This is essential if you want to keep your scraping activities going for a long time.

Additionally, ScraperAPI uses clever anti-bot safeguards and manages CAPTCHAs to facilitate interruption-free LinkedIn scraping. You will conserve time and effort because it automatically retries failed queries. In addition, ScraperAPI provides outstanding documentation and client support, as well as a simple interface with well-known programming languages and frameworks. For easy use, there is a simple guide on how to use it here.


4. Phantombuster – Best Browser Extension for Scraping LinkedIn

Phantombuster is undoubtedly a versatile browser extension for scraping LinkedIn that stands out for a number of appealing reasons. It has automated features that make it simple to retrieve information like profiles, connections, and job posts. By obviating the necessity for manual data collecting, this helps you save a lot of time. Phantombuster's flexibility is one of its main advantages.

Because it offers pre-built LinkedIn scraping scripts, anyone with different levels of technical expertise can utilize it. Because these scripts are adaptable, you can customize your scraping chores to meet your unique requirements. Phantombuster offers both beginner and advanced users a variety of features.

Phantombuster also has data export options, enabling you to store the information you've scraped in different file types like CSV or Google Sheets. This makes incorporating the data into other analysis tools simple. Additionally, it offers scheduling capabilities so you may automate your scraping jobs and perform them whenever it's convenient for you.


5. Octoparse – Best No-Code LinkedIn Scraper

Octoparse is a renowned no-code LinkedIn scraper that specializes in easily extracting useful information from LinkedIn profiles and pages. It is the go-to tool for people and companies looking to use LinkedIn data effectively without coding knowledge. The Octoparse interface is simple and easy to use. You may quickly and easily specify the data you want to scrape with its point-and-click interface, whether it's contact details, employment histories, or skill sets.

Nothing more complicated than dragging and dropping items; no programming is required. Its strong anti-blocking mechanism is another important aspect. By simulating human surfing behavior, Octoparse lowers the chance of getting detected or blocked by LinkedIn.

This makes sure that your scraping projects go off without a hitch. You can schedule automated data extraction activities with Octoparse to run at predetermined intervals. Additionally, because of its cloud-based service, it can effectively handle large-scale scraping operations.


6. Helium Scraper – One-Time Payment Option

Helium Scraper is a superb LinkedIn scraper that distinguishes itself with a special blend of potent features and a practical one-time purchase option. You may easily extract useful information from LinkedIn profiles and pages with Helium Scraper. As a result, it serves as a crucial tool for marketers, recruiters, and professionals. Its user-friendly interface, which doesn't require any coding knowledge, is one of its distinguishing qualities.

This indicates that you can set up your scraping operations easily and without using complicated code. Additionally, the program offers live previews of scraped data, ensuring that you receive only the information you require. You can target particular LinkedIn profiles with your scraping activities, filter the results, and even plan automatic data extraction.

Additionally, the one-time purchase option for Helium Scraper is revolutionary. This makes it an appealing option for individuals who seek a long-term, cost-effective solution for scraping LinkedIn without sacrificing functionality.


7. Linked Helper 2 – Specialised LinkedIn Scraper

Professionals wishing to streamline their LinkedIn outreach and lead-generating operations might consider using the specialized LinkedIn scraper Linked Helper 2. A number of features in this Chrome extension have been added to improve LinkedIn automation.

The ability to automate connection requests, messages, and profile views is one of Linked Helper 2's core features. By doing this, you can ensure that your outreach efforts are focused and consistent while also saving time. You can even design messaging sequences for individualized engagement. The extensive data scraping capabilities are another noteworthy aspect.

From LinkedIn profiles, Linked Helper 2 may extract useful data such as contact information, job titles, and company details. Additionally, the platform offers analytics so you can monitor the success of your ads and improve your tactics. It works inside LinkedIn's guidelines to avoid account suspensions and guarantees that your LinkedIn activity complies with the platform's guidelines.


8. Evaboot – Simple LinkedIn Scraper

Evaboot is a great LinkedIn scraper that is the perfect option for individuals looking for a straightforward yet very efficient solution. Its extensive feature set makes it a must-have tool for professionals and enterprises looking to mine LinkedIn profiles for useful information. The simplicity of Evaboot is user-friendly. Even those with little technological knowledge may easily access and use the application because of its user-friendly layout.

This makes it available to a variety of users, including marketing specialists and individual job searchers. The strong data extraction capabilities of Evaboot are a distinguishing feature. Names, job titles, companies, and contact information can all be effectively retrieved from LinkedIn accounts.

Evaboot was also created with compliance in mind. It complies with LinkedIn's rules of service, lowering the possibility that your account will be suspended or terminated. It stands out from many other scrapers on the market thanks to its dedication to moral scraping techniques.


9. Dux-Soup – Best Phantombuster Alternative

As a strong Phantombuster substitute for scraping LinkedIn data, Dux-Soup is a LinkedIn automation tool that excels. First of all, it provides a user-friendly interface that enables even individuals without a lot of technical understanding to utilize it. You can easily extract useful information from LinkedIn profiles using Dux-Soup, including names, job titles, company information, and contact details.

The sophisticated targeting possibilities of Dux-Soup are one of its standout features. It enables you to focus your search results using specific keywords, localities, and job titles. Additionally, Dux-Soup is an effective tool for expanding your network because it can visit profiles automatically, recommend skills, and make customized connection requests.

In order to ensure a flawless workflow for managing your LinkedIn leads, Dux-Soup offers seamless connectivity with CRM platforms like Salesforce and HubSpot. Additionally, it offers reporting and analytics tools so you can monitor the effectiveness of your efforts. Dux-Soup emphasizes adherence to LinkedIn's terms of service, which is crucial because it lowers the possibility of account limits.


10. Webscraper.io Extension – Best Free LinkedIn Scraper

One of the most effective tools for scraping LinkedIn profiles is Webscraper.io, a potent and free web scraping addon. Both experts and data enthusiasts love it because of its powerful features and user-friendly layout. Its effective data extraction from LinkedIn profiles is one of its unique qualities.

While adhering to LinkedIn's usage guidelines, you may simply scrape essential information such as names, job titles, businesses, educational background, and more. With its intuitive point-and-click interface, Webscraper.io is usable even by individuals with little to no coding experience.

The procedure can be streamlined, and the learning curve minimized by creating scraping agents visually. Additionally, it enables you to export the data you've scraped in a variety of forms, including CSV or JSON, making it compatible with a number of data analysis tools. Pagination support and seamless navigation through several pages of search results are two further benefits.


FAQs

Data extraction from LinkedIn may present legal challenges. Scraping and gaining access to LinkedIn's website in ways that go beyond their rules are prohibited by their terms of service. Even if some scraping for domestic or non-profit use would not immediately result in legal action, LinkedIn has filed lawsuits against people and businesses who have violated its agreements.

Your jurisdiction and the precise reason for the scraping may also have an impact on its legality. In general, if you intend to use the data for any commercial or public purposes, it is safer and more moral to receive it from LinkedIn using their official APIs or by obtaining permission.

Q. Do I Need Coding Skills to Use LinkedIn Scraper?

No, coding knowledge is not required to use a LinkedIn scraper. User-friendliness is a major consideration in the creation of many LinkedIn scraping tools and services. The ability to extract information from LinkedIn profiles, such as names, job titles, and contact details, is frequently available through user-friendly, no-code, or low-code methods.

Without writing any code, you may enter your requirements and start the scraping process using these programs' conventional graphical interfaces. However, some complex scraping projects might demand coding expertise to tailor the scraper to your unique requirements.

Q. What are the Features to Watch out for in a Good LinkedIn Scraper?

A decent LinkedIn scraper should contain a number of essential components to guarantee effectiveness and adherence to LinkedIn's terms of service. It should, first and foremost, provide comprehensive data filtering capabilities that enable users to focus on particular sectors, regions, or job functions.

Second, it must offer accurate data that is current and of high reliability. It should also contain anti-blocking features to avoid IP bans and guarantee continuous scraping. It is also crucial to have user-friendly interfaces and the capability to export data in a variety of formats, such as CSV.


Conclusion

In conclusion, the best LinkedIn scrapers are effective tools for obtaining useful information from the greatest professional network in the world. Those scrapers would save you time and effort whether you were a recruiter looking for new applicants, a salesperson hunting for leads, or a researcher gathering insights. It's important to utilize them safely and ethically, keeping in mind LinkedIn's terms of service and users' privacy. Always place a high priority on data relevance and accuracy, and keep in mind that developing real connections frequently produces greater outcomes than simply scraping profiles.

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