10 best LinkedIn scraping tools for 2025

One of the key advantages of using Lemlist as a LinkedIn scraping tool is its user-friendly interface. The tool is incredibly easy to use, even for users who have no experience with web scraping or data extraction. Plus, Lemlist is highly customizable, allowing you to tailor your scraping parameters to meet your specific needs. LinkedIn scraping tools automates the process of extracting data from LinkedIn profiles. This means you no longer have to spend hours manually copying and pasting data from the social networking platform. In this guide, you took a look at some of the best LinkedIn web scraping tools to extract data from the popular social networking site.

Best LinkedIn Scraping Tools We Tried

You should never invade a person’s privacy or indulge in malicious activities while scraping data. Therefore, always make sure to use scraping tools that respect ethical standards. It speeds up the profile extraction process, making the entire collection smoother and more informative for decision-making. Also, the customizable data solution meets the particular needs of businesses, and it has an intuitive interface that is accessible to less technical teams as well. If you’re tired of sifting through endless lists of scraping tools with no clear winner.

How to Build LinkedIn Data Scraper with Python (Easy Guide)

The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features. For outreach campaigns, Waalaxy and Octopus CRM are designed with this primary function in mind. 30+ different options to choose from, no wonder you might feel overwhelmed! Now, let me break it down even further by highlighting key factors you should consider when selecting the right LinkedIn scraper.

Data depth and freshness

You can also make use of LinkedIn scraping for your recruitment needs, as it enables faster and more efficient talent sourcing. Recruiters can scrap LinkedIn profiles and create lists of potential candidates with specific skills, experience, or qualifications. This may help a lot, especially when it comes to recruiting for hard-fill positions. By scraping LinkedIn data, businesses can analyze industry trends to stay competitive.

Octopus CRM

Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions.
It hosts a wealth of information about professionals, companies, and job opportunities.
For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job.
It’s a 7 year old product that’s used by over 300,000 users worldwide.
See the benchmark methodology for evaluating the best LinkedIn scraping tools.
You can tag prospects, revisit tagged profiles, integrate with CRMs like Pipedrive and HubSpot, and get detailed campaign analytics to fine-tune your outreach strategies.

Proxycurl will provide you with a simple and scalable API that you can build into whatever you need it to be, or into your existing systems. It easily solves the need of having to scrape LinkedIn profiles, and you gain access to even richer data than you could obtain by scraping LinkedIn alone. For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable. A lot of standout features in this tool, starting with the Boolean search, which allows you to combine keywords with modifiers like and, not, and or to get more relevant results. The platform also has an AI robot that can work on your behalf and search for potential candidates that qualify for a job.

The Future Of Web Scraping

LinkedIn data scraping can be a powerful tool for monitoring your competitors. When you scrape data from competitor profiles or pages on LinkedIn, you gain insights into their target audience and the types of content that engage them. Plus, you’ll identify the people working at your competitor companies. For example, you can use a scraper to extract data from LinkedIn profiles and then import that data into an email marketing or CRM tool. This allows you to send targeted email campaigns to your LinkedIn connections automatically.

Cons:

You can also get all Company LinkedIn Profile data such as Industry, Employees, Website, Location …
LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences.
The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams.
Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients.
Apify is another cool online platform that makes it super easy for developers to create and run scraping tools.
One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper.
This information can help enhance sales, marketing, and recruitment strategies.

It’s a simple Sales Navigator search scraper used by thousands of customers. Proxycurl is a cloud-based LinkedIn scraping API service built for developers. You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving. That’s not all, SalesRobot makes sure each message is hyper-personalized to the prospect using data scraped from their profile automatically.

Why scrape data from LinkedIn?

Here are the 26 best LinkedIn scrapers and automation tools to help you streamline your lead generation efforts and export your lead lists more easily. Below are our top picks of LinkedIn scraping tools to make the process easier. Each is suited to different user needs, from developers seeking web scraping APIs to marketers in need of no-code solutions.

This alleviates issues with consents, personal data and other compliance hurdles. Keep up with the latest industry shifts and trends by continuously scraping LinkedIn data. Our API is easy to integrate into your existing workflows, making LinkedIn data collection straightforward. Then, you can import this data into your CRM to automatically enrich new contacts and tailor your lead generation strategy. Keep in mind that the information available on public profiles changes from page to page depending on what the user has decided to make public.

Coresignal might not be your typical scraper, but it does sell scraped data. They’re a major player in the industry and there’s a reason why customers prefer their service for their data solutions. Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means. Xverum provides paid access to its massive-scale open web data with an aim to empower ML and SaaS platforms.

Dripify is a cloud-based LinkedIn automation and scraping tool designed to help your sales team automate LinkedIn prospecting and close more deals.
And if you’re a data geek like me, you’re gonna love the detailed analytics that shows you exactly what’s working and what needs fine-tuning in your outreach efforts.
Leveraging your LinkedIn data not only enhances your outreach but also empowers your team with the insights needed to drive growth and build stronger connections with prospects.
The public projects in Github are an excellent choice to look for sources that are free to use and customizable.
In addition, ScrapIn is legally compliant and operates within a legal framework.
This can help you generate more leads on LinkedIn and grow your business.
In addition to these benefits, ScrapIn maintains a commitment to ethical data scraping practices.
By doing so, you can find the most relevant profiles depending on the data you need.

Apart from using LinkedIn for personal use, this data-rich platform proves to be helpful in a variety of ways. To put it simply, ‘Data Scraping’ or ‘Web Scraping’ is a process of collecting and importing data from websites. Data scraping is an efficient way to collect data for processing, analysis, or presentation.

While that may be true for some of the older tools out there, modern APIs for LinkedIn Scraper are designed with ease of use in mind. Are you tired of manually searching for leads and spending hours on tedious tasks? Then this blog will introduce you to some of the best social media scraping tools available in the market for lead gen. No-code LinkedIn scrapers are ideal for individuals and businesses that need data extraction without programming knowledge. These tools provide intuitive interfaces and pre-built workflows that help you to scrape LinkedIn efficiently.

Full Scale/Enterprise LinkedIn Scrapers

While doing so, you don’t even need to use your account or LinkedIn API. You can also scrape LinkedIn data by using cookie-based applications like PhantomBuster. This linkedin automation tool is capable of scraping the available data from LinkedIn profiles including name, job, contact, education, and even email. Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions. LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts. Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction.

PhantomBuster (4.2/ ⭐⭐⭐⭐⭐

It can retrieve and parse data from profiles and companies while giving you full control, flexibility, and scalability. The main benefit is that you do not have to worry about infrastructure, proxy servers, or getting blocked. Discover the best Instant Data Scraper alternatives for effortless web scraping.

Linkedin Scraping FAQs

ZenRows is perfect if you need a high degree of control and customization. It scales beautifully, allowing you to gather massive amounts of data quickly. And if you’re a tech savvy developer, you can jump ahead and learn how to scrape LinkedIn as a developer here.

While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data. Like most in this list, it deals with B2B data; extensive company and contact information, and is equipped with advanced search capabilities and integration options. The biggest reason you’d want to use Proxycurl is because it’s an incredibly versatile API that’s designed to be built into your existing systems and workflow. You won’t need any VPNs, proxies, a rotating index of LinkedIn accounts, or anything else.

Data aggregation and analytics scrapers cater to professionals and businesses that need more than just what LinkedIn has to provide up front. A cloud-based scraping and automation tool that supports LinkedIn among other platforms. PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.

10 best LinkedIn scraping tools for 2025