How to Scrape LinkedIn Data at Scale Complete Guide

LinkedIn Scraper

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.

The Legality of Using an eCommerce Scraper

One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates. And if you’re a code junkie, Bright Data has got your back with their Scraper API and code templates for popular websites. Once the recruiter has compiled a list of potential candidates, they can use LinkedIn’s messaging feature to reach out to them and measure their interest in the position. This is really good data as if someone follows a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

(+ Top LinkedIn Scrapers for 2025 with Pros & Cons

They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information. 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. Once your scraping is done, Apify makes it effortless to store and export your fresh LinkedIn data however you need it — CSV, JSON, or Excel. It’s packed with powerful features to ensure fast, reliable, and uninterrupted scraping from challenging websites like LinkedIn.

SalesRobot

Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads. This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort. See the benchmark methodology for evaluating the best LinkedIn scraping tools. If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect.

The Best 10 LinkedIn Scraping Tools of 2025

LinkedIn Scraper

You just specify the job titles and companies you want to target and boom – you’ve got a fresh batch of ultra-relevant leads to nurture. Simply put, you set up automation for LinkedIn, Twitter, Google, and other platforms to automatically extract data, surface new leads, and reach out to them. Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects. Waalaxy is a LinkedIn automation tool that takes the pain out of lead generation and prospecting on the platform. With its dedicated LinkedIn Scraper API, you can scrape profiles, company pages, job listings, and more, all while getting the data served up in a neat JSON format. Customizing scrapers to your specific needs is a breeze, whether you want to configure proxies, capture browser network calls, or extract data from lazy-loading UI elements.

Export Leads From Sales Navigator

The best LinkedIn scraper allows you to perform targeted searches based on specific criteria. LinkedIn has strict rules that don’t allow people to collect data without their approval. Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined. Well, copying and pasting info from LinkedIn profiles one by one is super time-consuming. Customize the API to meet your specific LinkedIn data extraction needs.

Key Features of Linked Helper 2

Influencer marketing, scraping social media posts of certain influencers in your industry is key to stay up to date with the latest trends. For users who do not want to manually perform web scraping, Bright Data also offers an extensive LinkedIn dataset. You connect to a Chromium browser through a proxy, navigate to the company page of SpaceX, and extract the About us description and Company size. Remember, while it’s technically possible to navigate around these techniques, doing so may violate LinkedIn’s terms of service and can lead to your account being banned.

What is Squeeze Growth?

In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies. Regular LinkedIn scraping keeps companies agile, well-informed, and ready to adapt to market changes. LinkedIn uses anti-scraping technologies to protect user privacy and prevent unauthorized data extraction. Violating these measures can lead to severe account restrictions or even bans.

What is a LinkedIn scraper?

  • So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date.
  • Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry.
  • This information can be used to create targeted lists of potential customers for your sales team to contact.
  • Import.io allows you to pull data from LinkedIn or any website and have this data updated in real time.
  • If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley.
  • For example, you might notice hiring surges in a particular sector or identify leads based on job roles and industries aligned with your target audience.
  • LinkedIn Scraper is a free and open-source Python library available on GitHub.
  • You can easily find your ideal prospects based on criteria like job title, industry, location, etc., and automatically enroll matching profiles into your automated campaigns.

This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended. Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction. To clarify any uncertainties, consult with legal counsel to understand the laws and regulations relevant to your jurisdiction. Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions. As explored here, the best tool is Bright Data’s LinkedIn Scraper API. Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.

What is a LinkedIn Scraper?

Octopus CRM Linkedin profile scraper helps you quickly obtain the latest information about your prospects, making it easier to engage with them and convert them into customers. Manually extracting data from LinkedIn can be time-consuming and tedious. LinkedIn comes into play to find you the right contacts for your email lead generation efforts. You can define the type of profiles you want to access, run automated scraping queries and download an up to date list of LinkedIn profiles with all public information you needed.

Frequently Asked Questions about LinkedIn Data Scraping

  • But on closer inspection, it’s actually not very hard to extract data.
  • By scraping LinkedIn data, businesses can analyze industry trends to stay competitive.
  • Yes, some LinkedIn scraper APIs can be used to automate tasks like sending messages, following/unfollowing users, and managing your LinkedIn network.
  • Octoparse is a powerful yet user-friendly web scraping tool designed specifically for extracting data from websites like LinkedIn without writing a single line of code.
  • You can then use the collected information to inform your LinkedIn marketing strategies and stay ahead of the competition.
  • You can use the extracted data to create targeted lists of prospects for outreach and lead-generation campaigns.
  • It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details.

The most effective setups for data extraction usually rely on one of the tools mentioned here. Oxylabs is a well-known proxy provider but also offers some scraping tools. One of these services is a scraping API to retrieve data from web pages, even if they are protected by anti-bot solutions. The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites. Whether you’re scraping data for market research, talent acquisition, or competitive analysis, these tools and techniques can help you gather the information you need.

Before we can scrape LinkedIn job listings, we first need to understand how to interact with its data. If in case your account is banned, contact LinkedIn and plead for reinstatement. The legality of scraping is based on different factors like the type of data, the website’s terms of service, data protection laws like GDPR, and much more. If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley. Import.io allows you to pull data from LinkedIn or any website and have this data updated in real time.

These scrapers are designed to serve large corporations that require high-scale data extraction. Most of them are focused on detailed analytics, integrations with CRMs, lead generations and much more; everything to be a complete data solution for organizations. Now, it’s time to start contacting your leads and turning them into clients.

  • Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze.
  • Identifying your target data allows you to find what you exactly need, which in turn saves time and effort.
  • Scraping LinkedIn is wildly useful and doesn’t have to be complicated.
  • In that case, you should consider moving to Cloud based LinkedIn scraper.

Hopefully, you now have a pretty good idea of the best LinkedIn Scraper APIs in 2025. Basically, the top LinkedIn scraper API for you will depend on what you need and how much money you want to spend. When I started looking for the top LinkedIn Scraper API, Bright Data quickly stood out.

Step 1: Bypass LinkedIn anti-bot detection with ScraperAPI

A quick look, and the app is geared for lead generation and GETTING YOUR MESSAGE OUT. The Snov.io is a great sales automation tool, small-scale CRM, email marketing tool, and lead generation tool. Afterwards you could conduct outreach campaigns or export the scraped profiles which includes data points like name, phone number, and email. LinkedIn_Scraper is designed to automate the extraction of data from LinkedIn user and company profiles.

Choosing The Right Web Scraping Tools

  • This way, outreach efforts are always based on accurate and up-to-date information.
  • One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper.
  • Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients.
  • This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing.
  • Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data.
  • LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences.
  • Simply put, you set up automation for LinkedIn, Twitter, Google, and other platforms to automatically extract data, surface new leads, and reach out to them.

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.

Aspect To Consider When Evaluating LinkedIn Scraping Tools

This automation not only saves time, but also ensures that you have accurate and up-to-date data to drive your marketing and outreach strategies. Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players. By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic. By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business. This information can be used to create targeted lists of potential customers for your sales team to contact.

In this guide, we have discussed the best way to scrape job postings in 2024. In addition, ScrapIn is legally compliant and operates within a legal framework. Hence, this API stays compliant with data protection laws including GDPR and CCPA. Install PhantomBuster’s browser extension and connect to your LinkedIn.

Contact our sales team through WhatsApp, Telegram, Skype, email, or live chat.3. Clearly explain how you intend to use our proxies, including the type of product, target domains, use case, and required bandwidth. Use LinkedIn data to sharpen your outreach strategies, focusing on key professionals and customizing engagement efforts. Navigate the recruitment landscape efficiently using detailed LinkedIn data on candidates, skills, and career performance.