5 Benefits of Using LinkedIn Scraper API

LinkedIn enables users to choose from over 36,000 skill titles to highlight on their profiles. LinkedIn has strict rules about the number of connections, messages, and profile visits users can make daily. If these limits are exceeded, LinkedIn can suspend or even terminate your account. With ProspectIn’s “Safe mode” feature, you can set daily activity limits to ensure you do not exceed LinkedIn’s limits. Think about things like the kind of data you want to collect, how big your scraping projects will be, and how skilled you are with technology. Another huge plus is that PhantomBuster makes sure you don’t go over LinkedIn’s rate limits.

Global Linkedin Data

• First, you need to determine what type of data you want to extract from LinkedIn.
• In fact, here’s a full demo of using a few Proxycurl APIs with real-life use-cases (including one using ChatGPT to build personalized email), by our very own CEO, Steven.
• LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service.
• Browser-based scraping runs its automation by simulating clicks directly on your browser and replicating human behavior.
• By scraping LinkedIn data, companies can easily receive valuable insights to power their outreach efforts and save time using specific LinkedIn automation tools.

You’re looking for div elements with the class content-hub-entities, which hold the article listings. For each article, you extract and print the title, description, and link. This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States. With a considerable number of professionals joining every day, LinkedIn tends to serve as a vast and authentic resource for data collection.

LinkedIn contacts

A multi-purpose tool that can scrape LinkedIn along with various other websites. The platform can handle tasks like extracting public profiles, job postings, or company information. The cloud-based platform also supports integration with apps like Slack via Zapier. Integrate your scraped data with your CRM to centralize your lead information and streamline your workflow.

Top tools for efficient LinkedIn scraping

Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use. This allows users to safely and effectively automate their LinkedIn lead generation and outreach efforts without risking their LinkedIn account suspension or termination. The software is easy to use, and it comes with a wide range of other features that make it an ideal tool as a LinkedIn scraper. It helps you save time and boost your LinkedIn outreach campaign’s efficiency. Several LinkedIn scraping tools are available, each with its own features and benefits. Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs.

LinkedIn Scraping Tools You Have To Try in 2025 [FREE tools included]

LinkedIn has strict rules about scraping data from its website, and it employs several measures to prevent web scraping. Oxylabs’ advanced proxy servers allow users to bypass these measures and scrape data from profiles and pages on LinkedIn  with ease. Oxylabs is a leading proxy service provider that offers advanced web scraping solutions for businesses. Its proxy servers are designed to enable businesses to scrape LinkedIn data and other website data with ease. ProspectIn allows you to automate many of your LinkedIn outreach activities, including messaging, profile visits, follow-ups, skill endorsements, and much more. One of its primary features is its LinkedIn scraping capabilities, which allow you to extract data from LinkedIn profiles and pages.

Manual Scraping

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.

Which LinkedIn data can you scrape?

The ability to gather contact details from hundreds of leads automatically can be a game-changer for sales, marketing, and recruitment teams. However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted. 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. These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download.

How to scrape LinkedIn data step-by-step

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.

• If you want to grow your business, LinkedIn is one of the best places to start.
• Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do.
• Just map the data on a page and the platform’s algorithm will do the rest.
• This helps you find the right people to connect with on LinkedIn and grow your network.
• To avoid any confusion, make sure to keep your data organized by labeling it properly.
• Scrapin.io’s LinkedIn Scraper API provides an intuitive LinkedIn scraper suited for marketers, recruiters, and researchers.
• That’s where the customization possibilities of the LinkedIn Scraper API come in.
• Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.

Why scrape data from LinkedIn?

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 Scraper

• Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor.
• Proxycurl is a powerful API platform to gives you programmatic access to fresh and comprehensive public data from LinkedIn.
• The platform can handle tasks like extracting public profiles, job postings, or company information.
• ✅ Bright Data follows GDPR and CCPA, ensuring ethical data collection.
• Like I prefaced earlier, LinkedIn has their very own paid API that grants access to LinkedIn’s network and professional data.
• Go to a LinkedIn profile and look for the information you can extract.
• Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features.

It’s also great if you have specific scraping needs that other tools can’t address. But keep in mind, it only scrapes data that’s publicly visible on LinkedIn. Automated LinkedIn scrapers help companies and solo professionals gain valuable insights for growth while saving time for more priority tasks. To strengthen this point, I mention the case of LinkedIn Corporation versus hiQ Labs. The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information. According to Ascend2, 34% of marketers claim that marketing automation benefits lead generation and helps scale outreach.

Browser-extension LinkedIn scrapers

Their main goal is to offer automation, but you can also scrape data from LinkedIn using it. Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders. Captain Data is a no-code platform that extracts, aggregates, and integrates data. Wiza allows you to export leads from Sales Navigator, LinkedIn, and Recruiter. LinkedIn Profile Scraper by PhantomBuster lets you scrape all the available data from LinkedIn profiles. Connecting your HubSpot CRM to PhantomBuster can automatically enrich your new contacts.

How to Scrape Job Postings [+Python code]

This feature is called the “Auto-Visit” feature, allowing users to visit many LinkedIn profiles in auto-pilot mode. These features make it a useful tool for generating leads, allowing you to view potential leads’ profiles and determine if they are a good fit for your business. This LinkedIn automation platform is very efficient at collecting data; it can quickly scrape thousands of LinkedIn profiles in just a few minutes. This is particularly useful for recruiters and sales professionals who need to generate leads from LinkedIn quickly. LinkedIn scrapers can be integrated with other tools to create an automated outreach process. One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service.

You can also use no code tools like n8n.io and pipedream.com to use this API. If you’re a beginner, we recommend using the Trial version for 14 days to get familiar with the platform and move to a paid plan after you get comfortable with the tool. SalesRobot has two more plans if you want our professional sales and copywriting teams to personally provide message sequences, handle campaigns and outreach strategy. It’s important to note that email scrapers also give you some of this information along with their email addresses.

The Best 10 LinkedIn Scraping Tools of 2025

This allows us to be systematically up to date in the information we deliver. Thus, the adoption of this technology will allow the business to take an informed, agile approach to connecting clients and prospects for success. This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world. A suitable LinkedIn Scraper API extracts all this data in real time, offering an all-rounded view of any professional. LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick.

LinkedIn-API by tomquirk

• Please note that the pricing of the products listed in this article may change.
• SalesRobot has two more plans if you want our professional sales and copywriting teams to personally provide message sequences, handle campaigns and outreach strategy.
• Hence, this API stays compliant with data protection laws including GDPR and CCPA.
• By analyzing competitors’ profiles, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.
• Among the many ways to gather data, web scraping has emerged as an indispensable tool.
• If you’re looking for simplicity, tools like LeadLoft’s LinkedIn Scraper make it easy to scrape and use high-quality data.
• This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States.

Scrupp.com also makes it easy to collaborate with my team members and share files. I highly recommend Scrupp.com to anyone looking for a powerful and easy-to-use project management tool. LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.

Frequently Asked Questions about LinkedIn Data Scraping

For anyone who values simplicity and doesn’t want to spend hours learning new tools, LeadLoft’s scraper is going to be the simplest solution. Whether you’re targeting individuals or looking to gather company data, scraping LinkedIn can be an absolute goldmine. However, it is important to consider the specifics of your operating region. In Europe, LinkedIn scraping must also follow the General Data Protection Regulation (GDPR), which includes lawful processing, transparency, and respect for individuals’ rights. Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.

Linkedin Scraping FAQs

A LinkedIn Scraper is a useful tool for recruiters, salespeople, and marketers who want to gather data on potential clients or employees. It helps you save time and effort by automating the data extraction process. Bright Data is a data collection platform that provides businesses and individuals with various web scraping and proxy services. They have a dedicated web scraper for LinkedIn that extracts and parses LinkedIn public data. Bright Data offers LinkedIn datasets tailored to specific LinkedIn use cases.

Linked Helper 2 has you covered with custom filters to pinpoint your ideal audience, automated connection requests, and personalized follow-up messages. TexAu is a cloud-based toolbox that’s all about eliminating the tedious grunt work of generating leads and getting your outreach on autopilot. And if you need to find specific profiles or companies, Proxycurl’s got you covered with an advanced search functionality that supports boolean queries and regular expressions. Apify is this super handy cloud-based platform that makes web scraping, especially from LinkedIn, easy. Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze.