30 +1 Top LinkedIn Scrapers for 2025 with Pros & Cons

LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections. The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs. With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales. NetNut provides an API for social media scraping, enabling users to extract real-time and requested data from platforms like LinkedIn. This social scraping tool is compatible with proxies and features automated proxy rotation to optimize data collection. Web scraping tools such as Bright Data has their own proxy infrastructure including IPs and servers.

You also get predictive analytics that anticipate layoffs, growth, and role-specific demand, making it ideal for corporate strategy and workforce planning.
Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks.
Just keep in mind that ZenRows only collects public LinkedIn data and doesn’t provide email or phone numbers.
The tool uses advanced algorithms and machine learning techniques to extract data from LinkedIn, ensuring that the data obtained is accurate and up-to-date.
Evaboot is a Chrome extension that works around the clock to build you a pipeline of hyper-qualified prospects.
Let’s start by installing all the dependencies we’ll be using for this LinkedIn scraping project.
It scales beautifully, allowing you to gather massive amounts of data quickly.
This approach allows sales reps and marketers to tailor messaging to each prospect’s roles, needs, and preferences, making the outreach more personalized and, thus, more effective.

Captain Data

With Snov.io, you can create automated cold email sequences and add LinkedIn actions to your campaigns. You can export the information as a CSV file or directly integrate it into your CRM. The platform also enables profile enrichment with additional details like email addresses and phone numbers.

Best LinkedIn Scraper Tools That No Recruiter Can Resist

Unless you scrape the data that is publicly available, you don’t violate the Computer Fraud and Abuse Act (CFAA) and the Digital Millennium Copyright Act (DMCA). To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations. That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles. Open the lead’s profile, a company page, or a search results page with specific filters and launch LI Prospect Finder by clicking its icon in the top-right corner of your browser. With PhantomBuster, you can also extract lead lists from other platforms and export them directly to spreadsheets.

Leverage LinkedIn Data for Your Business

Skrapp is a scraper, B2B email finder, and outreach tool designed to help professionals with email marketing and outreach campaigns. Dripify is a LinkedIn automation and prospecting platform tailored to sales professionals. It simplifies LinkedIn operations by automating tasks such as scraping LinkedIn profiles to extract email addresses, phone numbers, and other data.

How To Export LinkedIn Contacts To Excel? [2025 Guide]

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.

One of its primary features is its LinkedIn scraping capabilities, which allow you to extract data from LinkedIn profiles and pages.
When used wisely, LinkedIn scraping becomes a powerful asset, empowering businesses to streamline outreach, refine strategies, and make effective data-driven decisions.
Apify is an online platform that helps developers build, deploy, and publish scraping, data extraction, and web automation tools.
Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use.
With over 1.8k GitHub stars and thousands of monthly downloads, it represents the most popular Python LinkedIn scraping tool.

Getting Started with the LinkedIn Scraper API

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.

Types Of LinkedIn Scraping

Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach. Please note that the pricing of the products listed in this article may change.

This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn.
Most tools implement techniques like random delays or IP rotation to reduce detection risk.
By analyzing competitors’ profiles, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.
This code fetches job listings from a LinkedIn search page for frontend developer positions in the United States.
Please note that the pricing of the products listed in this article may change.
If you’re looking for simplicity, tools like LeadLoft’s LinkedIn Scraper make it easy to scrape and use high-quality data.
It started as a LinkedIn messaging automation tool and then added LinkedIn cold emailing to its sequences.
Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels.

Key Features of Evaboot

Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data. The cloud extraction feature, for example, distributes your scraping tasks across multiple cloud servers, drastically speeding up large extraction jobs. That’s why Bright Data has a staging environment for validating and reparsing your scraped data. You don’t have to worry about inaccurate or irrelevant information messing up your pipelines. This bad boy can handle high-volume data extraction like a champ, with its auto-scaling architecture.

The Best 10 LinkedIn Scraping Tools of 2025

You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns. Arguably, Customer Relationship Management (CRM) systems form the backbone of most businesses, helping them manage interactions with clients, leads, and partners. However, a CRM system is only as effective as the quality and relevance of the data it holds.

All the LinkedIn Data You Need, Just a Click Away.

While you can use different scraping tools that provide valuable insights, it’s important to conduct job scraping responsibly and in accordance with LinkedIn’s policies. One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds. Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach. It allows users to send personalized messages, connection requests, and follow-ups to their LinkedIn contacts. Scrapin.io’s LinkedIn Scraper API provides an intuitive LinkedIn scraper suited for marketers, recruiters, and researchers. The platform simplifies data collection with a browser-based interface and allows the export of structured data, such as contact details, education, and professional experience.

Linkedin Group Scraper

One aspect that needs improvement is that I’ve tried to reach out to the company for more options, but it’s too difficult because they don’t even appear on LinkedIn. This tool’s main goal is to automate sending LinkedIn messages and connection requests, but it can also export LinkedIn searches. Linked Helper is one of the oldest LinkedIn automation tools on the market.

It is the perfect tool if you’re looking to scale your LinkedIn outreach while maintaining a degree of personalization. Like I prefaced earlier, LinkedIn has their very own paid API that grants access to LinkedIn’s network and professional data. 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.

La Growth Machine

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 LinkedIn Scraper have to worry about infrastructure, proxy servers, or getting blocked. Discover the best Instant Data Scraper alternatives for effortless web scraping.

Optimized Networking and Outreach

To avoid risking your account’s safety, using a reputable and reliable LinkedIn scraper that complies with LinkedIn’s terms of service is important. Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing. A LinkedIn scraper uses algorithms to crawl through the LinkedIn website and extract data from various profiles and pages.

Find detailed data on LinkedIn articles authored or interacted with by users.
With the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case.
This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more.
Its endpoints enable users to search for companies based on specific criteria and perform additional data enrichment tasks.
You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder.
As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead.
This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.
With the right LinkedIn scraper, you can streamline your workflow, increase productivity, and ultimately see better results from your lead generation campaigns.

The Future Of Web Scraping

Originating from Pennsylvania, USA, Jayden’s journey in technology began early, evolving into a career marked by a profound understanding of web development. Specializing in ethical and efficient data extraction, he navigates the complexities of proxies and VPNs with finesse. Jayden’s commitment to responsible tech practices shines through, advocating for privacy and staying at the forefront of industry advancements. A collaborative figure, he shares knowledge through mentoring and public speaking, making a lasting impact on the tech community.

Step 2: Set up your LinkedIn data scraping project directory

With a huge repository of professional profiles, company pages, and job postings, LinkedIn offers plenty of opportunities to gather data for prospecting and lead generation. Derrick provides you access to powerful data scraping features, including LinkedIn data scraping. Besides having data enrichment and processing features, it easily integrates with Google Sheets. One of the unique features of Dux-Soup is its ability to visit and engage with LinkedIn profiles automatically.

Sales Navigator Account Lists

As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead. Each user gets a unique IP address too, ensuring your automated actions stay under LinkedIn’s radar. Plus, with a range of APIs and integrations, piping your fresh LinkedIn data into apps, BI tools, and workflows is a breeze. Their state-of-the-art tech uses machine learning to automate scraping in a human-like way, navigating even the most dynamic, JavaScript-heavy sites without raising red flags. Their API lets you enrich profiles with additional data points like personal email addresses, phone numbers, and estimated salary ranges.

In that case, you should consider moving to Cloud based LinkedIn scraper. Learn all about the LinkedIn API, with comprehensive Python code demos. Dive into the world of LinkedIn APIs, official and third-party alternatives, and understand how to access and utilize LinkedIn profile data through Python code examples.