How to Scrape LinkedIn Data at Scale Complete Guide

Linked Helper 2 is a LinkedIn automation tool with a powerful data-scraping feature. It is designed to help individuals and businesses automate their LinkedIn outreach and lead-generation efforts. Octopus CRM is an excellent tool for businesses, sales teams, and marketers looking for reliable data extraction software that also comes with LinkedIn automation features.

Cookie-based LinkedIn scrapers

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.

Method 1: Free LinkedIn Scraper

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.

Full code and view the collected data

If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl. You can get to scraping straight away, although the service might be limited and might need a paid subscription to fully unlock all the features. Bright Data is kind of unique, in the sense, it does not scrape data for you but provides proxies for your own scrapers. Its no-code data collector even allows users to bypass restrictions like CAPTCHAs and IP bans. In 2022, they launched a new line of dataset products, with variety that rivals or even exceeds that of Coresignal’s datasets.

How to Scrape LinkedIn Data at Scale (Complete Guide)

Headspace takes science-backed meditation and mindfulness tools to improve your mental health. At Squeeze Growth, I write seriously detailed and unadulterated SaaS reviews for businesses and entrepreneurs. They’ve got these cutting-edge data discovery and update systems that ensure a constant flow of new data. But that’s not all – they’ve also got data on 92 million companies, covering the nitty-gritty like descriptions, locations, industries, and employee counts. It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling. With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns.

Conclusion – Which LinkedIn Scraper Is Best For You?

Web scraping is generally legal when done ethically and within the bounds of regulations like GDPR and CCPA. Businesses must adhere to website terms of service and avoid scraping sensitive or copyrighted data. Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks.

Best Instant Data Scraper Alternatives [+ How to choose]

“Awesome tool for outreach”The level of personalisation and the quality of the AI copy. Now with Lyne we can quickly set-up outreach campaigns and do a lot of testing what works best. The tool is celebrated for its speed, ability to scrape locked profiles, and unlimited page scraping capability. This ensures you have clean lists for email campaigns and CRM integration. It allows sales and ops teams to create automated workflows and save time.

Chrome Extensions Based LinkedIn Scrapers:

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.

LinkedIn-Scraper by TufayelLUS

In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation. Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there. If you need to scrape LinkedIn profiles for things like talent acquisition, market research, or sales prospecting, Scrapingdog can help you get all the data you need easily. PhantomBuster offers a LinkedIn profile scraper and a company scraper to scrape public data from the platform. Nimble is a web data gathering platform providing various scraping APIs tailored for specific purposes such as SERP, E-commerce, Maps, and a general Web API.

Key Features of Meet Alfred

You can also integrate email outreach, crafting personalized multi-channel campaigns to maximize your chances of making those valuable connections. And we haven’t even covered the awesome data-cleaning functions that automatically remove typos, emojis, and irrelevant capitalization. Evaboot is a Chrome extension that works around the clock to build you a pipeline of hyper-qualified prospects. They’ve also got rock-solid scalability, so whether you need to scrape 10 profiles or 10 million, Apify can handle it. Just a few clicks and bam, you’ve got a scraper up and running, pulling in all the data you need. Plus, with seamless integrations with tools like Zapier, Slack, and Google Sheets, you can streamline your workflows and boost productivity to the max.

• Its dashboard features an API playground that automatically generates code snippets based on selected parameters.
• Coresignal’s massive database houses over 694 million employee records packed with details like job titles, work experience, education, and contact info.
• Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor.
• 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.

Leverage LinkedIn Data for Your Business

It requires no technical knowledge and automatically handles everything, including email and phone verification, data scraping, and even sending out email and LinkedIn messages. 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. With this targeted approach, you can enhance your sales strategy by tailoring your outreach efforts. Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients. Sign in to your Snov.io account or create a new one to sync the extension.

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.

Linkedin Group Scraper

It’s a 7 year old product that’s used by over 300,000 users worldwide. It’s used by salespeople who want to grow their network on LinkedIn with their ideal customers and try to convince them to get on a sales call with them. For example, if you’re a sales team, then you need this because you have activity quotas to hit. You can use their API to scrape almost anything on LinkedIn without even using your LinkedIn account. You can get all the prospects data stored straight into SalesRobot and launch a mass-messaging campaign, reaching out to every single one. Using all this additional info, you can narrow down your prospect lists to the ones closely resembling your ideal customer profile.

There are several libraries available that allow for web scrapings, such as Beautiful Soup and Selenium. If they don’t, you can always download the CSV or Excel file they provide and use the import feature of your CRM to add your leads to it. It allows users to send hundreds of personalized follow-up messages daily on LinkedIn, Email, and Twitter, completely on autopilot. However, they also offer the possibility of extracting data from various places on LinkedIn. Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets. It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheets.

Scrape profile data with Python Selenium

For a straightforward, user-friendly experience, Waalaxy, Lemlist and ParseHub are designed with simplicity in mind. SeekOut combines LinkedIn data with other sources to offer a robust platform for diversity hiring, talent sourcing, and analytics. It is an AI powered talent search engine built to help sources find and hire the right talent, fast.

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.

This is especially useful for high-volume outreach, allowing teams to reach more people while still focusing on high-quality, relevant prospects. The best way to scrape data from LinkedIn is to use scraping tools and automatinos, like Evaboot, Phantombuster, TexAu and others. With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms. This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn. It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture.

Even if you need to slurp up 10 million LinkedIn profiles, their architecture scales seamlessly while smart optimization keeps everything running at peak performance. But what really impresses me is how Nimble handles scraping at a massive scale. Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.

By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights. According to Research Nester, the web scraping market is projected to reach $2.45 billion by 2036, with an annual growth rate of over 13%. Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML.

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 LinkedIn Scraper 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.

After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot. The tool collects basic information such as full name, company, job role, and LinkedIn profile URL and exports it as an Excel file. Save your leads in Snov.io sales CRM and segment them for your outreach campaigns by creating the needed lists. When adding new prospects’ profiles, you can choose the list of where to save them. LinkedIn scraping helps automate lead generation and improve prospect targeting. Sales teams can use the data to identify prospects who better match their ideal customer profile and are worth pursuing.

On the other hand, if you are a non-technical user, a cloud-based LinkedIn automation platform with scraping capabilities may be a better option. You’ll use requests to fetch the page’s HTML content and BeautifulSoup to parse and extract the relevant information. Dive into informative articles, tips, and tutorials on web data extraction. With ScrapIn, there’s no need to have a LinkedIn account, which means you can bypass the platform’s viewing and extraction limits entirely. This API provides unlimited usage, allowing you to access a vast amount of data that would otherwise be unattainable due to LinkedIn’s restrictions. Besides, this LinkedIn automation tool allows you to collect unlimited LinkedIn information.

• Today, social media is experiencing tremendous growth and thus changing how people communicate, connect, and do business.
• 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.
• And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more.
• Besides LinkedIn data scraper options, Snov.io offers the Email Finder Chrome extension to help you collect high-quality contacts from various websites.
• The process of scraping LinkedIn involves setting up search filters based on certain criteria, such as job title, location, company name, and industry.
• These APIs are very easy to integrate or fit into the existing work cycle, whether you’re a seasoned developer or just beginning your career path.

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.

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.

Lemlist has a cockpit management feature, which serves as a single dashboard, where you can manage your team accounts. If a prospect responds, they are moved from your campaign into your pipeline for you to close. The Dux-Dash campaign statistics provide a clear overview of areas that need improvement to optimize your LinkedIn lead generation efforts. Now, use the command line to specify the type of data you want to scrape.

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.

Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features. This LinkedIn API is another Python library on GitHub for developers seeking programmatic access to LinkedIn data. It allows users to authenticate credentials and fetch data such as profile details, connections, and more in JSON format. However, accessing, exporting, and storing up-to-date data quickly and efficiently isn’t possible without a scraper designed for the task. The best thing about LeadCrush is its ability to scrape large volumes of data quickly and accurately.

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.