By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages. This can help you generate more leads on LinkedIn and grow your business. With the top LinkedIn scraping tools you can extract data from multiple profiles simultaneously and save it in a structured format or export it in multiple formats. This will save you time, allowing you to focus on other important tasks. Some of the best LinkedIn tools for scraping LinkedIn include Dripify, Octopus CRM and PhantomBuster. These LinkedIn data scraping tools offer advanced search filters to extract precisely what you want.
How to Scrape Job Postings [+Python code]
For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job. Our service handles all these complexities, allowing you to scrape any page with a simple API call. Activities that don’t seem “human” are flagged by LinkedIn’s algorithm. The CFAA (Computer Fraud and Abuse Act) clearly mentions, scraping publicly available data isn’t considered hacking. It is LEGAL to scrape publicly available data in LinkedIn, if you are doing it ethically.
How to Scrape LinkedIn Data at Scale (Complete Guide)
This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies. You can use the extracted data to create targeted lists of prospects for outreach and lead-generation campaigns. It is a user-friendly tool that allows you to automate your LinkedIn outreach efforts and manage your lead generation and sales pipeline on LinkedIn more efficiently.
User-Friendly API
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.
Key Features of Apify
This helps with obtaining accurate professional information for sales purposes. Modify these search URLs to collect job listings from specific companies or search results. While manual web scraping works for small projects, it becomes increasingly challenging at scale. For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results. Continuous monitoring systems and team education can help your company stay compliant and foster a culture of integrity.
Manual Scraping
- What you need is a thoughtfully curated list of LinkedIn scrapers, categorized to tailor your specific needs, so you can easily pick the right tool for you.
- It uses a proxy pool and headless browser technology to handle dynamic content and prevent IP blocking to retrieve detailed information.
- One of the unique features of Dux-Soup is its ability to visit and engage with LinkedIn profiles automatically.
- Findymail is a powerful B2B email finder designed to automate and streamline finding verified professional email addresses.
- Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.
- You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up.
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.
Scrape LinkedIn Learning
Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data. Octopus CRM advertise themselves as “the all-in-one LinkedIn automation tool”. But on closer inspection, it’s actually not very hard to extract data.
Leverage LinkedIn Data for Your Business
Are you tired of manually scouring LinkedIn profiles for potential candidates or business leads? LinkedIn data scraping tools help you gather and extract valuable data from LinkedIn, making your search for the perfect employee or client a breeze. A LinkedIn scraping tool is software or script that can directly access LinkedIn using a web browser. LinkedIn scrapers are designed to crawl public LinkedIn profiles and extract data from the platform, including names, job titles, company names, industries, and skills. Lemlist is a cold email software designed to improve reply rates and simplify sales engagement and outreach automation. It is powered by the capability to extract data from LinkedIn profiles based on various filters, including keywords, location, industry, and more.
Bright Data
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.
LinkedIn Scraping: Practical Guidelines, Safety Measures, And Tools For 2025
Extract job listings using advanced search criteria and filters to find relevant opportunities. Update the job URLs to collect information about specific job listings. Unlike most solutions on the market, we do not use a database (neither purchased nor built up from our clients).
Top 16 LinkedIn Scraping Tools
For example, companies can review job postings, skills, and hiring patterns to identify which roles and expertise are in demand. Find a step-by-step guide on efficient LinkedIn scraping and leverage it for your business growth. Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects. With a few clicks, you can set these bad boys in motion, automating tasks like sending connection requests, endorsing skills, and extracting data from profiles and searches.
Key Features of Octoparse
“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.
Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting. You can connect this tool to Google Sheets or HubSpot CRM, which makes it really simple to organize and automate your lead generation. Uncover new professional connections by extracting comprehensive LinkedIn profiles, perfect for identifying industry leaders and influencers. Similarly, targeting public posts of key finance executives and investment banks will help build a “radar” for the trending industries and stocks in the financial investment world. Similarly, top technology executives and venture capital firms’ posts will help you identify emerging startups and new products in the market.
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.
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.
Profile Checker
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.
Chrome Extensions Based LinkedIn Scrapers:
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.
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.
With so many LinkedIn scraping tools out there, how do you know which one to choose? Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available. Whether you’re a recruiter, salesperson, or just someone looking to network, these tools will help you get the job done quickly and efficiently. The Bright Data LinkedIn Scraper API allows developers to programmatically extract public data from LinkedIn profiles, companies, job listings, and posts. This enterprise-grade solution handles complex infrastructure requirements including proxy management, request throttling, and data parsing.
The most common pricing reference you can get online is $99/person/mo. This will give you a clear roadmap of what to expect and help you find out which category best suits your needs. Just keep in mind that ZenRows only collects public LinkedIn data and doesn’t provide email or phone numbers. When comparing LeadLoft and ZenRows, the right choice depends on your needs and technical skills.
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 LinkedIn Scraper 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.
However, no scraper guarantees 100% undetectability, and LinkedIn actively works to detect and block scraping. The point-and-click interface is easy to figure out even if you don’t have any instructions or tutorials. Just copy the URL you want to scrape from, and then use the browser interface inside the platform to point and click. All the data scraped is displayed below and you can even choose the format. Similar to Revelio Labs, Entelo provides predictive recruiting and workforce diversity analysis. It’s interesting as the software uses predictive analytics by identifying candidates who are more likely to change jobs.
By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose. The scrapers in this category are for generating leads and discovering verified contact details, indispensable for sales and marketing professionals. By scraping LinkedIn data, companies can easily receive valuable insights to power their outreach efforts and save time using specific LinkedIn automation tools. “Powerful automation to boost your business growth”We use TexAu to extract, process, and filter data with just a few clicks of the mouse. TexAu is a powerful automation tool for marketers, sales people, and everyone in between.
- Even if you need to slurp up 10 million LinkedIn profiles, their architecture scales seamlessly while smart optimization keeps everything running at peak performance.
- Embracing a LinkedIn Scraper API is not just about unlocking data; it’s about opening up opportunities, driving growth, and finding success in professional endeavors.
- In addition to LinkedIn data scraping, Octopus CRM is powered with advanced functionalities, such as automated LinkedIn messaging and connection requests.
- The team behind this tool has designed it to help businesses and organizations build lead lists in seconds without much technical know-how.
- 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.
Then, log into LinkedIn and retrieve the li_at cookie from your browser’s developer tools. Update the configuration file or pass the cookie directly when running the script. Since the tool is primarily focused on employee enumeration, let’s go ahead and see how we can pull that data. Then, authenticate your LinkedIn account using email and password (use this responsibly to comply with LinkedIn’s terms of service). Let me show you how you can pull up a LinkedIn profile through this tool using Python.
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.
It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades. But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures. Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks. And the built-in IP rotation keeps you anonymous by automatically cycling through different IP addresses, bypassing anti-scraping measures.
It is best for anyone looking to quickly extract valuable data and insights from LinkedIn profiles and other websites. With CoreSignal, you can scrape LinkedIn profiles based on multiple filters, such as job titles, company names, and industries. Once extracted, you can send the data directly to your preferred storage or export it in CSV or JSON formats. This intelligent tool offers various LinkedIn scraping features, supercharging lead generation, marketing, and sales campaigns. It is built on an auto data point identification model that makes data detecting and scrapping a breeze.
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.
To get the HTML content, you use Playwright’s evaluation method and then parse it with Beautiful Soup to find the specific elements and print the extracted information. You leverage Playwright’s asynchronous features by defining an async function called main(), and you start the script’s execution with asyncio.run(main()). In this article, we are going to unfold the simplest and more efficient ways to export leads from LinkedIn Sales Navigator. Now click “Export with Evaboot”, give a name to your export, and click on export leads. Begin by setting up the initial filters, and adjust them progressively until you’re satisfied with the focus of your search. Sales Navigator offers an array of more than 30 filters, which are divided between those that pertain to companies and those that are relevant to individual professionals.
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.