How to Scrape LinkedIn Using a LinkedIn Scraper: 5 methods

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. 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.

Bright Data LinkedIn Data Set

This eliminates the need to switch between multiple tools, saving you valuable time and effort. Here are the 26 best LinkedIn scrapers and automation tools to help you streamline your lead generation efforts and export your lead lists more easily. Below are our top picks of LinkedIn scraping tools to make the process easier. Each is suited to different user needs, from developers seeking web scraping APIs to marketers in need of no-code solutions. While all of these data scrapers are reliable and safe, they have different pricing models. As such, you should make sure to research multiple tools, compare their pros and cons, and consider their prices to find the best LinkedIn scraping tool for your business.

The Future Of Web Scraping

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. 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.

How to Scrape LinkedIn without Code

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.

Can I use a LinkedIn scraper API to automate other LinkedIn tasks?

• You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving.
• Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features.
• 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.
• Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects.

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. 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.

Top 10 LinkedIn Scrapers

• For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable.
• For a straightforward, user-friendly experience, Waalaxy, Lemlist and ParseHub are designed with simplicity in mind.
• This allows users to safely and effectively automate their LinkedIn lead generation and outreach efforts without risking their LinkedIn account suspension or termination.
• LinkedIn has strict rules about the number of connections, messages, and profile visits users can make daily.

After some research, I found out their plan starts from $14,995/ year. Each of these LinkedIn scrapers are categorized and are weighed based on their price and free version availability. Unlike simpler tools, this method provides flexibility and scalability, allowing you to scrape hundreds of thousands of profiles if needed.

• You also get predictive analytics that anticipate layoffs, growth, and role-specific demand, making it ideal for corporate strategy and workforce planning.
• The legality of LinkedIn scraping occupies a gray area where technical, legal, and ethical considerations overlap.
• “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team.
• By the end of this post, you’ll know exactly which LinkedIn scraping tool is the best for your needs.
• Data scraping, is not illegal per se, but LinkedIn’s Terms of Service prohibit unauthorized scraping, including job scraping.
• You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn.

Linkedin Scraping Tutorial with Python

This commitment to ethical standards means that users can leverage the power of ScrapIn with the confidence that they are conducting their data gathering responsibly. Once logged in, browse phantoms and search for LinkedIn Profile Scraper. This phantom will automatically visit the LinkedIn profiles and extract every piece of data that is publicly available. This free GitHub package allows scraping personal and company LinkedIn data for free. You can extract data such as LinkedIn profile URLs, education, experience, or even the interests of a person.

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On it, you can submit a LinkedIn profile or a desired list of profile URLs. The data it exports includes things like name, LinkedIn profile URL, company, and beyond, but you’ll have to use a separate Phantom, the email extractor, to get an email address. 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. If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool. LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need.

Linkedin Group Scraper

• LaGrowthMachine is a sales automation tool that helps sales teams and recruiters benefit from the most advanced growth techniques without technical skills.
• The best part that I like about PhantomBuster is the lead generation part.
• According to recent research, there are more than one billion people on LinkedIn globally.
• 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).
• In addition, it offers a range of features, including viewing and downloading data samples, browning full data dictionaries, and calculating custom data prices.

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.

Open-Source LinkedIn Scrapers

One of the key advantages of using Lemlist as a LinkedIn scraping tool is its user-friendly interface. The tool is incredibly easy to use, even for users who have no experience with web scraping or data extraction. Plus, Lemlist is highly customizable, allowing you to tailor your scraping parameters to meet your specific needs. LinkedIn scraping tools automates the process of extracting data from LinkedIn profiles.

Expandi also provides educational resources to help users become more proficient in LinkedIn outreach. MeetAlfred (ex-Leonard) is a powerful multichannel cold outreach tool with many integrations. It also offers features to manage team efficiency and productivity, and i. It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates.

The speed and accuracy of LinkedIn Scraper APIs ensure that businesses stay competitive and always ahead of trends and opportunities. LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort. Furthermore, high latency ensures relevant data is retrieved for fast-moving industries like recruitment, sales, and business intelligence.

Extract number of jobs available at each company

The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends. 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.

LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts. Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction. A good LinkedIn scraper can provide rich insights for businesses and professionals, especially for sales, recruitment, and market research. Thus, instead of manually gathering data, scraping LinkedIn profiles and collecting large amounts of information happens in a minimum time. They’ve got all these ready-made “scrapers” designed specifically to extract data from LinkedIn profiles, company pages, job listings, and more. This innovative software uses advanced algorithms to extract valuable data from LinkedIn and then export the data to your internal tools like Zapier or HubSpot.

If you’re not comfortable with coding or don’t want to deal with APIs and scripts, tools like the LinkedIn Scraper from LeadLoft are a lifesaver. They’re built for people who just want results without the technical hassle. Although LinkedIn prohibits scraping in its TOS, the enforcement is often limited to high-volume or disruptive activities. 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.

• Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities.
• It’s an asynchronous scraping tool that lets you gather public LinkedIn data quickly and at scale.
• Findymail turns Sales Navigator searches into an email list in one click.
• Derrick provides you access to powerful data scraping features, including LinkedIn data scraping.
• However, a CRM system is only as effective as the quality and relevance of the data it holds.
• You get 200 pages of data in 40 minutes and you’ll be able to launch your projects without spending any time writing scraping scripts by yourself.
• Once you are sure that the information provided in a profile is useful, just click on the “Scrap Profile” button.
• It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details.

For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable. A lot of standout features in this tool, starting with the Boolean search, which allows you to combine keywords with modifiers like and, not, and or to get more relevant results. The platform also has an AI robot that can work on your behalf and search for potential candidates that qualify for a job.

The Benefits of Using a LinkedIn Scraping Tools

88% of marketers say that using automation tools significantly helps them achieve their most important goals. Besides, insights from scraping can reduce the time spent on leads that don’t match, streamline sales workflow, and ultimately increase the chances of closing deals. Dux-Soup is a robust LinkedIn automation tool that takes the wrath out of prospecting and lead generation. Dripify is a cloud-based software created for sales teams, marketers, recruiters – anyone who wants to streamline and automate their LinkedIn prospecting efforts. And we’re not just talking basic stuff like names and job titles – it captures location and company details down to years of experience and connection counts.

Jacob Kalvo, CEO of Live Proxies, a leader in residential proxy solutions. 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. 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. Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration.