LinkedIn Scraping: Practical Guidelines, Safety Measures, And Tools For 2025

They are aware that all recruiters and sales need to scrape their data. “Outbound Data without all the inputs”It’s incredibly helpful to be able to prospect directly from LinkedIn since most of my clients are fairly active on there. This way I don’t have to work through a separate data enrichment tool’s UI – I can work directly from LinkedIn. It’s also really helpful that we can update certain fields to allow us to know who is working on what account and contacts and what stage they are in.

Conclusion – Which LinkedIn Scraper Is Best For You?

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.

Cloud-Based LinkedIn Scrapers

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.

Profile Discovery

By the way, Snov.io provides a free built-in CRM to help you organize your lead base and manage your sales processes in one place. Collect prospects’ profiles using our LinkedIn scraping tool and keep all your leads in one place to focus on the right deals. Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily.

Profile Checker

• 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.
• 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.
• In addition to scraping job listings, you can also scrape courses from the LinkedIn Learning page.
• If you don’t comply, LinkedIn is likely to block your account due to unauthorized data extraction activity.

One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates. And if you’re a code junkie, Bright Data has got your back with their Scraper API and code templates for popular websites. Once the recruiter has compiled a list of potential candidates, they can use LinkedIn’s messaging feature to reach out to them and measure their interest in the position. This is really good data as if someone follows a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

Is it necessary to have technical skills to use a LinkedIn scraper API?

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.

Access our opensource API

• By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages.
• Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access.
• The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides.
• Now, you can apply filters to further refine your choices and obtain specific data that meets your criteria, then click “Purchase options” to see how much it’ll cost.
• Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects.
• To put it simply, ‘Data Scraping’ or ‘Web Scraping’ is a process of collecting and importing data from websites.
• Sign in to your Snov.io account or create a new one to sync the extension.
• Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers.

Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration. One of the strong points concerning the benefits of a LinkedIn Scraper API is its speed. Imagine having to go through hundreds, even thousands, of LinkedIn profiles to scrape information from them manually. Not only would that take hours, but much critical information can be lost due to human error.

La Growth Machine

Once you are sure that the information provided in a profile is useful, just click on the “Scrap Profile” button. Customize these search criteria to find specific job opportunities across different locations and requirements. Update the url and limit fields to retrieve articles from specific LinkedIn profiles. Find detailed data on LinkedIn articles authored or interacted with by users. All our data is gathered in real time, this is very interesting if you need to have always up-to-date data.

People Data Lab Alternatives [+How to choose]

This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended. Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction. To clarify any uncertainties, consult with legal counsel to understand the laws and regulations relevant to your jurisdiction. Scraping personally identifiable information or exposing the scraped data to the public are likely to be illegal in most jurisdictions. As explored here, the best tool is Bright Data’s LinkedIn Scraper API. Based on an award-winning proxy network with 72+ million IPs, this solution exposes endpoints to scrape public LinkedIn data.

Sales Engagement 101: The Complete Guide

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.

Lead generation and prospecting

Expandi is a LinkedIn automation tool designed to help users enhance their outreach efforts. It allows users to send personalized invites, messages, and InMails and also supports email outreach. Lemlist is a powerful cold email software and outreach automation tool to help businesses grow. It’s a LinkedIn automation tool aiming to create automated LinkedIn prospecting sequences.

Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information. It’s designed to collect public data like profiles, company info, job listings, and posts without you needing to worry about technical stuff like proxies or CAPTCHAs. Among its features is a LinkedIn scraper to find and extract data from relevant‍ prospects and candidates in minutes. This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more. HeyReach is automation software to support agencies and marketing teams in scaling their LinkedIn outreach. It enables users to send unlimited connection requests and messages from multiple synchronized accounts within the same cloud-based platform.

During this step, you can tell Phantom how many profiles it can process during each launch. Once you have created an Evaboot account, click on “Get Chrome Extension”. After you have downloaded the Evaboot extension, just add it to Chrome. Go to a LinkedIn profile and look for the information you can extract. For instance, you can find experience, education, and skills by clicking on the profile’s contact info.

Browser-extension LinkedIn scrapers

This enables you to find individuals with specific educational backgrounds or skills. As a result, you can expect to get access LinkedIn Scraper to a vast pool of professionals. For instance, recruiters often turn to LinkedIn to source candidates for open positions.

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.

Phantombuster

Supercharge your CRM system by enriching it with real-time LinkedIn data insights. Extract professional insights instantly with high latency, ensuring data is fresh and relevant. Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose API, provided JSON profile data about ~70% of the time. Each URL was processed once by each provider, and the responses were collected for analysis. We are going to explore 13 of the top B2B data providers offering high-quality data and valuable insights.

It operates entirely on the command line, leveraging Python libraries like beautifulsoup4 and lxml to parse LinkedIn’s front-end, without using the official API. 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.

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.

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.

A LinkedIn scraper is a tool used to extract data from LinkedIn profiles and company pages. It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details. A LinkedIn automation and scraping tool designed for omni-channel outreach, Zopto is everything they advertise. With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time.

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.

• Plus, many offer other exciting features like automation to help you find and connect with the right people on LinkedIn in autopilot mode.
• To cut it short, we must say Helium Scraper is an excellent choice for anyone looking to extract valuable data and insights from LinkedIn profiles.
• It provides workforce intelligence by analyzing publicly available workforce data.
• Another key feature of ScrapIn is its ability to search for data in real time.
• By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business.
• This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections.
• You have the option to choose if you want to work with your LinkedIn account, Sales Navigator or Recruiter account.
• This means you can extract data with ease, even if you have no experience with web scraping or data extraction.

Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it. You’re searching for li elements with the class results-list__item, which contains the course listings. For each course, you extract and print the title, creator, duration, and link.

LinkedIn data scraping can be a powerful tool for monitoring your competitors. When you scrape data from competitor profiles or pages on LinkedIn, you gain insights into their target audience and the types of content that engage them. Plus, you’ll identify the people working at your competitor companies. For example, you can use a scraper to extract data from LinkedIn profiles and then import that data into an email marketing or CRM tool. This allows you to send targeted email campaigns to your LinkedIn connections automatically.

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.

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.

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.