How to Scrape LinkedIn Using a LinkedIn Scraper: 5 methods

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. 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.

Additional Facilities Offered by Bright Data

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 Scrapers Final Comparaison

• One of its primary features is its data scraping capabilities, which enable you to extract and export valuable information from LinkedIn profiles and pages.
• Once logged in, browse phantoms and search for LinkedIn Profile Scraper.
• One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper.
• A LinkedIn scraper uses algorithms to crawl through the LinkedIn website and extract data from various profiles and pages.

If you’re looking for a tool that can grow with your business, Proxycurl offers a scalable API that can be integrated into various systems. 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.

Helium Scraper

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.

What is the best way to scrape LinkedIn data?

They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses. Once you install the extension, you can perform Sales Navigator searches and then export the data back to Evaboot. While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data.

Captain Data

• This tool uses advanced algorithms to extract data from LinkedIn Sales Navigator, including work information and email addresses.
• Customize these search criteria to find specific job opportunities across different locations and requirements.
• You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all.
• 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.
• “Helpful tool for lead generation, recruiting, and automating the process”MeetAlfred is an easy-to-use tool to help find leads or potential employees on Linkedin.

If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered. Here, we have tried to unveil LinkedIn Scraper the most intriguing ways to scrape LinkedIn. Modify the profile URLs and date ranges to collect posts from specific LinkedIn profiles.

LinkedIn search results

They use proxy servers to access LinkedIn in order to extract data, distributing requests across several IP addresses or LinkedIn profiles. To conclude, scraping data from LinkedIn tends to offer valuable data and insights that you can use to create leads and recruit professionals. So, whether you choose a LinkedIn scraper API or scrape a LinkedIn profile manually, it’s critical to collect and analyze the data responsibly. By using the right tools and techniques, you can surely unlock the true potential of LinkedIn.

Optimized Networking and Outreach

• A good LinkedIn scraper can provide rich insights for businesses and professionals, especially for sales, recruitment, and market research.
• You have to apply for access, go through an unreasonably long approval process, and even then chances are you might get rejected.
• Just map the data on a page and the platform’s algorithm will do the rest.
• Most tools implement techniques like random delays or IP rotation to reduce detection risk.
• Skrapp is a scraper, B2B email finder, and outreach tool designed to help professionals with email marketing and outreach campaigns.
• The platform also enables profile enrichment with additional details like email addresses and phone numbers.
• It is built on an auto data point identification model that makes data detecting and scrapping a breeze.
• Breaking these rules can get you into legal trouble, such as having your account suspended or getting fined.

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.

Best Phantombuster Alternatives For LinkedIn [Free & Paid]

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.

What Is a LinkedIn Scraper?

Note that the pricing isn’t specific to LinkedIn, you can use this tool to scrape any website without being blocked. For example, if you want to scrape all marketing directors at non profits in NYC to invite them to a particular event, then pay as you go is suited for that. The price per credit varies from $0.0216 to $0.1 depending on your volume commitment. You can also use no code tools like n8n.io and pipedream.com to use this API. If you’re a beginner, we recommend using the Trial version for 14 days to get familiar with the platform and move to a paid plan after you get comfortable with the tool.

Is LinkedIn Scraping legal?

• You can also retrieve structured data about companies, including funding details, office locations, employee counts, and more.
• 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).
• 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.
• If you aim to scrape LinkedIn to add the data to your CRM, Surfe will be a handy tool.

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.

Apify is another cool online platform that makes it super easy for developers to create and run scraping tools. One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn. Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages. For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies.

• 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.
• If you do manage to secure API access by a miracle, the data you get is limited.
• The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information.
• It is a trend for some data solution providers, even though I personally feel it’s more of a bother.
• Those who are up for the challenge, I present to you a list of some projects that I deem are perfect for LinkedIn scraping.
• The biggest reason you’d want to use Proxycurl is because it’s an incredibly versatile API that’s designed to be built into your existing systems and workflow.
• What would take weeks of manual labor can be done in minutes by a LinkedIn scraper, saving you ridiculous amounts of time and effort.
• 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.

What Is A LinkedIn Scraper & Why Use One?

For instance, recruiters often turn to LinkedIn to source candidates for open positions. By scraping LinkedIn for specific skills, experience levels, and educational backgrounds, recruiters can pinpoint potential candidates who match the job requirements closely. Web scraping is the automated process of extracting data from websites. This technology empowers businesses to analyze trends, refine strategies and optimize operations with minimal manual effort. However, collecting this data by hand can be time-consuming and unsuccessful.

Monitor Industry Trends

If you’re looking for simplicity, tools like LeadLoft’s LinkedIn Scraper make it easy to scrape and use high-quality data. But if you’re comfortable with APIs and need to scale up, ZenRows provides powerful scraping capabilities for larger-scale needs. ZenRows is designed to tackle LinkedIn’s biggest challenges, including CAPTCHAs, IP blocks, and rate limits.

People Data Lab Alternatives [+How to choose]

• Proxycurl offers a LinkedIn scraping API designed to extract data from LinkedIn profiles, company pages, school profiles, and job listings.
• Additionally, LinkedIn scraping allows you to identify key decision-makers within a company, focusing your efforts on those who have the power to make a purchase.
• You won’t need any VPNs, proxies, a rotating index of LinkedIn accounts, or anything else.
• This enables you to find individuals with specific educational backgrounds or skills.
• Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there.
• Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available.
• PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.

By scraping data from LinkedIn profiles and Sales Navigator, you can gather information that you can use to segment your email lists and create targeted campaigns. Proxycurl offers a LinkedIn scraping API designed to extract data from LinkedIn profiles, company pages, school profiles, and job listings. Its endpoints enable users to search for companies based on specific criteria and perform additional data enrichment tasks. In short, Meet Alfred is a valuable tool for anyone looking to automate their LinkedIn lead generation and outreach efforts while saving time and effort. Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers. Apify is an online platform that helps developers build, deploy, and publish scraping, data extraction, and web automation tools.

What Data to Scrape From LinkedIn

If you are in human resources or market research for a firm, this category of LinkedIn scrapers might appeal to you. You have to file an application for access with details on how you’re going to use the data. LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service. The approval process can take several weeks, and there is no guarantee you will be approved. It is a trend for some data solution providers, even though I personally feel it’s more of a bother.

Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field. To avoid any confusion, make sure to keep your data organized by labeling it properly. Customize the company URLs and date ranges to retrieve posts from specific company pages. Discover all posts authored or interacted with by a specific LinkedIn profile. Trial plan include 20 requests with all the features of the paid plans. You can also self-host our open-source package if you want to manage scaling yourself.

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. If you want a tool that’s easy to use, LeadLoft is going to be for you. You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all. If you want to grow your business, LinkedIn is one of the best places to start.

Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. 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.

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. ZenRows is perfect if you need a high degree of control and customization. It scales beautifully, allowing you to gather massive amounts of data quickly. And if you’re a tech savvy developer, you can jump ahead and learn how to scrape LinkedIn as a developer here. Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach.