Wiza allows you to export leads from Sales Navigator, LinkedIn, and Recruiter. LinkedIn Profile Scraper by PhantomBuster lets you scrape all the available data from LinkedIn profiles. Connecting your HubSpot CRM to PhantomBuster can automatically enrich your new contacts. 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.

How to scrape LinkedIn data step-by-step

“Extremely useful tool for economic research”I use Bright Data to collect data on employment in Israeli high-tech. The database covers a large portion of the employees in the industry, is frequently updated, and is straightforward to access. “Excellent service for optimizing LinkedIn outreach.”I like that it’s easy to use and allows me to run multiple campaigns. One aspect that needs improvement is that I’ve tried to reach out to the company for more options, but it’s too difficult because they don’t even appear on LinkedIn.

Full code: Scraping Profiles with Selenium

Using the Bright Data LinkedIn data set eliminates the need for manual web scraping, saves time, and provides structured data ready for analysis. Although manual web scraping works for small-scale data extraction, it becomes time-consuming and inefficient at scale. Bright Data offers a simpler and more efficient alternative, allowing you to effortlessly access vast amounts of LinkedIn data. LinkedIn, as a professional networking platform, is a treasure trove of data.

Step 8: Scrape LinkedIn job data

SalesRobot has two more plans if you want our professional sales and copywriting teams to personally provide message sequences, handle campaigns and outreach strategy. It’s important to note that email scrapers also give you some of this information along with their email addresses. After testing 12 tools, we’ve got a pretty good idea of what’s worth your time. Let’s start by installing all the dependencies we’ll be using for this LinkedIn scraping project. First, create a new free ScraperAPI account to have access to our API key. As per LinkedIn’s policy, it is very clear that scraping isn’t allowed.

Sales Engagement 101: The Complete Guide

• By collecting data on key decision-makers, industry leaders, and influential companies, businesses can reach out to those most relevant to their networking goals.
• Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players.
• 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.
• By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic.
• Brightdata’s LinkedIn scraper is a part of its Web Scraping IDE, with pricing plans as listed below.
• In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process.

This automation not only saves time, but also ensures that you have accurate and up-to-date data to drive your marketing and outreach strategies. Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players. By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic. By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business. This information can be used to create targeted lists of potential customers for your sales team to contact.

Is job scraping legal on LinkedIn?

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. 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.

Is LinkedIn Scraping legal?

You can use the scraped LinkedIn data to create truly compelling email campaigns and lead-generation strategies. Leverage collected profile details like job titles, industries, and so on to personalize your outreach. So, it’s easier to use LinkedIn scraping tools, which provide a significant advantage by automating data collection and streamlining your marketing efforts. It uses a proxy pool and headless browser technology to handle dynamic content and prevent IP blocking to retrieve detailed information. This tool uses advanced algorithms to extract data from LinkedIn Sales Navigator, including work information and email addresses.

Aspect To Consider When Evaluating LinkedIn Scraping Tools

This hack you can use to extract your competitors’ company page followers. If you export LinkedIn post commenters or likers and then reach out to them, that provides a great icebreaker for your prospecting messages. If you export LinkedIn event attendees using a tool like Phantombuster, you can import them into a CSV file with their contact information and mention of the event. 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.

Linkedin Search Scraper

With this data, you can easily create targeted marketing campaigns and connect with potential customers on LinkedIn. CoreSignal claims to be a powerful alternative data-scraping tool, making recent data available to any company or individual. It allows you to find and scrape data from firmographics and publicly available professional profiles, including LinkedIn profiles.

More than Just a Scraping Tool

In addition to LinkedIn data scraping, Octopus CRM is powered with advanced functionalities, such as automated LinkedIn messaging and connection requests. This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently. LinkedIn data scraping can be a powerful tool for monitoring your competitors.

• This information can be used to create targeted lists of potential customers for your sales team to contact.
• A LinkedIn scraper is a tool used to extract data from LinkedIn profiles and company pages.
• This LinkedIn API is another Python library on GitHub for developers seeking programmatic access to LinkedIn data.
• Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels.
• When adding new prospects’ profiles, you can choose the list of where to save them.
• If in case your account is banned, contact LinkedIn and plead for reinstatement.
• Businesses can use LinkedIn scraping to identify potential collaboration and growth opportunities.
• This means you can build a database of leads in a fraction of the time it would take to collect the data manually.

Types Of LinkedIn Scraping

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. Their datasets they extract are focused on firmographic data (information about companies), individual profiles, and other relevant public data.

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

• This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.
• The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites.
• Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders.
• NetNut proxy is a great value for money and their support is responsive and personal.
• With the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case.
• Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly.
• The final extension based LinkedIn scraper, Dux-Soup is a great shout if you’re looking to optimize your outreach, without using complex tools.

Apify is this super handy cloud-based platform that makes web scraping, especially from LinkedIn, easy. Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze. Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data.

• These are ready-to-use tools usually built by independent developers and come with varying levels of documentation and community support.
• At Squeeze Growth, I write seriously detailed and unadulterated SaaS reviews for businesses and entrepreneurs.
• By scraping LinkedIn for job titles and current employers, a sales rep could build a list of product managers in tech companies for a new software tool.
• Proxycurl will provide you with a simple and scalable API that you can build into whatever you need it to be, or into your existing systems.
• Besides, this LinkedIn automation tool allows you to collect unlimited LinkedIn information.
• It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling.

It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture. 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 will be a valuable asset for any business seeking a competitive edge in its industry. This means you can extract data with ease, even if you have no experience with web scraping or data extraction. In addition to scraping data from LinkedIn profiles, Phantombuster offers several other features that make it a powerful tool for LinkedIn automation.

Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry. Dux-Soup is a powerful LinkedIn automation tool available as a Chrome extension. One of its primary features is its data scraping capabilities, which enable you to extract and export valuable information from LinkedIn profiles and pages. This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses. A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts.

Response times

LinkedIn has strict rules about scraping data from its website, and it employs several measures to prevent web scraping. Oxylabs’ advanced proxy servers allow users to bypass these measures and scrape data from profiles and pages on LinkedIn  with ease. Oxylabs is a leading proxy service provider that offers advanced web scraping solutions for businesses. Its proxy servers are designed LinkedIn Scraper to enable businesses to scrape LinkedIn data and other website data with ease. ProspectIn allows you to automate many of your LinkedIn outreach activities, including messaging, profile visits, follow-ups, skill endorsements, and much more. One of its primary features is its LinkedIn scraping capabilities, which allow you to extract data from LinkedIn profiles and pages.

Phantombuster

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.

Method 4: Use a Cookie-based LinkedIn Scraper Tool

But keep in mind, it only scrapes data that’s publicly visible on LinkedIn. Automated LinkedIn scrapers help companies and solo professionals gain valuable insights for growth while saving time for more priority tasks. To strengthen this point, I mention the case of LinkedIn Corporation versus hiQ Labs. The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information. According to Ascend2, 34% of marketers claim that marketing automation benefits lead generation and helps scale outreach. You just specify the job titles and companies you want to target and boom – you’ve got a fresh batch of ultra-relevant leads to nurture.

• Legality of scraping LinkedIn data may vary depending on the specific circumstances and your jurisdiction.
• Ranking is in ascending order based on the lowest starting price, with the exception of the products of the article’s sponsors which are linked to their websites.
• The best thing here is definitely the workforce dynamics (aggregated workforce statistics).
• Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets.
• The platform is easy to navigate, and there were no hiccups signing up for a free trial either.
• And if you’re a tech savvy developer, you can jump ahead and learn how to scrape LinkedIn as a developer here.
• Unlike tools like LinkScrape or LinkedIn-API by TomQuirk, TufayelLUS Scraper excels at extracting specific skill details and endorsements.

As a user, this tool gives you access to real-time and well-structured information. If you don’t want to go through the hassle of scraping LinkedIn yourself, you can also buy a dataset of LinkedIn profiles directly from Brightdata starting at 2.5 per 1K records. Phantombuster can scrape data from a lot of different social media platforms such as LinkedIn, Google, Twitter (apparently it’s called X now), Instagram and more. Most tools implement techniques like random delays or IP rotation to reduce detection risk.

Using this information, you can improve the quality and relevance of your own content. Yes, some LinkedIn scraper APIs can be used to automate tasks like sending messages, following/unfollowing users, and managing your LinkedIn network. Let’s say you’re using PhantomBuster to scrape data from 50 profiles every day. Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting.

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. Expandi is a LinkedIn automation tool designed to help users enhance their outreach efforts.