Businesses can use LinkedIn scraping to identify potential collaboration and growth opportunities. By collecting data on key decision-makers, industry leaders, and influential companies, businesses can reach out to those most relevant to their networking goals. Nimble is an AI-driven web scraping platform that lets you extract boatloads of public data from anywhere online, including LinkedIn profiles and company pages. While you can use different scraping tools that provide valuable insights, it’s important to conduct job scraping responsibly and in accordance with LinkedIn’s policies. One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds. Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach.
Method 2: Bright Data LinkedIn Scraper API
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. 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.
- Clearly explain how you intend to use our proxies, including the type of product, target domains, use case, and required bandwidth.
- Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions.
- If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool.
- And if you’re job hunting or looking to hire, their 399 million job posting records are a goldmine for tracking company growth, talent acquisition trends, and the job market pulse.
- With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns.
What to Consider When Scraping LinkedIn
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.
Proxycurl
Helium Scraper is a versatile and powerful tool to extract data from any website, including LinkedIn. It allows you to scrape LinkedIn profiles based on many filters, such as keywords, location, industry, and more. You can then export the scraped data to your database or as a spreadsheet document, such as CSV or Excel. LeadCrush lets you quickly export leads and their email addresses LinkedIn Scraper from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets. And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more. This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
Is LinkedIn Scraping legal?
All our data is gathered in real time, this is very interesting if you need to have always up-to-date data. You can access all publicly data available on Person LinkedIn Profiles such as Job Title, Position History, Educational background and so on. You can also get all Company LinkedIn Profile data such as Industry, Employees, Website, Location … Plus, I’ve included a JS script you can use for scraping LinkedIn and automating your activity. It’s a 7 year old product that’s used by over 300,000 users worldwide. It’s used by salespeople who want to grow their network on LinkedIn with their ideal customers and try to convince them to get on a sales call with them.
The Legality of Using an eCommerce Scraper
- This can help you generate more leads on LinkedIn and grow your business.
- By analyzing competitors’ profiles, businesses can gain insight into their strengths and weaknesses, as well as their strategies for success.
- 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.
- In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies.
- You can also add leads individually to Lemlist, including extra details from their LinkedIn profiles, like job titles, certifications, industries, and company information.
- By integrating real-time LinkedIn data into your CRM, you enrich it with fresh, detailed insights.
- It allows users to send personalized messages, connection requests, and follow-ups to their LinkedIn contacts.
- Dripify is a LinkedIn automation and prospecting platform tailored to sales professionals.
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.
Monitor Industry Trends
Then it packages this data into datasets that customers can call using APIs. On the other hand, ZenRows is perfect for any developer who needs to scrape large amounts of data or for anyone struggling to scrape LinkedIn and bypass LinkedIn captchas. It’s also great if you have specific scraping needs that other tools can’t address.
Is it legal to scrape LinkedIn data?
And finding the best LinkedIn scraping tool for your use case is a total head-scratcher. It will send us directly to the LinkedIn job search result page, where we can create a new search. For the sake of this example, let’s say that we’re trying to build a list of product management jobs in San Francisco.
How to Find Anyone with LinkedIn Search
One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper. This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud. 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.
best LinkedIn scraping tools for 2025
For instance, retailers can uncover bestselling products or monitor dynamic pricing trends to adjust their strategies. Today, social media is experiencing tremendous growth and thus changing how people communicate, connect, and do business. There are many social media platforms, and among the fastest-growing is LinkedIn. Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do. Brightdata’s LinkedIn scraper is a part of its Web Scraping IDE, with pricing plans as listed below. This is very similar to LinkedIn Sales Navigator scraper, but instead of scraping Sales Navigator search results, it scrapes LinkedIn search.
Bright Data
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.
A tool that standardizes public employment records to create a comprehensive HR database, Revelio Labs is perfect for HR analytics and the data services industry. It provides workforce intelligence by analyzing publicly available workforce data. You also get predictive analytics that anticipate layoffs, growth, and role-specific demand, making it ideal for corporate strategy and workforce planning. The final extension based LinkedIn scraper, Dux-Soup is a great shout if you’re looking to optimize your outreach, without using complex tools.
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.
Extract the company profile URL
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.
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.
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. Unlike tools like LinkScrape or LinkedIn-API by TomQuirk, TufayelLUS Scraper excels at extracting specific skill details and endorsements. This makes it ideal for talent acquisition or workforce skill analysis. By analyzing the scraped data, you can track industry trends or gain insights into your competitors.
Step 3: Use Chrome DevTools to understand LinkedIn’s site structure
In addition to LinkedIn scraping, Captain Data integrates with various sales automation tools, which allows it to build a complex prospecting process. So, you can use LinkedIn scraping to keep your company’s CRM databases accurate and up-to-date. By collecting actual profile details, you can ensure the contact database remains fresh and well-enriched.
If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool. First, you need to determine what type of data you want to extract from LinkedIn. For instance, you can look for job postings, profiles, or company information. Identifying your target data allows you to find what you exactly need, which in turn saves time and effort. Web scraping is generally legal when done ethically and within the bounds of regulations like GDPR and CCPA. Businesses must adhere to website terms of service and avoid scraping sensitive or copyrighted data.
Derrick allows you to use an existing database or extract data from LinkedIn Sales Navigator to build a more recent and targeted database. Using La Growth Machine as a LinkedIn URL scraper also means you’ll get actionable insights and reach your leads at the right time and place. That’s because the tool extracts data from LinkedIn profiles and provides analysis and insights into the collected data. This means you can better understand your target audience, such as their interests and needs.
Although this method is free, you need to be a developer with some basic skills. This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections. Web scraping is more than just a technical tool—it’s a strategic asset that empowers businesses to make informed decisions, identify trends and maintain a competitive edge. By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape.
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. They recommend scraping up to 80 profiles/day (or 150 with Sales Navigator), so you won’t get flagged. A LinkedIn Scraper API is a tool that helps you get data from LinkedIn easily without doing all the hard work yourself. An API (Application Programming Interface) is like a bridge that lets websites and apps share information.
With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time. Dripify is the best LinkedIn scraper that helps users extract data and insights from the world’s largest professional networking platform. With Dripify, you can easily automate data extraction from LinkedIn and save time while obtaining the valuable data you need. The top LinkedIn scraping tools will extract a wealth of data from LinkedIn profiles, such as job titles, company names, and education. You can then analyze this data to gain insights into your target audience on LinkedIn.
It’ll rotate IPs after every request (or as needed) and choose the right Headers based on years of statistical analysis and machine learning. With this list, now you’re equipped with the power of identifiable options. Weigh your needs and make an informed decision, because no one wants to change their providers midway. It’s just too much hassle, takes too much energy, money and messes up with your datasets. They have their plans drawn out on their website but to get the pricing details, you will have to contact them. Then, log into LinkedIn and retrieve the li_at cookie from your browser’s developer tools.
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.
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.
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. You can identify high-potential candidates, particularly those open to new opportunities or with specific skill sets. TalentNeuron is another workforce analytics platform that offers insights into labor market trends, talent availability, and workforce planning.
