For example, it lets you set up automated LinkedIn messages and follow-up sequences. This allows you to reach your potential leads automatically and generate more sales. For example, you can search for professionals in a specific industry, location, or job function. This helps you find the right people to connect with on LinkedIn and grow your network. The best LinkedIn scraper allows you to perform targeted searches based on specific criteria.
Key Features of Nimble
These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download. Bright Data’s products include datasets, scraping solutions, and proxy networks. “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. You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up. Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.
Apify (4.3/ ⭐⭐⭐⭐⭐
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.
Fresh Data in Real Time
Browser-based scraping runs its automation by simulating clicks directly on your browser and replicating human behavior. The tool has features like image and GIF personalization, smart sequences, and integrations with other tools through Zapier, Integromat, or a custom-made webhook. The platform serves various use cases such as eCommerce, social media, SERP & SEO, Ad Tech, and market research. Their main goal is to offer automation, but you can also scrape data from LinkedIn using it. Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders. Captain Data is a no-code platform that extracts, aggregates, and integrates data.
Linkedin Scraping FAQs
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.
Top Skills to List on LinkedIn Profile
Just load up the relevant template, make a few customizations if needed, and you’re ready to start scraping valuable LinkedIn data with just a few clicks. Prospeo is a LinkedIn scraping and email-finding tool designed for efficient business outreach. “Handy tool fo LinkedIn”The overall experience is very satisfactory as it saves a lot of time and helps in reducing reduntancy. The tool also does the job of checking the validation of the profile so reduces the manual labor required to check post scraping. And as a LinkedIn job scraper, you can use it to research potential candidates you may approach with job opportunities.
Method 2: Bright Data LinkedIn Scraper API
You have to apply for access, go through an unreasonably long approval process, and even then chances are you might get rejected. If you do manage to secure API access by a miracle, the data you get is limited. Whichever route you choose, scraping LinkedIn can be super useful for a variety of reasons. Regardless, if you’re looking to get started or need some help, feel free to book a time with my team. It requires no technical knowledge and automatically handles everything, including email and phone verification, data scraping, and even sending out email and LinkedIn messages.
LinkedIn Scraping: Practical Guidelines, Safety Measures, And Tools For 2025
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.
Linkedin Scraper (GitHub)
By doing so, you can find the most relevant profiles depending on the data you need. As industries continue to rely on data-driven strategies, ethical and responsible web scraping will play a critical role in ensuring businesses stay competitive. Companies that prioritize compliance and innovation will be better positioned to harness the full potential of web scraping, gaining valuable insights to drive growth.
Browser-extension LinkedIn scrapers
Different businesses have different requirements when it comes to data. Whereas a small recruitment agency may want to extract candidate profiles, a big corporation may need to acquire data about potential business partners or market competitors. That’s where the customization possibilities of the LinkedIn Scraper API come in. 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. It easily solves the need of having to scrape LinkedIn profiles, and you gain access to even richer data than you could obtain by scraping LinkedIn alone.
- Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means.
- 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.
- It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide.
- Ideally, it is a marketplace for corporate connections and job opportunities.
- Besides, this LinkedIn automation tool allows you to collect unlimited LinkedIn information.
- Octopus CRM is an excellent tool for businesses, sales teams, and marketers looking for reliable data extraction software that also comes with LinkedIn automation features.
- While that may be true for some of the older tools out there, modern APIs for LinkedIn Scraper are designed with ease of use in mind.
- It allows you to find and scrape data from firmographics and publicly available professional profiles, including LinkedIn profiles.
- In addition to scraping job listings, you can also scrape courses from the LinkedIn Learning page.
- For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results.
LinkedIn is an excellent platform for growing your business or career. Some APIs need technical skills to use, but others are easier to work with. If you’re not a developer, look for APIs that have a simple design or come with ready-made connections. Hopefully, you now have a pretty good idea of the best LinkedIn Scraper APIs in 2025.
Can I use a LinkedIn scraper API to automate other LinkedIn tasks?
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.
Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code. It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades. But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures. Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks. And the built-in IP rotation keeps you anonymous by automatically cycling through different IP addresses, bypassing anti-scraping measures.
- By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages.
- LinkScrape is another open source LinkedIn scraper, designed to scrape employee names from LinkedIn using company search results.
- This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world.
- It’s also great if you have specific scraping needs that other tools can’t address.
- This helps with obtaining accurate professional information for sales purposes.
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.
Lusha sells access to its huge B2B database where businesses can find verified contact details. When used wisely, LinkedIn scraping becomes a powerful asset, empowering businesses to streamline outreach, refine strategies, and make effective data-driven decisions. The legality of LinkedIn scraping occupies a gray area where technical, legal, and ethical considerations overlap.
The Legality of Using an eCommerce Scraper
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 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.