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LinkedIn Scraper

10 best LinkedIn scraping tools for 2025

By มกราคม 29, 2025No Comments

LinkedIn Scraper

The data collected by the LinkedIn scraper enables a more personalized approach to the prospects. With enriched profiles in CRM, teams can tailor their communication strategies more precisely and increase engagement and conversion rates. 88% of marketers say that using automation tools significantly helps them achieve their most important goals. Besides, insights from scraping can reduce the time spent on leads that don’t match, streamline sales workflow, and ultimately increase the chances of closing deals. Dux-Soup is a robust LinkedIn automation tool that takes the wrath out of prospecting and lead generation. Dripify is a cloud-based software created for sales teams, marketers, recruiters – anyone who wants to streamline and automate their LinkedIn prospecting efforts.

LeadIQ

Scrupp.com also makes it easy to collaborate with my team members and share files. I highly recommend Scrupp.com to anyone looking for a powerful and easy-to-use project management tool. LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.

Scrape Job Listings

  • Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities.
  • This allows you to reach your potential leads automatically and generate more sales.
  • With its dedicated LinkedIn Scraper API, you can scrape profiles, company pages, job listings, and more, all while getting the data served up in a neat JSON format.
  • A good LinkedIn scraper can provide rich insights for businesses and professionals, especially for sales, recruitment, and market research.

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. Whether you’re targeting individuals or looking to gather company data, scraping LinkedIn can be an absolute goldmine. However, it is important to consider the specifics of your operating region. In Europe, LinkedIn scraping must also follow the General Data Protection Regulation (GDPR), which includes lawful processing, transparency, and respect for individuals’ rights. Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.

Can I use a LinkedIn scraper API to automate other LinkedIn tasks?

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.

Key Features of Proxycurl

For example, companies can review job postings, skills, and hiring patterns to identify which roles and expertise are in demand. Find a step-by-step guide on efficient LinkedIn scraping and leverage it for your business growth. 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.

Saved searches

You have the option to choose if you want to work with your LinkedIn account, Sales Navigator or Recruiter account. A big player in the data solutions market, People Data Labs (PDL) is geared toward large-scale businesses that require enriched data for analytics, hiring, or marketing. It scrapes public LinkedIn data and works with third-party partners to get private data. 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.

LinkedIn-API by tomquirk

It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates. “Automated LinkedIn network building & brand awareness – if a little clunky”The ease of importing lists, especially combined with Sales Nav, for a steady growth of connections. Even if you change the content of a Funnel, the queued activity isn’t edited. “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team.

Apify (4.3/ ⭐⭐⭐⭐⭐

In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies. Regular LinkedIn scraping keeps companies agile, well-informed, and ready to adapt to market changes. LinkedIn uses anti-scraping technologies to protect user privacy and prevent unauthorized data extraction. Violating these measures can lead to severe account restrictions or even bans.

Configure your proxy settings

Data aggregation and analytics scrapers cater to professionals and businesses that need more than just what LinkedIn has to provide up front. A cloud-based scraping and automation tool that supports LinkedIn among other platforms. PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.

Top 16 LinkedIn Scraping Tools

Hopefully, you now have a pretty good idea of the best LinkedIn Scraper APIs in 2025. Basically, the top LinkedIn scraper API for you will depend on what you need and how much money you want to spend. When I started looking for the top LinkedIn Scraper API, Bright Data quickly stood out.

Linkedin Group Scraper

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. For example, if you’re a sales team, then you need this because you have activity quotas to hit. You can use their API to scrape almost anything on LinkedIn without even using your LinkedIn account. You can get all the prospects data stored straight into SalesRobot and launch a mass-messaging campaign, reaching out to every single one. Using all this additional info, you can narrow down your prospect lists to the ones closely resembling your ideal customer profile.

While doing so, you don’t even need to use your account or LinkedIn API. You can also scrape LinkedIn data by using cookie-based applications like PhantomBuster. This linkedin automation tool is capable of scraping the available data from LinkedIn profiles including name, job, contact, education, and even email. Web scraping has become a key tool for business intelligence (BI), empowering companies across industries to make data-driven decisions. LI Prospect Finder can significantly simplify scraping LinkedIn data for your outreach efforts. Despite being super fast and easy to use, the tool collects leads across the platform and supports automatic bulk data extraction.

  • ParseHub claims that the free version is worth $99, and I don’t doubt it.
  • In this article, I will guide you through LinkedIn’s limitations and provide practical tips for responsible scraping.
  • On the other hand, if you are a non-technical user, a cloud-based LinkedIn automation platform with scraping capabilities may be a better option.
  • They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses.
  • However, they also offer the possibility of extracting data from various places on LinkedIn.
  • Modify the profile URLs and date ranges to collect posts from specific LinkedIn profiles.
  • “Excellent service for optimizing LinkedIn outreach.”I like that it’s easy to use and allows me to run multiple campaigns.
  • This LinkedIn Scraper is a free and open-source Python library hosted on GitHub.
  • Although scraping publicly available data is not outright illegal, it may conflict with LinkedIn’s terms of service.

No doubt, LinkedIn stands out as one of the biggest and richest resources for scraping valuable information. Whether you need to create targeted marketing campaigns or identify promising leads, the need for an effective LinkedIn scraper can’t be overruled. One common misconception about data scraping tools is that they require advanced technical skills to use.

  • The Bright Data LinkedIn Scraper API allows developers to programmatically extract public data from LinkedIn profiles, companies, job listings, and posts.
  • This means you can build a database of leads in a fraction of the time it would take to collect the data manually.
  • They’re built for people who just want results without the technical hassle.
  • This innovative software uses advanced algorithms to extract valuable data from LinkedIn and then export the data to your internal tools like Zapier or HubSpot.
  • This is especially useful for high-volume outreach, allowing teams to reach more people while still focusing on high-quality, relevant prospects.
  • 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.
  • Then it packages this data into datasets that customers can call using APIs.
  • This ensures you have clean lists for email campaigns and CRM integration.

For example, you can use filters like job title, industry, or location. 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.

LinkedIn Scraper

LinkedIn Scraper

While all of these data scrapers are reliable and safe, they have different pricing models. As such, you should make sure to research multiple tools, compare their pros and cons, and consider their prices to find the best LinkedIn scraping tool for your business. You can use it to extract LinkedIn profile information, including names, positions, and workplaces. CoreSignal is an incredibly versatile tool for data extraction and analysis.

Monthly hand-picked discoveries and stories of thriving in a new world of sales marketing. For instance, if data includes personal identifiers, proper measures such as user consent or anonymization may be required. Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels. Pin LI Prospect Finder in your extension bar on the top of the browser for easy access. The main difference between Evaboot and other tools compared in the article is that this platform requires a LinkedIn Sales Navigator subscription. What’s more, having actual prospects’ data, you can personalize your cold email and, thus, make your cold outreach more impactful, increasing the chances of positive responses.

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.

This feature is called the “Auto-Visit” feature, allowing users to visit many LinkedIn profiles in auto-pilot mode. These features make it a useful tool for generating leads, allowing you to view potential leads’ profiles and determine if they are a good fit for your business. This LinkedIn automation platform is very efficient at collecting data; it can quickly scrape thousands of LinkedIn profiles in just a few minutes. This is particularly useful for recruiters and sales professionals who need to generate leads from LinkedIn quickly. LinkedIn scrapers can be integrated with other tools to create an automated outreach process. One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service.

Doing so will save you time and help you stay in touch with your network. 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. 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.

These APIs come equipped with integrated residential proxies, both dedicated and rotating. The Web API, in particular, offers tools like page interactions and parsing templates. This functionality is especially beneficial for handling sites in niches like E-commerce, SERP, and Maps, which may not be as easily accessible with other APIs. The risk of using browser extension scrapers is dependence on browser.

LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need. 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.

Collect a wide range of LinkedIn data, from career history to current roles, in real-time. Ranking is in ascending order based on the lowest starting price, with the exception of the products of the article’s sponsors LinkedIn Scraper which are linked to their websites. 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.

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. 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.

You can also make use of LinkedIn scraping for your recruitment needs, as it enables faster and more efficient talent sourcing. Recruiters can scrap LinkedIn profiles and create lists of potential candidates with specific skills, experience, or qualifications. This may help a lot, especially when it comes to recruiting for hard-fill positions. By scraping LinkedIn data, businesses can analyze industry trends to stay competitive.

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