It uses Selenium to automate interaction with LinkedIn pages, providing APIs to extract data from individual or company profiles. You can rest assured and be confident that the data collected with the help of PeopleDataLabs is reliable and can be used to drive your marketing efforts forward. Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads. This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort.
- These scrapers are designed to serve large corporations that require high-scale data extraction.
- Regardless, if you’re looking to get started or need some help, feel free to book a time with my team.
- Those are our top picks of scraping tools in 2025 for real-time data collection from LinkedIn for lead generation and email marketing.
- The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page.
- If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl.
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Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks. By harnessing web scraping, organizations across sectors transform publicly available data into actionable business insights. According to Research Nester, the web scraping market is projected to reach $2.45 billion by 2036, with an annual growth rate of over 13%. Their code worker is a server side scraping solution, which is a simple request to load the target website and scrape simple HTML. For scraping LinkedIn, you’d probably need a browser worker since it’s a complex job. Our service handles all these complexities, allowing you to scrape any page with a simple API call.
Best LinkedIn Scraping Tools We Tried
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 public projects in Github are an excellent choice to look for sources that are free to use and customizable. These are ready-to-use tools usually built by independent developers and come with varying levels of documentation and community support. Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access. The most common pricing reference you can get online is $99/person/mo.
- You can also get all Company LinkedIn Profile data such as Industry, Employees, Website, Location …
- Proxycurl offers a LinkedIn scraping API designed to extract data from LinkedIn profiles, company pages, school profiles, and job listings.
- PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.
- TexAu is a cloud-based toolbox that’s all about eliminating the tedious grunt work of generating leads and getting your outreach on autopilot.
- If you’re a developer or someone who’s comfortable working with APIs, the ZenRows API offers a powerful way to scrape LinkedIn data.
- Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there.
- 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.
Monitor Industry Trends
Discover the top proxycurl alternatives for efficient LinkedIn scraping. Compare features, pricing, and reliability to find the perfect solution for your data needs. LinkedIn allows viewing 80 profiles per day with one free LinkedIn account. This limit extends to 150 profiles per day if you are using a LinkedIn sales navigator account. Once you have scraped LinkedIn data, you can use the information to make the most crucial financial decisions.
How to Scrape LinkedIn Data at Scale (Complete Guide)
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.
Get Accurate Professional Information for Sales Purposes
You’re searching for li elements with the class results-list__item, which contains the course listings. For each course, you extract and print the title, creator, duration, and link. In addition to scraping job listings, you can also scrape courses from the LinkedIn Learning page. If you want to scrape LinkedIn profiles one by one, you can use LinkedIn Profile Scraper. Many businesses use web scraping to understand market trends, enhance their SEO strategies and even spot new opportunities.
How to Scrape LinkedIn: 2025 Guide
You connect to a Chromium browser through a proxy, navigate to the company page of SpaceX, and extract the About us description and Company size. Remember, while it’s technically possible to navigate around these techniques, doing so may violate LinkedIn’s terms of service and can lead to your account being banned. Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it.
Top 10 LinkedIn Scrapers
- 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 provides workforce intelligence by analyzing publicly available workforce data.
- The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information.
- 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.
- 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.
- If you do manage to secure API access by a miracle, the data you get is limited.
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.
Best LinkedIn Scraper: Summary Table
LinkedIn company scraper offers a range of customization options to refine your searches and target specific audiences. With Derrick, you can rest assured you are collecting the right data to make informed decisions and drive your business forward. With such rich information in hand, you can create more personalized and effective marketing campaigns that resonate with your audience. Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use.
Is Scraping Illegal on LinkedIn?
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.
Top B2B Data Providers in 2025: A Guide on B2B Data
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.
- By scraping LinkedIn for specific skills, experience levels, and educational backgrounds, recruiters can pinpoint potential candidates who match the job requirements closely.
- Therefore, always make sure to use scraping tools that respect ethical standards.
- Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration.
- With PhantomBuster, you can also extract lead lists from other platforms and export them directly to spreadsheets.
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 email finder feature in the platform is acclaimed among users, and I can see why.
- Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access.
- You can then analyze this data to gain insights into your target audience on LinkedIn.
- Even if you change the content of a Funnel, the queued activity isn’t edited.
- Its dashboard features an API playground that automatically generates code snippets based on selected parameters.
- Bright Data’s LinkedIn Scraper is the ultimate data-mining machine for extracting every juicy bit of public data from LinkedIn.
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.
Navigate the recruitment landscape efficiently using detailed LinkedIn data on candidates, skills, and career performance. 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 which are linked LinkedIn Scraper 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. In this guide, we have discussed the best way to scrape job postings in 2024. In addition, ScrapIn is legally compliant and operates within a legal framework.
For example, you might notice hiring surges in a particular sector or identify leads based on job roles and industries aligned with your target audience. After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot. The tool collects basic information such as full name, company, job role, and LinkedIn profile URL and exports it as an Excel file.
User-Friendly API
Then this blog will introduce you to some of the best social media scraping tools available in the market for lead gen. No-code LinkedIn scrapers are ideal for individuals and businesses that need data extraction without programming knowledge. These tools provide intuitive interfaces and pre-built workflows that help you to scrape LinkedIn efficiently. These scrapers are designed to serve large corporations that require high-scale data extraction. Most of them are focused on detailed analytics, integrations with CRMs, lead generations and much more; everything to be a complete data solution for organizations. Now, it’s time to start contacting your leads and turning them into clients.
Proxy-based LinkedIn scrapers
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.
You can also integrate email outreach, crafting personalized multi-channel campaigns to maximize your chances of making those valuable connections. And we haven’t even covered the awesome data-cleaning functions that automatically remove typos, emojis, and irrelevant capitalization. Evaboot is a Chrome extension that works around the clock to build you a pipeline of hyper-qualified prospects. They’ve also got rock-solid scalability, so whether you need to scrape 10 profiles or 10 million, Apify can handle it. Just a few clicks and bam, you’ve got a scraper up and running, pulling in all the data you need.
PhantomBuster offers a LinkedIn profile scraper and a company scraper to scrape public data from the platform. Nimble is a web data gathering platform providing various scraping APIs tailored for specific purposes such as SERP, E-commerce, Maps, and a general Web API. 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.
If you’re a developer or have a technical background, tools like Proxycurl or LinkedIn Scraper might be more up your alley. Import.io allows you to pull data from LinkedIn or any website and have this data updated in real time. Just map the data on a page and the platform’s algorithm will do the rest. What you get is an API that gives you real time access to the data on that website.
Leveraging your LinkedIn data not only enhances your outreach but also empowers your team with the insights needed to drive growth and build stronger connections with prospects. With this targeted approach, you can enhance your sales strategy by tailoring your outreach efforts. Segment your audience, personalize your email campaigns, or adjust your LinkedIn messaging to resonate more effectively with potential clients. Sign in to your Snov.io account or create a new one to sync the extension. This step ensures that the data you scrape on LinkedIn is directly saved to your account for further processing.
It’s packed with professionals, companies, and decision-makers just waiting to be part of your network. 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.
If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered. Here, we have tried to unveil the most intriguing ways to scrape LinkedIn. Modify the profile URLs and date ranges to collect posts from specific LinkedIn profiles.
The filters are awesome and have a variety of fields where you can tune your search results. Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.