LinkedIn Scraper API Tool For Profile Data Collection

LinkedIn Scraper

Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier. 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.

How To Use LinkedIn Scrapers For Lead Generation?

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. Save your leads in Snov.io sales CRM and segment them for your outreach campaigns by creating the needed lists. When adding new prospects’ profiles, you can choose the list of where to save them. LinkedIn scraping helps automate lead generation and improve prospect targeting. Sales teams can use the data to identify prospects who better match their ideal customer profile and are worth pursuing.

Best LinkedIn Scraping Tools

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. 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.

Is it possible to scrape data from LinkedIn?

While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data. Like most in this list, it deals with B2B data; extensive company and contact information, and is equipped with advanced search capabilities and integration options. 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. You won’t need any VPNs, proxies, a rotating index of LinkedIn accounts, or anything else.

No-Code LinkedIn Scrapers

Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code.
A LinkedIn Scraper API is a tool that helps you get data from LinkedIn easily without doing all the hard work yourself.
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.
Findymail is a powerful B2B email finder designed to automate and streamline finding verified professional email addresses.
However, you can still automate data collection, if you stick to LinkedIn best practices and its ethical guidelines.
Keep up with the latest industry shifts and trends by continuously scraping LinkedIn data.
This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies.
Most of the more or less popular LinkedInScraper APIs have good tutorials, documentation, and user support for customers in trouble during integration.

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.

PhantomBuster

Supercharge your CRM system by enriching it with real-time LinkedIn data insights. Extract professional insights instantly with high latency, ensuring data is fresh and relevant. Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose LinkedIn Scraper API, provided JSON profile data about ~70% of the time. Each URL was processed once by each provider, and the responses were collected for analysis. We are going to explore 13 of the top B2B data providers offering high-quality data and valuable insights.

How to Scrape LinkedIn: 2025 Guide

After installing the extension, you can scrape data on Sales Navigator and export it back to Evaboot.
However, accessing, exporting, and storing up-to-date data quickly and efficiently isn’t possible without a scraper designed for the task.
Time to find out which are the best tools for scraping data from LinkedIn based on the criteria presented earlier.
The best LinkedIn scraper allows you to perform targeted searches based on specific criteria.
With Dripify, you can easily automate data extraction from LinkedIn and save time while obtaining the valuable data you need.
I often spent hours looking for contacts or job listings, but I ended up with messy notes and missed opportunities.

It is the perfect tool if you’re looking to scale your LinkedIn outreach while maintaining a degree of personalization. Like I prefaced earlier, LinkedIn has their very own paid API that grants access to LinkedIn’s network and professional data. In fact, here’s a full demo of using a few Proxycurl APIs with real-life use-cases (including one using ChatGPT to build personalized email), by our very own CEO, Steven.

Additional Facilities Offered by Bright Data

Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information. It’s designed to collect public data like profiles, company info, job listings, and posts without you needing to worry about technical stuff like proxies or CAPTCHAs. Among its features is a LinkedIn scraper to find and extract data from relevant‍ prospects and candidates in minutes. This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more. HeyReach is automation software to support agencies and marketing teams in scaling their LinkedIn outreach. It enables users to send unlimited connection requests and messages from multiple synchronized accounts within the same cloud-based platform.

Frequently Asked Questions about LinkedIn Data Scraping

Dripify lets you extract other important data such as the top skills, college or university names, mutual groups, and profile type of your target audiences. Plus, the tool lets you filter and sort the extracted data, making it easy to analyze and use in various applications. All the data is neatly pulled into a CSV file or directly sent to HubSpot for further use. This means you’re no longer manually scraping profiles and wasting time.

Scraping publicly accessible data is generally legal if it does not harvest private information or bypass security measures.
With so many LinkedIn scraping tools out there, how do you know which one to choose?
Oxylabs is a leading proxy service provider that offers advanced web scraping solutions for businesses.
LinkedIn Scraper exposes an API to retrieve data from company or individual pages in Python.
They have their plans drawn out on their website but to get the pricing details, you will have to contact them.
NetNut proxy is a great value for money and their support is responsive and personal.
You can export this data directly into spreadsheets or integrate it with your favorite tools and CRMs.
One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service.

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. Activities that don’t seem “human” are flagged by LinkedIn’s algorithm. The CFAA (Computer Fraud and Abuse Act) clearly mentions, scraping publicly available data isn’t considered hacking. It is LEGAL to scrape publicly available data in LinkedIn, if you are doing it ethically.

PhantomBuster (4.2/ ⭐⭐⭐⭐⭐

Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features. This LinkedIn API is another Python library on GitHub for developers seeking programmatic access to LinkedIn data. It allows users to authenticate credentials and fetch data such as profile details, connections, and more in JSON format. However, accessing, exporting, and storing up-to-date data quickly and efficiently isn’t possible without a scraper designed for the task. The best thing about LeadCrush is its ability to scrape large volumes of data quickly and accurately.

You can extract data such as LinkedIn profile URLs, education, experience, or even the interests of a person.
According to recent research, there are more than one billion people on LinkedIn globally.
Our API is easy to integrate into your existing workflows, making LinkedIn data collection straightforward.
In this guide, we have discussed the best way to scrape job postings in 2024.

Expandi is a LinkedIn automation tool designed to help users enhance their outreach efforts. It allows users to send personalized invites, messages, and InMails and also supports email outreach. Lemlist is a powerful cold email software and outreach automation tool to help businesses grow. It’s a LinkedIn automation tool aiming to create automated LinkedIn prospecting sequences.

Browser Extension LinkedIn Scrapers

By the end of this post, you’ll know exactly which LinkedIn scraping tool is the best for your needs. However, you can still automate data collection, if you stick to LinkedIn best practices and its ethical guidelines. This approach helps minimize risks and ensures compliance with LinkedIn’s policies. LinkedIn strictly opposes data scraping and has robust measures to prevent it. Most LinkedIn scrapers can directly send the data they extract to your CRM.

PeopleDataLabs

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. Data scraping is an efficient way to collect data for processing, analysis, or presentation.

LinkedIn scraping is the process of extracting publicly available data from profiles, company pages, job listings, and other platform sections. The best LinkedIn scraping tools discussed in this article offer unique features and advantages catering to different business needs. With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales. NetNut provides an API for social media scraping, enabling users to extract real-time and requested data from platforms like LinkedIn. This social scraping tool is compatible with proxies and features automated proxy rotation to optimize data collection. Web scraping tools such as Bright Data has their own proxy infrastructure including IPs and servers.

Data Aggregation and Analytics LinkedIn Scrapers

This allows us to be systematically up to date in the information we deliver. Thus, the adoption of this technology will allow the business to take an informed, agile approach to connecting clients and prospects for success. This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world. A suitable LinkedIn Scraper API extracts all this data in real time, offering an all-rounded view of any professional. LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick.

So, if you want to find out more about someone’s professional background or skills on LinkedIn, this scraper can do that for you quickly and easily.
With the right LinkedIn scraping tool on your side, you can create targeted marketing campaigns that resonate with your audience, grow your brand presence, and drive sales.
Our software ensures compliance, efficiency, and customization to meet your goals.
It allows unlimited email automation and integration with various lead sources, enhancing lead generation and outreach efficiency.
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.
Unlike most solutions on the market, we do not use a database (neither purchased nor built up from our clients).
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.

A LinkedIn scraper is a tool used to extract data from LinkedIn profiles and company pages. It works by automating the process of visiting LinkedIn pages and collecting relevant information such as names, job titles, and contact details. A LinkedIn automation and scraping tool designed for omni-channel outreach, Zopto is everything they advertise. With Zopto you can create multi-step campaigns with automated connection requests, follow-up messages, and InMail responses to nurture leads over time.

Octopus CRM Linkedin profile scraper helps you quickly obtain the latest information about your prospects, making it easier to engage with them and convert them into customers. Manually extracting data from LinkedIn can be time-consuming and tedious. LinkedIn comes into play to find you the right contacts for your email lead generation efforts. You can define the type of profiles you want to access, run automated scraping queries and download an up to date list of LinkedIn profiles with all public information you needed.

LinkedIn Scraper

One of Octoparse’s biggest advantages for LinkedIn scraping is its library of pre-built task templates. And if you’re a code junkie, Bright Data has got your back with their Scraper API and code templates for popular websites. 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. This is really good data as if someone follows a competitor on LinkedIn, you can be pretty sure that they will be interested in your products or services.

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. This will save you time, allowing you to focus on other important tasks. Some of the best LinkedIn tools for scraping LinkedIn include Dripify, Octopus CRM and PhantomBuster. These LinkedIn data scraping tools offer advanced search filters to extract precisely what you want.

By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose. The scrapers in this category are for generating leads and discovering verified contact details, indispensable for sales and marketing professionals. By scraping LinkedIn data, companies can easily receive valuable insights to power their outreach efforts and save time using specific LinkedIn automation tools. “Powerful automation to boost your business growth”We use TexAu to extract, process, and filter data with just a few clicks of the mouse. TexAu is a powerful automation tool for marketers, sales people, and everyone in between.

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.

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. 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.

Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data. The cloud extraction feature, for example, distributes your scraping tasks across multiple cloud servers, drastically speeding up large extraction jobs. That’s why Bright Data has a staging environment for validating and reparsing your scraped data. You don’t have to worry about inaccurate or irrelevant information messing up your pipelines. This bad boy can handle high-volume data extraction like a champ, with its auto-scaling architecture.

Headspace takes science-backed meditation and mindfulness tools to improve your mental health. At Squeeze Growth, I write seriously detailed and unadulterated SaaS reviews for businesses and entrepreneurs. They’ve got these cutting-edge data discovery and update systems that ensure a constant flow of new data. But that’s not all – they’ve also got data on 92 million companies, covering the nitty-gritty like descriptions, locations, industries, and employee counts. It basically acts as your virtual sales assistant, handling all the repetitive outreach tasks so you can focus on the human side of selling. With TexAu’s deep integrations, you can sync all the lead info straight into your CRM and even trigger entire outbound campaigns.

Coresignal might not be your typical scraper, but it does sell scraped data. They’re a major player in the industry and there’s a reason why customers prefer their service for their data solutions. 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.

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. 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.

“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. Octopus CRM also offers analytics and reporting tools, allowing you to track the performance of your campaigns and optimize your outreach efforts over time.

Scraped data lets you focus on people or companies that better match your ideal customer profile. Before you scrape LinkedIn profiles, ensure your tool of choice provides safe operation on the platform. It is essential to save your business data and avoid LinkedIn restrictions. The best part is that Snov.io LI Prospect Finder supports bulk search, which makes LinkedIn scraping even more effective and time-saving. You can also collect leads from Sales Navigator searches for a more advanced approach.