How to Scrape LinkedIn Data at Scale Complete Guide

They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information. And if you’re a data geek like me, you’re gonna love the detailed analytics that shows you exactly what’s working and what needs fine-tuning in your outreach efforts. Once your scraping is done, Apify makes it effortless to store and export your fresh LinkedIn data however you need it — CSV, JSON, or Excel. It’s packed with powerful features to ensure fast, reliable, and uninterrupted scraping from challenging websites like LinkedIn.

Job Listings Collection by URL

It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide. LeadIQ is a prospecting platform for SaaS sales teams to book more meetings through better prospecting. Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn. Findymail turns Sales Navigator searches into an email list in one click.

The Legality of Using an eCommerce Scraper

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.

Which LinkedIn data can you scrape?

In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation. Let me tell you why Scrapingdog is one of the best LinkedIn Scraper APIs out there. If you need to scrape LinkedIn profiles for things like talent acquisition, market research, or sales prospecting, Scrapingdog can help you get all the data you need easily. 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 scrapers are designed to serve large corporations that require high-scale data extraction.
• With a couple of clicks, you’ve got workflows handling prospecting, data enrichment, outreach sequences, and anything else that used to be a massive time-suck.
• Additionally, ProspectIn allows you to target specific LinkedIn profiles based on criteria such as job title, location, and industry.
• This information can be used to create targeted lists of potential customers for your sales team to contact.
• “Handy tool fo LinkedIn”The overall experience is very satisfactory as it saves a lot of time and helps in reducing reduntancy.
• Integrate your scraped data with your CRM to centralize your lead information and streamline your workflow.
• LinkedIn Scraper is a free and open-source Python library available on GitHub.

Fast Linkedin Data Extraction

It is best for anyone looking to quickly extract valuable data and insights from LinkedIn profiles and other websites. With CoreSignal, you can scrape LinkedIn profiles based on multiple filters, such as job titles, company names, and industries. Once extracted, you can send the data directly to your preferred storage or export it in CSV or JSON formats. This intelligent tool offers various LinkedIn scraping features, supercharging lead generation, marketing, and sales campaigns. It is built on an auto data point identification model that makes data detecting and scrapping a breeze.

Is Scraping Illegal on LinkedIn?

• Octopus CRM advertise themselves as “the all-in-one LinkedIn automation tool”.
• 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 platform is easy to navigate, and there were no hiccups signing up for a free trial either.
• Some APIs need technical skills to use, but others are easier to work with.
• Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects.
• This LinkedIn automation platform is very efficient at collecting data; it can quickly scrape thousands of LinkedIn profiles in just a few minutes.
• This commitment to ethical standards means that users can leverage the power of ScrapIn with the confidence that they are conducting their data gathering responsibly.

Bright Data’s LinkedIn Profile Scraper is a scraping API dedicated to LinkedIn public profiles. It can retrieve data such as name, about, education, interest, company, job title, experience, and more. 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.

• By using the right tools and techniques, you can surely unlock the true potential of LinkedIn.
• Both Bright Data and Apify delivered data in JSON format, while Nimble, using a more general-purpose API, provided JSON profile data about ~70% of the time.
• Their datasets also consist of public and private data from LinkedIn, which they either scraped themselves or acquired through third-party means.
• 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.

LinkedIn Scraping Tools You Have To Try in 2025 [FREE tools included]

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. See the benchmark methodology for evaluating the best LinkedIn scraping tools. If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect.

Linkedin Post Scraper

This enables you to find individuals with specific educational backgrounds or skills. As a result, you can expect to get access to a vast pool of professionals. For instance, recruiters often turn to LinkedIn to source candidates for open positions.

Profile Discovery

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.

Best LinkedIn Scraping Tools We Tried

You can categorize your contacts by industry, seniority, or location and, therefore, conduct more targeted marketing campaigns. Arguably, Customer Relationship Management (CRM) systems form the backbone of most businesses, helping them manage interactions with clients, leads, and partners. However, a CRM system is only as effective as the quality and relevance of the data it holds.

Proxy-based LinkedIn scrapers

• What’s more, Meet Alfred’s campaign sequences feature lets you create personalized messaging sequences that can be sent automatically to potential leads.
• These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more.
• Data aggregation and analytics scrapers cater to professionals and businesses that need more than just what LinkedIn has to provide up front.
• LeadCrush lets you quickly export leads and their email addresses from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets.
• A collaborative figure, he shares knowledge through mentoring and public speaking, making a lasting impact on the tech community.
• Now, use the command line to specify the type of data you want to scrape.
• 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.
• 🔍 Real-Time Data Scraping📊 Scrape large amounts of data easily.🌐 No slowdowns, runs smoothly.🤖 AI-Powered Parsing for Perfect Accuracy🔐 Keeps everything legal and ethical.
• Regardless, if you’re looking to get started or need some help, feel free to book a time with my team.

You can schedule delays and add logic-based conditions to create hyper-personalized campaigns that feel like one-on-one outreach. With a couple of clicks, you’ve got workflows handling prospecting, data enrichment, outreach sequences, and anything else that used to be a massive time-suck. You can also retrieve structured data about companies, including funding details, office locations, employee counts, and more. Additionally, Proxycurl operates within legal boundaries by only scraping publicly available LinkedIn data, adhering to regulations like GDPR and CCPA.

First off, Bright Data makes LinkedIn scraping super simple. 🥰🥰

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.

• The CFAA (Computer Fraud and Abuse Act) clearly mentions, scraping publicly available data isn’t considered hacking.
• Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players.
• Lemlist is a powerful cold email software and outreach automation tool to help businesses grow.
• “Solid Boost to My LinkedIn Marketing in Just a Few Weeks”Expandi has really stepped up my LinkedIn sales game in a short span of time.

This tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles. You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder. The free Chrome extension lets you find pre-verified lead contacts and collect their profiles with details such as job title, company website, location, and more. Although the platform is mainly known for its excellent cold email software and outreach automation tools, Snov.io also offers features for effective LinkedIn scraping.

• Then this blog will introduce you to some of the best social media scraping tools available in the market for lead gen.
• This tool uses advanced algorithms to extract data from LinkedIn Sales Navigator, including work information and email addresses.
• The most common pricing reference you can get online is $99/person/mo.
• That’s not all, SalesRobot makes sure each message is hyper-personalized to the prospect using data scraped from their profile automatically.
• This helps with obtaining accurate professional information for sales purposes.
• It can retrieve data such as name, about, education, interest, company, job title, experience, and more.

One aspect that needs improvement is that I’ve tried to reach out to the company for more options, but it’s too difficult because they don’t even appear on LinkedIn. This tool’s main goal is to automate sending LinkedIn messages and connection requests, but it can also export LinkedIn searches. Linked Helper is one of the oldest LinkedIn automation tools on the market.

Once you are sure that the information provided in a profile is useful, just click on the “Scrap Profile” button. Customize these search criteria to find specific job opportunities across different locations and requirements. Update the url and limit LinkedIn Scraper fields to retrieve articles from specific LinkedIn profiles. Find detailed data on LinkedIn articles authored or interacted with by users. All our data is gathered in real time, this is very interesting if you need to have always up-to-date data.

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.

Its data scraping capabilities, combined with its outreach automation features, make it a powerful tool for B2B sales professionals, recruiters, and marketers. Apify is an online platform that helps developers build, deploy, and publish scraping, data extraction, and web automation tools. Developers can create their own scraping agents, called actors, and make them available to the community. Some actors serve as LinkedIn web scraping tools, such as the Linkedin Companies & Profiles Bulk Scraper actor.

With the help of data processing and extraction magic, you can automatically extract data from any list or text and start using it for your own use case. The key advantage of using PeopleDataLabs as a LinkedIn scraping tool is the accuracy of the data it provides. The tool has been designed to extract data from LinkedIn profiles with high precision, ensuring that the data you collect is accurate and up-to-date.

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.

The safest and most efficient way to connect your account to this extension is by using a session cookie. Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field. To avoid any confusion, make sure to keep your data organized by labeling it properly. Customize the company URLs and date ranges to retrieve posts from specific company pages. Discover all posts authored or interacted with by a specific LinkedIn profile.