Expandi also provides educational resources to help users become more proficient in LinkedIn outreach. MeetAlfred (ex-Leonard) is a powerful multichannel cold outreach tool with many integrations. It also offers features to manage team efficiency and productivity, and i. It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates.

Method 1: Free LinkedIn Scraper

This eliminates the need to switch between multiple tools, saving you valuable time and effort. Here are the 26 best LinkedIn scrapers and automation tools to help you streamline your lead generation efforts and export your lead lists more easily. Below are our top picks of LinkedIn scraping tools to make the process easier. Each is suited to different user needs, from developers seeking web scraping APIs to marketers in need of no-code solutions. 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.

Requests per month

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 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.

Step 4: Use the DevTool’s Network Tab to find the hidden API

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.

Log in into your LinkedIn account

With ScrapIn, there’s no need to have a LinkedIn account, which means you can bypass the platform’s viewing and extraction limits entirely. This API provides unlimited usage, allowing you to access a vast amount of data that would otherwise be unattainable due to LinkedIn’s restrictions. Besides, this LinkedIn automation tool allows you to collect unlimited LinkedIn information. Another key feature of ScrapIn is its ability to search for data in real time.

How to scrape LinkedIn data step-by-step

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. Trial plan include 20 requests with all the features of the paid plans. You can also self-host our open-source package if you want to manage scaling yourself.

Business Intelligence Through Web Scraping

• This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently.
• 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.
• One of the unique features of Dux-Soup is its ability to visit and engage with LinkedIn profiles automatically.
• 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.
• The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.
• 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.
• LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.
• It provides workforce intelligence by analyzing publicly available workforce 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 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.

Is it necessary to have technical skills to use a LinkedIn scraper API?

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.

Best LinkedIn Scraper APIs in 2025

Bright Data offers LinkedIn datasets tailored to specific LinkedIn use cases. Dripify is a LinkedIn automation and prospecting cloud platform that supports sales professionals in automating various tasks on LinkedIn. The service offers several features and tools, including a LinkedIn scraper. That allows users to retrieve email addresses, phone numbers, and more from LinkedIn profile pages and export the data to a CSV file.

Proxycurl

Skrapp is a scraper, B2B email finder, and outreach tool designed to help professionals with email marketing and outreach campaigns. Dripify is a LinkedIn automation and prospecting platform tailored to sales professionals. It simplifies LinkedIn operations by automating tasks such as scraping LinkedIn profiles to extract email addresses, phone numbers, and other data. With a huge repository of professional profiles, company pages, and job postings, LinkedIn offers plenty of opportunities to gather data for prospecting and lead generation. Derrick provides you access to powerful data scraping features, including LinkedIn data scraping.

Key Features of Proxycurl

By using a LinkedIn scraper, you can collect the data and find the targeted audience. Hence, you can make personalized messages and reach out to the targeted audience with a more personalized message. 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.

Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. Originating from Pennsylvania, USA, Jayden’s journey in technology began early, evolving into a career marked by a profound understanding of web development. Specializing in ethical and efficient data extraction, he navigates the complexities of proxies and VPNs with finesse.

• Lusha sells access to its huge B2B database where businesses can find verified contact details.
• SeekOut combines LinkedIn data with other sources to offer a robust platform for diversity hiring, talent sourcing, and analytics.
• It’s interesting as the software uses predictive analytics by identifying candidates who are more likely to change jobs.
• Scraping LinkedIn is wildly useful and doesn’t have to be complicated.
• All our data is gathered in real time, this is very interesting if you need to have always up-to-date data.
• By scraping LinkedIn data, businesses can analyze industry trends to stay competitive.
• 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.

Scrape Job Listings

• It’s also great if you have specific scraping needs that other tools can’t address.
• With Dripify, you can easily automate data extraction from LinkedIn and save time while obtaining the valuable data you need.
• 88% of marketers say that using automation tools significantly helps them achieve their most important goals.
• LinkScrape is another open source LinkedIn scraper, designed to scrape employee names from LinkedIn using company search results.
• This helps with obtaining accurate professional information for sales purposes.
• This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world.
• Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze.
• Continuous monitoring systems and team education can help your company stay compliant and foster a culture of integrity.

Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team. As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead. Each user gets a unique IP address too, ensuring your automated actions stay under LinkedIn’s radar. Plus, with a range of APIs and integrations, piping your fresh LinkedIn data into apps, BI tools, and workflows is a breeze. Their state-of-the-art tech uses machine learning to automate scraping in a human-like way, navigating even the most dynamic, JavaScript-heavy sites without raising red flags. Their API lets you enrich profiles with additional data points like personal email addresses, phone numbers, and estimated salary ranges.

How to Make a Short LinkedIn URL

LinkedIn scrapers are designed to crawl public LinkedIn profiles and extract data from the platform, including names, job titles, company names, industries, and skills. Lemlist is a cold email software designed to improve reply rates and simplify sales engagement and outreach automation. It is powered by the capability to extract data from LinkedIn profiles based on various filters, including keywords, location, industry, and more.

You can also collect leads from Sales Navigator searches for a more advanced approach. 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.

Best HTML Parsing Libraries for Web Scraping

The platform also enables profile enrichment with additional details like email addresses and phone numbers. This information can help enhance sales, marketing, and recruitment strategies. LinkedIn scraper tools make it a no-brainer to leave the grunt work behind and let the robots handle the heavy lifting. Coresignal is this powerhouse data provider that gives you access to millions of fresh, comprehensive public web records on companies, professionals, and tech products.

All our data is gathered in real time, this is very interesting if you need to have always up-to-date data. 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. 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.

If you’re a developer or someone who’s comfortable working with APIs, the ZenRows API offers a powerful way to scrape LinkedIn data. 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.

In that case, you should consider moving to Cloud based LinkedIn scraper. Learn all about the LinkedIn API, with comprehensive Python code demos. Dive into the world of LinkedIn APIs, official and third-party alternatives, and understand how to access and utilize LinkedIn profile data through Python code examples. The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features.

By integrating real-time LinkedIn data into your CRM, you enrich it with fresh, detailed insights. For example, sales teams can use the API to update lead profiles with the latest job titles, company information, or contact details. This way, outreach efforts are always based on accurate and up-to-date information. 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.

The cloud-based platform also supports integration with apps like Slack via Zapier. Integrate your scraped data with your CRM to centralize your lead information and streamline LinkedIn Scraper your workflow. By syncing data such as job titles, company details, and contact information, you can turn your CRM into a powerful platform for sales engagement.

It can retrieve and parse data from profiles and companies while giving you full control, flexibility, and scalability. The main benefit is that you do not have to worry about infrastructure, proxy servers, or getting blocked. Discover the best Instant Data Scraper alternatives for effortless web scraping. Explore user-friendly tools perfect for data extraction, from beginners to experts.

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.

When I started using LinkedIn to connect with people and find leads, I quickly saw how tough it was to get useful information. NetNut proxy is a great value for money and their support is responsive and personal. An interesting benefit that’s very relevant to our use case is that they source their residential IPs B2B. This alleviates issues with consents, personal data and other compliance hurdles. Keep up with the latest industry shifts and trends by continuously scraping LinkedIn data. Our API is easy to integrate into your existing workflows, making LinkedIn data collection straightforward.

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.

• Save your leads in Snov.io sales CRM and segment them for your outreach campaigns by creating the needed lists.
• Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs.
• Similarly, top technology executives and venture capital firms’ posts will help you identify emerging startups and new products in the market.
• You have the option to choose if you want to work with your LinkedIn account, Sales Navigator or Recruiter account.

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. This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.

“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. BrightData, formerly known as Luminati, is a leading web data platform that provides businesses with structured data from websites. It emphasizes validated email extraction, providing accuracy and effectiveness in lead generation. The tool offers email finding from names, domains, and LinkedIn profiles, along with email verification for high accuracy. They also extract data from social media like Instagram, Facebook, or TikTok. What’s more, Meet Alfred’s campaign sequences feature lets you create personalized messaging sequences that can be sent automatically to potential leads.