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.
Bright Data
But keep in mind, it only scrapes data that’s publicly visible on LinkedIn. Automated LinkedIn scrapers help companies and solo professionals gain valuable insights for growth while saving time for more priority tasks. To strengthen this point, I mention the case of LinkedIn Corporation versus hiQ Labs. The court’s ruling favoring hiQ Labs demonstrates the difference between public data scraping and unauthorized access to private information. According to Ascend2, 34% of marketers claim that marketing automation benefits lead generation and helps scale outreach. You just specify the job titles and companies you want to target and boom – you’ve got a fresh batch of ultra-relevant leads to nurture.
Key Features of Linked Helper 2
- In addition, it offers a range of features, including viewing and downloading data samples, browning full data dictionaries, and calculating custom data prices.
- Supercharge your CRM system by enriching it with real-time LinkedIn data insights.
- You can also retrieve structured data about companies, including funding details, office locations, employee counts, and more.
- If you aim to scrape LinkedIn to add the data to your CRM, Surfe will be a handy tool.
- Unless you scrape the data that is publicly available, you don’t violate the Computer Fraud and Abuse Act (CFAA) and the Digital Millennium Copyright Act (DMCA).
- The best part that I like about PhantomBuster is the lead generation part.
- LaGrowthMachine is a sales automation tool that helps sales teams and recruiters benefit from the most advanced growth techniques without technical skills.
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.
Top 10 LinkedIn Scrapers
- 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.
- Stop relying on personal connections to get more customers and start generating high-quality leads in next 60 mins like our 3200+ users do.
- The service offers several features and tools, including a LinkedIn scraper.
- Monthly hand-picked discoveries and stories of thriving in a new world of sales marketing.
Go with open source LinkedIn Scrapers if you have a coding background. If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl. You can get to scraping straight away, although the service might be limited and might need a paid subscription to fully unlock all the features. Bright Data is kind of unique, in the sense, it does not scrape data for you but provides proxies for your own scrapers.
- This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud.
- Oxylabs allows you to export scraped data in multiple formats, including Excel, Google Sheets, CSV, MySQL, TEXT, and JSON.
- Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field.
- Begin by setting up the initial filters, and adjust them progressively until you’re satisfied with the focus of your search.
- Among its features is a LinkedIn scraper to find and extract data from relevant prospects and candidates in minutes.
- NetNut provides an API for social media scraping, enabling users to extract real-time and requested data from platforms like LinkedIn.
- This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn.
- You can then use the collected information to inform your LinkedIn marketing strategies and stay ahead of the competition.
- As per LinkedIn’s policy, it is very clear that scraping isn’t allowed.
Step 6: Scrape multiple LinkedIn pages using conditions
Apify is this super handy cloud-based platform that makes web scraping, especially from LinkedIn, easy. Scrapingdog is a web scraping solution that’s built to make extracting data from LinkedIn a breeze. Once your scraping is complete, Octoparse makes it easy to export and integrate your fresh LinkedIn data.
Step 3: Use Chrome DevTools to understand LinkedIn’s site structure
- This will give you a clear roadmap of what to expect and help you find out which category best suits your needs.
- This means you can extract data with ease, even if you have no experience with web scraping or data extraction.
- 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.
- This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more.
- Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team.
- A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts.
However, they also offer the possibility of extracting data from various places on LinkedIn. Derrick App is also a LinkedIn extractor, but it is connected to Google Sheets. It allows you to manage all your LinkedIn data enrichment operations directly from Google Sheets.
best LinkedIn scraping tools for 2025
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.
What Is a LinkedIn Scraper?
And finding the best LinkedIn scraping tool for your use case is a total head-scratcher. It will send us directly to the LinkedIn job search result page, where we can create a new search. For the sake of this example, let’s say that we’re trying to build a list of product management jobs in San Francisco.
ScraperApi (4.7/ ⭐⭐⭐⭐⭐
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.
The Best Web Scraping APIs in 2025
The initial approach you used to scrape LinkedIn can face challenges, including pop-ups and reCAPTCHA, leading to potential code blockages. However, utilizing the Bright Data Scraping Browser allows you to overcome these obstacles, ensuring uninterrupted scraping. In this tutorial, you’ll learn how to scrape data from LinkedIn using Beautiful Soup. After you learn about the process step-by-step, you’ll also learn about the Bright Data solution that makes scraping LinkedIn much faster.
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.
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. ZenRows is perfect if you need a high degree of control and customization. It scales beautifully, allowing you to gather massive amounts of data quickly. And if you’re a tech savvy developer, you can jump ahead and learn how to scrape LinkedIn as a developer here. Our software ensures compliance, efficiency, and customization to meet your goals. However, the effectiveness of LinkedIn scraping hinges on a responsible approach.
ScraperAPI’s rendering feature allows you to scrape JS-heavy sites without using headless browsers.
The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends. This helps with obtaining accurate professional information for sales purposes. Modify these search URLs to collect job listings from specific companies or search results. While manual web scraping works for small projects, it becomes increasingly challenging at scale. For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results.
Browser Extension LinkedIn Scrapers
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. You can filter your search by location, industry, job title, or even years of experience. Businesses can, therefore, cut to the chase without the bloat of superfluous information by personalizing.
“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. 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. This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies.
They export data points like full name, company, role, LinkedIn profile URL, and then they have an additional feature to obtain email addresses. Once you install the extension, you can perform Sales Navigator searches and then export the data back to Evaboot. While not exactly a LinkedIn Scraper, Zoominfo leverages data from LinkedIn to provide company and individual data.
Enriching CRM with data
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.
Although this method is free, you need to be a developer with some basic skills. This step involves visiting the relevant profiles and viewing the details like education, former job titles, experience, and connections. Web scraping is more than just a technical tool—it’s a strategic asset that empowers businesses to make informed decisions, identify trends and maintain a competitive edge. By embracing ethical practices and leveraging the right tools, businesses can unlock endless possibilities in the ever-evolving data landscape.
Additionally, Proxycurl operates within legal boundaries by only scraping publicly available LinkedIn data, adhering to regulations like GDPR and CCPA. 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. You can export this data directly into spreadsheets or integrate it with your favorite tools and CRMs.
It’s a simple Sales Navigator search scraper used by thousands of customers. Proxycurl is a cloud-based LinkedIn scraping API service built for developers. You’ll be getting major network growth, consistent leads and regular optimisation calls to just keep improving. That’s not all, SalesRobot makes sure each message is hyper-personalized to the prospect using data scraped from their profile automatically.
One of the most popular LinkedIn scraping tools in this library (Apify Store) is LinkedIn Companies & Profiles Bulk Scraper. This and the many other LinkedIn scrapers hosted there are built so anyone can collect data from LinkedIn, avoid blocking, and store results in the cloud. 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.
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. In this example, I’ve searched for CEOs of small companies (1-10 employees) in the Bay Area who posted on LinkedIn in the last 90 days.
The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page. This can be a time-consuming process if done manually, but with the help of a LinkedIn scraper, you can accomplish it in a matter of minutes. A LinkedIn scraper is a useful tool for recruiters, salespeople, and marketers who want to gather data on potential clients or employees. It helps you save time and effort by automating the data extraction process. Bright Data is a data collection platform that provides businesses and individuals with various web scraping and proxy services. They have a dedicated web scraper for LinkedIn that extracts and parses LinkedIn public data.
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 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.
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.