The suites of APIs and bulk delivery use advanced algorithms to extract valuable data from around the web, including LinkedIn. With valuable data at your fingertips, you can easily create targeted marketing campaigns and connect with potential customers. Helium Scraper is a versatile and powerful tool to extract data from any website, including LinkedIn. It allows you to scrape LinkedIn profiles based on many filters, such as keywords, location, industry, and more.
- Scraped data lets you focus on people or companies that better match your ideal customer profile.
- The platform is easy to navigate, and there were no hiccups signing up for a free trial either.
- Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects.
- But if you haven’t found what you’re looking for, there are many LinkedIn scrapers designed for specific types of data in Apify Store.
- They guarantee fresh profile data updated within the last 29 days, ensuring you always have access to the latest and most relevant information.
- Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team.
- It allows users to authenticate credentials and fetch data such as profile details, connections, and more in JSON format.
Key Features of Waalaxy
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.
Proxy-based LinkedIn scrapers
ZenRows is designed to tackle LinkedIn’s biggest challenges, including CAPTCHAs, IP blocks, and rate limits. It’s an asynchronous scraping tool that lets you gather public LinkedIn data quickly and at scale. So, you’ve scraped LinkedIn profiles and collected the necessary data. Here are my recommendations on leveraging this information to make the most of LinkedIn scraping for your business. Snov.io is a comprehensive sales engagement and automation platform that provides powerful tools for prospecting and business growth.
- The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites.
- With the right LinkedIn scraper, you can streamline your workflow, increase productivity, and ultimately see better results from your lead generation campaigns.
- If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool.
- This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more.
- Being one of the most powerful LinkedIn scraping tools, ScrapIn makes it possible for you to collect relevant data about a personal or company profile on LinkedIn.
- Find detailed data on LinkedIn articles authored or interacted with by users.
Linkedin Post Scraper
The most common pricing reference you can get online is $99/person/mo. This will give you a clear roadmap of what to expect and help you find out which category best suits your needs. Just keep in mind that ZenRows only collects public LinkedIn data and doesn’t provide email or phone numbers. When comparing LeadLoft and ZenRows, the right choice depends on your needs and technical skills.
Phantombuster
This is essential for businesses that rely on accurate data to make informed decisions about their marketing strategies. You can use the extracted data to create targeted lists of prospects for outreach and lead-generation campaigns. It is a user-friendly tool that allows you to automate your LinkedIn outreach efforts and manage your lead generation and sales pipeline on LinkedIn more efficiently.
How to Build LinkedIn Data Scraper with Python (Easy Guide)
You can then export the scraped data to your database or as a spreadsheet document, such as CSV or Excel. LeadCrush lets you quickly export leads and their email addresses from LinkedIn profiles and LinkedIn Sales Navigator to Google Sheets. And just like Lemlist, this tool is highly customizable, allowing you to specify your search criteria on a variety of parameters, such as location, industry, and more. This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
Scrapingdog
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. Jayden’s commitment to responsible tech practices shines through, advocating for privacy and staying at the forefront of industry advancements. A collaborative figure, he shares knowledge through mentoring and public speaking, making a lasting impact on the tech community.
Key Features of Scrapingdog
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.
- Note that the pricing isn’t specific to LinkedIn, you can use this tool to scrape any website without being blocked.
- This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses.
- Once you have created an Evaboot account, click on “Get Chrome Extension”.
- In 2022, they launched a new line of dataset products, with variety that rivals or even exceeds that of Coresignal’s datasets.
- A cloud-based scraping and automation tool that supports LinkedIn among other platforms.
- Expandi also provides educational resources to help users become more proficient in LinkedIn outreach.
- If you’re a developer or someone who’s comfortable working with APIs, the ZenRows API offers a powerful way to scrape LinkedIn data.
Trusted by Leading Data Companies
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.
Facebook Scrapers: 4 Methods & 4 APIs to Scrape FB in ’25
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. 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.
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.
While you can use different scraping tools that provide valuable insights, it’s important to conduct job scraping responsibly and in accordance with LinkedIn’s policies. One effective approach is to use a web scraping tool to collect data on competitors’ job titles, skills, and educational backgrounds. Dripify is a LinkedIn automation tool designed to help businesses grow by automating their LinkedIn outreach. It allows users to send personalized messages, connection requests, and follow-ups to their LinkedIn contacts. Scrapin.io’s LinkedIn Scraper API provides an intuitive LinkedIn scraper suited for marketers, recruiters, and researchers. The platform simplifies data collection with a browser-based interface and allows the export of structured data, such as contact details, education, and professional experience.
By scraping LinkedIn for specific skills, experience levels, and educational backgrounds, recruiters can pinpoint potential candidates who match the job requirements closely. Web scraping is the automated process of extracting data from websites. This technology empowers businesses to analyze trends, refine strategies LinkedIn Scraper and optimize operations with minimal manual effort. However, collecting this data by hand can be time-consuming and unsuccessful. According to recent research, there are more than one billion people on LinkedIn globally. Ideally, it is a marketplace for corporate connections and job opportunities.
Aspect To Consider When Evaluating LinkedIn Scraping Tools
Web scraping is generally legal when done ethically and within the bounds of regulations like GDPR and CCPA. Businesses must adhere to website terms of service and avoid scraping sensitive or copyrighted data. Responsible data collection practices, such as using only publicly available information and respecting site limitations, ensure compliance and avoid legal risks.
- Keep in mind that the information available on public profiles changes from page to page depending on what the user has decided to make public.
- You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder.
- Waalaxy is a LinkedIn automation tool that takes the pain out of lead generation and prospecting on the platform.
- ZenRows is perfect if you need a high degree of control and customization.
- Captain Data is a no-code platform that extracts, aggregates, and integrates data.
- This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.
- 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.
Scrape Any Data from LinkedIn, Without Limits.
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. Simply put, you set up automation for LinkedIn, Twitter, Google, and other platforms to automatically extract data, surface new leads, and reach out to them. Waalaxy supercharges your lead gen with features like automated connection requests and follow-up sequences tailored to your ideal prospects. Waalaxy is a LinkedIn automation tool that takes the pain out of lead generation and prospecting on the platform. With its dedicated LinkedIn Scraper API, you can scrape profiles, company pages, job listings, and more, all while getting the data served up in a neat JSON format. Customizing scrapers to your specific needs is a breeze, whether you want to configure proxies, capture browser network calls, or extract data from lazy-loading UI elements.
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 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.
The Best Web Scraping APIs in 2025
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.
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.
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.
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.
Here, you’re using requests to access the LinkedIn Learning page and BeautifulSoup to parse it. 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 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. Hence, this API stays compliant with data protection laws including GDPR and CCPA. Install PhantomBuster’s browser extension and connect to your LinkedIn.
- It allows users to send personalized invites, messages, and InMails and also supports email outreach.
- By analyzing the scraped data, you can track industry trends or gain insights into your competitors.
- Lyne.ai, or Lyne, is an AI-powered tool designed to facilitate sales personalization at scale for high-volume senders.
- 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.
- As per LinkedIn’s policy, it is very clear that scraping isn’t allowed.
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 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.
- Proxycurl gives you access to rich B2B data from more data sources than just LinkedIn.
- It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide.
- PhantomBuster advertises itself as the platform for all things lead generation, without the need for any coding skills.
- It operates entirely on the command line, leveraging Python libraries like beautifulsoup4 and lxml to parse LinkedIn’s front-end, without using the official API.
- This makes it an excellent tool for businesses looking to generate leads, build targeted email lists, or conduct market research.
- For example, you can use filters like job title, industry, or location.
- Oxylabs is a well-known proxy provider but also offers some scraping tools.
If you want a tool that’s easy to use, LeadLoft is going to be for you. You don’t need to worry about LinkedIn’s CAPTCHA challenges or account blocks, LeadLoft takes care of it all. If you want to grow your business, LinkedIn is one of the best places to start. It’s packed with professionals, companies, and decision-makers just waiting to be part of your network.
Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting. You can connect this tool to Google Sheets or HubSpot CRM, which makes it really simple to organize and automate your lead generation. Uncover new professional connections by extracting comprehensive LinkedIn profiles, perfect for identifying industry leaders and influencers. Similarly, targeting public posts of key finance executives and investment banks will help build a “radar” for the trending industries and stocks in the financial investment world. Similarly, top technology executives and venture capital firms’ posts will help you identify emerging startups and new products in the market.
They use proxy servers to access LinkedIn in order to extract data, distributing requests across several IP addresses or LinkedIn profiles. To conclude, scraping data from LinkedIn tends to offer valuable data and insights that you can use to create leads and recruit professionals. So, whether you choose a LinkedIn scraper API or scrape a LinkedIn profile manually, it’s critical to collect and analyze the data responsibly.
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.
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.