30 +1 Top LinkedIn Scrapers for 2025 with Pros & Cons

One of the key advantages of using Lemlist as a LinkedIn scraping tool is its user-friendly interface. The tool is incredibly easy to use, even for users who have no experience with web scraping or data extraction. Plus, Lemlist is highly customizable, allowing you to tailor your scraping parameters to meet your specific needs. LinkedIn scraping tools automates the process of extracting data from LinkedIn profiles. This means you no longer have to spend hours manually copying and pasting data from the social networking platform. In this guide, you took a look at some of the best LinkedIn web scraping tools to extract data from the popular social networking site.

• It combines LinkedIn data with other proprietary sources to provide global workforce intelligence.
• LinkedIn has strict rules that don’t allow people to collect data without their approval.
• You should never invade a person’s privacy or indulge in malicious activities while scraping data.
• However, it is important to consider the specifics of your operating region.
• For reliable, efficient, and scalable LinkedIn data collection, Bright Data provides a superior solution that saves time and resources while delivering higher-quality results.
• You can schedule delays and add logic-based conditions to create hyper-personalized campaigns that feel like one-on-one outreach.
• Coresignal’s massive database houses over 694 million employee records packed with details like job titles, work experience, education, and contact info.
• Bright Data offers LinkedIn datasets tailored to specific LinkedIn use cases.
• 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.

Posts Discovery by Profile

Scrupp.com also makes it easy to collaborate with my team members and share files. I highly recommend Scrupp.com to anyone looking for a powerful and easy-to-use project management tool. LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.

Linkedin Scraping Tutorial with Python

The tool uses advanced algorithms and machine learning techniques to extract data from LinkedIn, ensuring that the data obtained is accurate and up-to-date. Oxylabs allows you to export scraped data in multiple formats, including Excel, Google Sheets, CSV, MySQL, TEXT, and JSON. For example, it lets you set up automated LinkedIn messages and follow-up sequences. This allows you to reach your potential leads automatically and generate more sales. For example, you can search for professionals in a specific industry, location, or job function. This helps you find the right people to connect with on LinkedIn and grow your network.

Building cold emailing lists

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. You can tag prospects, revisit tagged profiles, integrate with CRMs like Pipedrive and HubSpot, and get detailed campaign analytics to fine-tune your outreach strategies. To top it all off, it comes packed with integrations to sync your Linked Helper data with popular CRMs and tools like HubSpot, Pipedrive, Zapier, and more.

Ultimate Guide To The LinkedIn API: People Profile API (with Python Examples)

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). To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations. That’s why I’ve prepared the essential information you should know before scraping LinkedIn profiles. Open the lead’s profile, a company page, or a search results page with specific filters and launch LI Prospect Finder by clicking its icon in the top-right corner of your browser. With PhantomBuster, you can also extract lead lists from other platforms and export them directly to spreadsheets.

Is it possible to scrape data from LinkedIn?

Compare features, pricing, and reliability to find the perfect solution for your data needs. LinkedIn allows viewing 80 profiles per day with one free LinkedIn account. This limit extends to 150 profiles per day if you are using a LinkedIn sales navigator account. Once you have scraped LinkedIn data, you can use the information to make the most crucial financial decisions. The data obtained through a LinkedIn scraper allows you to stay updated with the latest market trends.

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No doubt, LinkedIn stands out as one of the biggest and richest resources for scraping valuable information. Whether you need to create targeted marketing campaigns or identify promising leads, the need for an effective LinkedIn scraper can’t be overruled. One common misconception about data scraping tools is that they require advanced technical skills to use.

Get the LinkedIn Data You Want With ScraperAPI

This makes it an invaluable tool for sales professionals, recruiters, and marketers looking to generate leads and grow their businesses. A LinkedIn data scraping tool can be valuable for businesses looking to improve their email marketing efforts. By scraping data from LinkedIn profiles and Sales Navigator, you can gather information that you can use to segment your email lists and create targeted campaigns.

Extract number of jobs available at each company

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.

Fast Linkedin Data Extraction

Whether you’re looking to automate outreach on Twitter, Facebook, Instagram, or even Google Maps, PhantomBuster has got you covered. PhantomBuster is a powerful tool that can take your LinkedIn prospecting game to a whole new level. LinkedIn events are a great source of leads as you can see people who are interested in a particular topic. Additionally, LinkedIn scraping allows you to identify key decision-makers within a company, focusing your efforts on those who have the power to make a purchase. With this data, you can create personalized messaging that speaks directly to your ideal prospects’ needs and pain points. If you don’t, you can still hire a freelancer to build a custom LinkedIn Scraper for your needs.

LinkedIn Scraper works effectively to help you extract data instantly while saving both time and effort. Furthermore, high latency ensures relevant data is retrieved for fast-moving industries like recruitment, sales, and business intelligence. Go with open source LinkedIn scrapers if you have a coding background.

Fresh Data in Real Time

• The data it exports includes things like name, LinkedIn profile URL, company, and beyond, but you’ll have to use a separate Phantom, the email extractor, to get an email address.
• Each of these LinkedIn scrapers are categorized and are weighed based on their price and free version availability.
• This API provides unlimited usage, allowing you to access a vast amount of data that would otherwise be unattainable due to LinkedIn’s restrictions.
• Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks.

Despite these challenges, LinkedIn scraping remains an applicable solution for automated, scalable data collection when done smartly. With the right tools and smart practices, you can safely gather valuable insights on prospects, clients, and competitors within minutes. Octoparse is a powerful yet user-friendly web scraping tool designed specifically for extracting data from websites like LinkedIn without writing a single line of code. “A Game-Changer in B2B Lead Generation”Waalaxy seamlessly integrates with LinkedIn, making it a powerful extension of your LinkedIn profile. This integration allows you to access your LinkedIn contacts, view profiles, and send connection requests and messages directly through the platform. This eliminates the need to switch between multiple tools, saving you valuable time and effort.

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.

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.

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. On it, you can submit a LinkedIn profile or a desired list of profile URLs. The data it exports includes things like name, LinkedIn profile URL, company, and beyond, but you’ll have to use a separate Phantom, the email extractor, to get an email address. What you need is a thoughtfully curated list of LinkedIn scrapers, categorized to tailor your specific needs, so you can easily pick the right tool for you. If you think LinkedIn scraping is tough, it’s because you are not equipped with the right tool.

• This allows you to reach your potential leads automatically and generate more sales.
• A good LinkedIn scraper can provide rich insights for businesses and professionals, especially for sales, recruitment, and market research.
• MeetAlfred (ex-Leonard) is a powerful multichannel cold outreach tool with many integrations.
• Expandi is a LinkedIn automation tool designed to help users enhance their outreach efforts.
• 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.

The team behind this tool has designed it to help businesses and organizations build lead lists in seconds without much technical know-how. Derrick allows you to use an existing database or extract data from LinkedIn Sales Navigator to build a more recent and targeted database. Using La Growth Machine as a LinkedIn URL scraper also means you’ll get actionable insights and reach your leads at the right time and place. That’s because the tool extracts data from LinkedIn profiles and provides analysis and insights into the collected data. This means you can better understand your target audience, such as their interests and needs.

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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.

During this step, you can tell Phantom how many profiles it can process during each launch. Once you have created an Evaboot account, click on “Get Chrome Extension”. After you have downloaded the Evaboot extension, just add it to Chrome. Go to a LinkedIn profile and look for the information you can extract. For instance, you can find experience, education, and skills by clicking on the profile’s contact info.

The most effective setups for data extraction usually rely on one of the tools mentioned here. Oxylabs is a well-known proxy provider but also offers some scraping tools. One of these services is a scraping API to retrieve data from web pages, even if they are protected by anti-bot solutions. The main disadvantage of this solution is that—at the time of writing—LinkedIn is not on the list of supported sites. Whether you’re scraping data for market research, talent acquisition, or competitive analysis, these tools and techniques can help you gather the information you need.

Dripify lets you build automated drip campaigns (or sales funnels) to nurture and engage your LinkedIn prospects on autopilot. Proxycurl is a powerful API platform to gives you programmatic access to fresh and comprehensive public data from LinkedIn. More than just a simple scraper, it’s a one-stop shop for streamlining your entire LinkedIn outreach process from start to finish. You can easily customize them or build your scraper from scratch using Apify’s user-friendly tools. With the right LinkedIn scraper, you can streamline your workflow, increase productivity, and ultimately see better results from your lead generation campaigns.

It allows unlimited email automation and integration with various lead sources, enhancing lead generation and outreach efficiency. It started as a LinkedIn messaging automation tool and then added LinkedIn cold emailing to its sequences. “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.