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.

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Key Features of Dripify

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.

Fast Linkedin Data Extraction

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.

• The legality of scraping is based on different factors like the type of data, the website’s terms of service, data protection laws like GDPR, and much more.
• If you’re tired of sifting through endless lists of scraping tools with no clear winner.
• Most LinkedIn scrapers can directly send the data they extract to your CRM.
• What you get is an API that gives you real time access to the data on that website.
• One of the strong points concerning the benefits of a LinkedIn Scraper API is its speed.

Optimize your recruitment processes:

Then, log into LinkedIn and retrieve the li_at cookie from your browser’s developer tools. Update the configuration file or pass the cookie directly when running the script. Since the tool is primarily focused on employee enumeration, let’s go ahead and see how we can pull that data. Then, authenticate your LinkedIn account using email and password (use this responsibly to comply with LinkedIn’s terms of service). Let me show you how you can pull up a LinkedIn profile through this tool using Python.

How to Scrape Job Postings [+Python code]

For example, companies can review job postings, skills, and hiring patterns to identify which roles and expertise are in demand. Find a step-by-step guide on efficient LinkedIn scraping and leverage it for your business growth. Discover top tools and choose the best LinkedIn Scraper to quickly find and connect with high-value prospects. With a few clicks, you can set these bad boys in motion, automating tasks like sending connection requests, endorsing skills, and extracting data from profiles and searches.

How to Scrape LinkedIn & 7 Best LinkedIn Scrapers

• If you’re a beginner, we recommend using the Trial version for 14 days to get familiar with the platform and move to a paid plan after you get comfortable with the tool.
• This tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles.
• To successfully navigate this gray area, it is crucial to understand legal nuances and platform limitations.
• They provide a LinkedIn scraper that enables users to access lead data available on LinkedIn and export the collected data to a CSV file.
• Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn.
• With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc.

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 Sales Navigator API

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. Discover the top proxycurl alternatives for efficient LinkedIn scraping.

Job Listings Collection by URL

With so many LinkedIn scraping tools out there, how do you know which one to choose? Fret not; we’ve done the research for you and compiled a list of the best LinkedIn scraping tools available. Whether you’re a recruiter, salesperson, or just someone looking to network, these tools will help you get the job done quickly and efficiently. The Bright Data LinkedIn Scraper API allows developers to programmatically extract public data from LinkedIn profiles, companies, job listings, and posts. This enterprise-grade solution handles complex infrastructure requirements including proxy management, request throttling, and data parsing.

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

You can identify high-potential candidates, particularly those open to new opportunities or with specific skill sets. TalentNeuron is another workforce analytics platform that offers insights into labor market trends, talent availability, and workforce planning. It combines LinkedIn data with other proprietary sources to provide global workforce intelligence. Browser extension LinkedIn scrapers are an ideal option if you’re working alone or in a small team. They’re lightweight, easy to set up, require no advanced technical skills, and deliver quick results. LinkScrape is another open source LinkedIn scraper, designed to scrape employee names from LinkedIn using company search results.

Open-Source LinkedIn Scrapers

This allows us to be systematically up to date in the information we deliver. Thus, the adoption of this technology will allow the business to take an informed, agile approach to connecting clients and prospects for success. This could very well enable businesses to outcompete others, make better decisions, and be at their productive best in an increasingly data-driven world. A suitable LinkedIn Scraper API extracts all this data in real time, offering an all-rounded view of any professional. LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick.

Fast LinkedIn Profile Extraction

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.

Data Aggregation and Analytics LinkedIn Scrapers

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. Collect your leads with LI Prospect Finder and effectively move them through your sales funnel via both LinkedIn and email channels. Pin LI Prospect Finder in your extension bar on the top of the browser for easy access. The main difference between Evaboot and other tools compared in the article is that this platform requires a LinkedIn Sales Navigator subscription. What’s more, having actual prospects’ data, you can personalize your cold email and, thus, make your cold outreach more impactful, increasing the chances of positive responses.

It is proudly sponsored by Proxycurl, as a tip of the hat to the developers’ spirit and ingenuity. Scraping LinkedIn is wildly useful and doesn’t have to be complicated. If you’re looking for simplicity, tools like LeadLoft’s LinkedIn Scraper make it easy to scrape and use high-quality data. But if you’re comfortable with APIs and need to scale up, ZenRows provides powerful scraping capabilities for larger-scale needs.

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.

LeadCrush

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.

Octopus CRM

LinkedIn data scraping can be a powerful tool for monitoring your competitors. When you scrape data from competitor profiles or pages on LinkedIn, you gain insights into their target audience and the types of content that engage them. Plus, you’ll identify the people working at your competitor companies. For example, you can use a scraper to extract data from LinkedIn profiles and then import that data into an email marketing or CRM tool. This allows you to send targeted email campaigns to your LinkedIn connections automatically.

You’d just need to set the profile URL, and Scrapingdog takes care of the rest. 🔍 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. 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. ❌ Scraping large amounts of data can get expensive, even with pay-as-you-go. ✅ Bright Data follows GDPR and CCPA, ensuring ethical data collection. I often spent hours looking for contacts or job listings, but I ended up with messy notes and missed opportunities.

While that may be true for some of the older tools out there, modern APIs for LinkedIn Scraper are designed with ease of use in mind. Are you tired of manually searching for leads and spending hours on tedious tasks? 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.

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.

It is known for its ability to personalize cold email outreach campaigns at scale, which can significantly increase response rates. “Automated LinkedIn network building & brand awareness – if a little clunky”The ease of importing lists, especially combined with Sales Nav, for a steady growth of connections. Even if you change the content of a Funnel, the queued activity isn’t edited. “Great tool to organize your work and contact new leads”It has been a very good experience so far and has resulted in good deals.I like the friendly approach from all team.

• Proxycurl is a cloud-based LinkedIn scraping API service built for developers.
• Data has become the cornerstone of modern business strategy, helping companies stay ahead in competitive industries.
• LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need.
• One of its primary features is its data scraping capabilities, which enable you to extract and export valuable information from LinkedIn profiles and pages.
• One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn.
• It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture.
• The main benefit is that you do not have to worry about infrastructure, proxy servers, or getting blocked.
• After you learn about the process step-by-step, you’ll also learn about the Bright Data solution that makes scraping LinkedIn much faster.
• Whichever route you choose, scraping LinkedIn can be super useful for a variety of reasons.

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.

Like Phantombuster, they are a generalist scraping platform, but they offer many LinkedIn automation and scraping features. This LinkedIn API is another Python library on GitHub for developers seeking programmatic access to LinkedIn data. It allows users to authenticate credentials and fetch data such as profile details, connections, and more in JSON format. However, accessing, exporting, and storing up-to-date data quickly and efficiently isn’t possible without a scraper designed for the task. The best thing about LeadCrush is its ability to scrape large volumes of data quickly and accurately.

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.

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. Then, you can import this data into your CRM to automatically enrich new contacts and tailor your lead generation strategy. 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.

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.

To avoid risking your account’s safety, using a reputable and reliable LinkedIn scraper that complies with LinkedIn’s terms of service is important. Also, you should be scraping LinkedIn for legitimate purposes only, such as recruitment, lead generation, or marketing. A LinkedIn scraper uses algorithms to crawl through the LinkedIn website and extract data from various profiles and pages.

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.

Additionally, the tool allows for easy data export to other platforms, such as CRM systems, making it even more convenient to use. This allows users to safely and effectively automate their LinkedIn lead generation and outreach efforts without risking their LinkedIn account suspension or termination. The software is easy to use, and it comes with a wide range of other features that make it an ideal tool as a LinkedIn scraper. It helps you save time and boost your LinkedIn outreach campaign’s efficiency. Several LinkedIn scraping tools are available, each with its own features and benefits. Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs.

This is especially useful for high-volume outreach, allowing teams to reach more people while still focusing on high-quality, relevant prospects. The best way to scrape data from LinkedIn is to use scraping tools and automatinos, like Evaboot, Phantombuster, TexAu and others. With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms. This LinkedIn Job Scraper from Octoparse uses a no-code, template-based approach to extract job postings from LinkedIn. It simplifies data extraction by automatically detecting relevant fields on LinkedIn job pages and allows users to customize workflows for precise data capture.