Proxycurl will provide you with a simple and scalable API that you can build into whatever you need it to be, or into your existing systems. It easily solves the need of having to scrape LinkedIn profiles, and you gain access to even richer data than you could obtain by scraping LinkedIn alone. For those less technically inclined, no-code scrapers like ParseHub or Octoparse and browser extension-based tools like Waalaxy, Evaboot, or Octopus CRM might be more suitable. A lot of standout features in this tool, starting with the Boolean search, which allows you to combine keywords with modifiers like and, not, and or to get more relevant results. The platform also has an AI robot that can work on your behalf and search for potential candidates that qualify for a job.

Fast Linkedin Data Extraction

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.

No-Code LinkedIn Scrapers

This tool uses advanced algorithms to extract data from LinkedIn Sales Navigator, including work information and email addresses. With this data, you can easily create targeted marketing campaigns and connect with potential customers on LinkedIn. CoreSignal claims to be a powerful alternative data-scraping tool, making recent data available to any company or individual. It allows you to find and scrape data from firmographics and publicly available professional profiles, including LinkedIn profiles. In addition to LinkedIn data scraping, Octopus CRM is powered with advanced functionalities, such as automated LinkedIn messaging and connection requests. This means you can use this tool to connect with new prospects, send personalized messages, and manage your LinkedIn outreach campaigns more efficiently.

Linkedin Profile Scraper

Another useful feature of Meet Alfred is its ability to automatically send connection requests, messages, and follow-up messages to potential leads. This allows you to automate your LinkedIn outreach efforts and generate more leads with less effort. See the benchmark methodology for evaluating the best LinkedIn scraping tools. If you are looking for a complete solution that can be integrated into any programming language or HTTP client, a LinkedIn web scraping API will be perfect.

Export Sales Navigator Leads: A Step-by-Step Guide

• A highly favored tool among developers for its flexible, code-based approach to scraping LinkedIn profiles, job listings, and more.
• If you want to scrape LinkedIn Sales Navigator, this extension can serve as a powerful LinkedIn scraping tool.
• Find detailed data on LinkedIn articles authored or interacted with by users.
• With the right LinkedIn scraper, you can streamline your workflow, increase productivity, and ultimately see better results from your lead generation campaigns.
• To avoid risking your account’s safety, using a reputable and reliable LinkedIn scraper that complies with LinkedIn’s terms of service is important.

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.

Building cold emailing lists

It hosts a wealth of information about professionals, companies, and job opportunities. For instance, recruiters might use it to find potential candidates, sales teams can identify potential leads, and researchers can use it for labor market analysis. Furthermore, the risk of having an account banned for unauthorized data extraction is nullified when using ScrapIn. Besides abiding by these “Rate Limits”, it’s also essential to stay away from unethical scraping.

Chrome Extensions Based LinkedIn Scrapers:

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.

Fast LinkedIn Profile Extraction

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.

Perform Targeted Searches

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.

Browser-extension LinkedIn scrapers

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.

• Are you tired of manually scouring LinkedIn profiles for potential candidates or business leads?
• You can export the information as a CSV file or directly integrate it into your CRM.
• Brightdata’s LinkedIn scraper is a part of its Web Scraping IDE, with pricing plans as listed below.
• Of course, behind every great outreach campaign is a solid database, which is where Linked Helper 2’s data scraping capabilities truly shine.
• So, whether you choose a LinkedIn scraper API or scrape a LinkedIn profile manually, it’s critical to collect and analyze the data responsibly.

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.

Apart from using LinkedIn for personal use, this data-rich platform proves to be helpful in a variety of ways. To put it simply, ‘Data Scraping’ or ‘Web Scraping’ is a process of collecting and importing data from websites. Data scraping is an efficient way to collect data for processing, analysis, or presentation.

Detailed Data Collection

Dripify is a cloud-based LinkedIn automation and scraping tool designed to help your sales team automate LinkedIn prospecting and close more deals. Another feature scraper brought to you by yours truly is the LinkedIn-API by Tomquirk. A highly favored tool among developers for its flexible, code-based approach to scraping LinkedIn profiles, job listings, and more.

• Sales Navigator offers an array of more than 30 filters, which are divided between those that pertain to companies and those that are relevant to individual professionals.
• Customize the company URLs and date ranges to retrieve posts from specific company pages.
• 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.
• LinkedIn, as a professional networking platform, is a treasure trove of data.
• The constantly updated CRM enhances sales and marketing teams’ work results.
• Discover top tools and choose the best LinkedIn scraper to quickly find and connect with high-value prospects.
• Pricing for the API is not publicly disclosed and requires direct negotiation with LinkedIn, depending on the intended use case and volume of data access.
• Plus, with seamless integrations with tools like Zapier, Slack, and Google Sheets, you can streamline your workflows and boost productivity to the max.
• By extracting data from LinkedIn profiles, you can identify potential customers and reach out to them with targeted marketing messages.

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. Different businesses have different requirements when it comes to data. Whereas a small recruitment agency may want to extract candidate profiles, a big corporation may need to acquire data about potential business partners or market competitors. That’s where the customization possibilities of the LinkedIn Scraper API come in.

Key Features of Dux-Soup

Businesses can use LinkedIn scraping to identify potential collaboration and growth opportunities. By collecting data on key decision-makers, industry leaders, and influential companies, businesses can reach out to those most relevant to their networking goals. Nimble is an AI-driven web scraping platform that lets you extract boatloads of public data from anywhere online, including LinkedIn profiles and company pages.

best LinkedIn scraping tools for 2025

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.

How To Export LinkedIn Contacts To Excel? [2025 Guide]

It’s also great if you have specific scraping needs that other tools can’t address. 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.

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.

Proxycurl gives you access to rich B2B data from more data sources than just LinkedIn. If you’re not comfortable with coding or don’t want to deal with APIs and scripts, tools like the LinkedIn Scraper from LeadLoft are a lifesaver. They’re built for people who just want results without the technical hassle. Although LinkedIn prohibits scraping in its TOS, the enforcement is often limited to high-volume or disruptive activities.

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 tool allows you to automatically scrape employee profiles from specific companies, making it easy to gather data from thousands of profiles. You can quickly extract valuable lead information from LinkedIn profiles using LI Prospect Finder. The free Chrome extension lets you find pre-verified lead contacts and collect their profiles with details such as job title, company website, location, and more. Although the platform is mainly known for its excellent cold email software and outreach automation tools, Snov.io also offers features for effective LinkedIn scraping.

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.

• The cloud-based platform also supports integration with apps like Slack via Zapier.
• ScrapIn is one of the best solutions for scraping LinkedIn data at scale.
• If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered.
• However, LinkedIn limits data access, strictly forbidding scraping and making its API hard to access and highly restricted.
• If you’re looking for a tool that can grow with your business, Proxycurl offers a scalable API that can be integrated into various systems.
• Are you tired of manually searching for leads and spending hours on tedious tasks?

Lyne leverages AI and Machine Learning to uncover information that the average sales rep couldn’t find, providing users with a competitive edge. Findymail is a powerful B2B email finder designed to automate and streamline finding verified professional email addresses. Similarly, recruiters can use PhantomBuster to automate their outreach and make their recruitment process more efficient.