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LinkedIn has strict rules about scraping data from its website, and it employs several measures to prevent web scraping. Oxylabs’ advanced proxy servers allow users to bypass these measures and scrape data from profiles and pages on LinkedIn  with ease. Oxylabs is a leading proxy service provider that offers advanced web scraping solutions for businesses. Its proxy servers are designed to enable businesses to scrape LinkedIn data and other website data with ease. ProspectIn allows you to automate many of your LinkedIn outreach activities, including messaging, profile visits, follow-ups, skill endorsements, and much more. One of its primary features is its LinkedIn scraping capabilities, which allow you to extract data from LinkedIn profiles and pages.

LeadCrush

This hack you can use to extract your competitors’ company page followers. If you export LinkedIn post commenters or likers and then reach out to them, that provides a great icebreaker for your prospecting messages. If you export LinkedIn event attendees using a tool like Phantombuster, you can import them into a CSV file with their contact information and mention of the event. There are several libraries available that allow for web scrapings, such as Beautiful Soup and Selenium. If they don’t, you can always download the CSV or Excel file they provide and use the import feature of your CRM to add your leads to it. It allows users to send hundreds of personalized follow-up messages daily on LinkedIn, Email, and Twitter, completely on autopilot.

How Many Profiles Can I Scrape From LinkedIn Every Day?

Octopus CRM also offers analytics and reporting tools, allowing you to track the performance of your campaigns and optimize your outreach efforts over time. 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.

Octopus CRM

By integrating real-time LinkedIn data into your CRM, you enrich it with fresh, detailed insights. For example, sales teams can use the API to update lead profiles with the latest job titles, company information, or contact details. This way, outreach efforts are always based on accurate and up-to-date information. By now, it’s clear that not all LinkedIn scraping tools are made for a single purpose. The scrapers in this category are for generating leads and discovering verified contact details, indispensable for sales and marketing professionals. By scraping LinkedIn data, companies can easily receive valuable insights to power their outreach efforts and save time using specific LinkedIn automation tools.

Key Features of TexAu

With a few clicks, you can scrape thousands of profiles matching criteria like job titles, skills, locations, etc. In this table, you will find all the information on the different Linkedin scraping tools we mentioned. It offers a range of features to help users gather and manage contact information efficiently. They are a generalist automation platform that offers a lot of different scrapers, including some for LinkedIn. The best part that I like about PhantomBuster is the lead generation part. This LinkedIn Scraper is a free and open-source Python library hosted on GitHub.

SalesRobot

• It can retrieve data such as name, about, education, interest, company, job title, experience, and more.
• While manual web scraping works for small projects, it becomes increasingly challenging at scale.
• The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.
• It allows unlimited email automation and integration with various lead sources, enhancing lead generation and outreach efficiency.
• LinkedIn has over 1 billion users, making it a goldmine for professionals and businesses looking to generate leads and gather valuable data.
• 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.

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.

Top B2B Data Providers in 2025: A Guide on B2B Data

Their API handles all the heavy lifting, allowing you to pull rich professional data with just a few lines of code. It’s got this clever proxy rotation system and headless browser support that helps you bypass those annoying blockades. But here’s the real kicker – Scrapingdog packs a serious punch when it comes to handling LinkedIn’s anti-scraping measures. Or go a step further and export it directly into your databases like MySQL, SQL Server, or Oracle with just a few clicks. And the built-in IP rotation keeps you anonymous by automatically cycling through different IP addresses, bypassing anti-scraping measures.

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

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.

Proxycurl

It enables users to send unlimited connection requests and messages from multiple synchronized accounts within the same cloud-based platform. The reason is that the company controls one of the largest, widest, fastest, and most reliable proxy networks in the world. This includes millions of residential proxies, which are ideal for implementing web scraping tools.

Browser Extension LinkedIn Scrapers

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. LinkedIn has their own paid API, but it’s not as simple as paying and getting what you need.

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. It offers unparalleled access to a vast database of professional profiles, company information, and job market insights. Brightdata has a cloud-based LinkedIn profile scraping service that lets you scrape LinkedIn profiles, searches, jobs and more without you having to use your LinkedIn account.

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. The team behind this tool has designed it to help businesses and organizations build lead lists in seconds without much technical know-how.

• If not, there are a lot of free plans or credits offered by many tools like Octoparse, Import.io, and Proxycurl.
• These scrapers are designed to serve large corporations that require high-scale data extraction.
• The scraper then searches through thousands of LinkedIn profiles based on these criteria and extracts the desired data from each profile or page.
• Modify the profile URLs and date ranges to collect posts from specific LinkedIn profiles.
• Whether you need to create targeted marketing campaigns or identify promising leads, the need for an effective LinkedIn scraper can’t be overruled.
• Those are our top picks of scraping tools in 2025 for real-time data collection from LinkedIn for lead generation and email marketing.

Lemlist has a cockpit management feature, which serves as a single dashboard, where you can manage your team accounts. If a prospect responds, they are moved from your campaign into your pipeline for you to close. The Dux-Dash campaign statistics provide a clear overview of areas that need improvement to optimize your LinkedIn lead generation efforts. Now, use the command line to specify the type of data you want to scrape. Fetch a person’s LinkedIn profile data using their public profile URL or unique identifier.

How To Scrape Data from Any Website: 5 Code and No-Code Methods

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.

• You can then analyze this data to gain insights into your target audience on LinkedIn.
• Bright Data’s LinkedIn Scraper is the ultimate data-mining machine for extracting every juicy bit of public data from LinkedIn.
• The email finder feature in the platform is acclaimed among users, and I can see why.
• Its dashboard features an API playground that automatically generates code snippets based on selected parameters.
• Even if you change the content of a Funnel, the queued activity isn’t edited.
• A big player in the data solutions market, People Data Labs (PDL) is geared toward large-scale businesses that require enriched data for analytics, hiring, or marketing.
• 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.

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. For a straightforward, user-friendly experience, Waalaxy, Lemlist and ParseHub are designed with simplicity in mind. SeekOut combines LinkedIn data with other sources to offer a robust platform for diversity hiring, talent sourcing, and analytics. It is an AI powered talent search engine built to help sources find and hire the right talent, fast.

This automation not only saves time, but also ensures that you have accurate and up-to-date data to drive your marketing and outreach strategies. Additionally, LinkedIn scraping can help businesses identify potential partners, customers, and suppliers by analyzing connections between competitors and other industry players. By exporting LinkedIn group members, you are to build a qualified lead list of people interested in a specific topic. By scraping LinkedIn, you can streamline your sales process, increase your conversion rates, and ultimately drive revenue growth for your business. This information can be used to create targeted lists of potential customers for your sales team to contact.

How do I find the best LinkedIn Scraper for me?

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. These APIs come equipped with integrated residential proxies, both dedicated and rotating. The Web API, in particular, offers tools like page interactions and parsing templates. This functionality is especially beneficial for handling sites in niches like E-commerce, SERP, and Maps, which may not be as easily accessible with other APIs.

Moving away from singular developer solutions, we are now talking large-scale. 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.

The cloud extraction feature, for example, distributes your scraping tasks across multiple cloud servers, drastically speeding up large extraction jobs. That’s why Bright Data has a staging environment for validating and reparsing your scraped data. You don’t have to worry about inaccurate or irrelevant information messing up your pipelines. This bad boy can handle high-volume data extraction like a champ, with its auto-scaling architecture.

• For example, you can search for professionals in a specific industry, location, or job function.
• 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.
• 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.
• And if you need to find specific profiles or companies, Proxycurl’s got you covered with an advanced search functionality that supports boolean queries and regular expressions.
• LinkedIn data scraping tools help you gather and extract valuable data from LinkedIn, making your search for the perfect employee or client a breeze.
• 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.

Furthermore, the collection of detailed data helps identify patterns and trends that may well have remained hidden. For instance, by analyzing numerous profiles within a particular industry, companies are able to spot emerging skills or certifications that are increasingly becoming relevant. Such insight provides organizations with a competitive edge in terms of informed decision-making using actual and updated information. For instance, recruiters can instantly identify candidates based on their skills, experience, or certifications by structuring data from multiple profiles. Sales teams will have the latest information about leads to craft their pitches.

88% of marketers say that using automation tools significantly helps them achieve their most important goals. Besides, insights from scraping can reduce the time spent on leads that don’t match, streamline sales workflow, and ultimately increase the chances of closing deals. Dux-Soup is a robust LinkedIn automation tool that takes the wrath out of prospecting and lead generation. Dripify is a cloud-based software created for sales teams, marketers, recruiters – anyone who wants to streamline and automate their LinkedIn prospecting efforts. And we’re not just talking basic stuff like names and job titles – it captures location and company details down to years of experience and connection counts.

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.

These templates are pre-configured to extract specific data types from LinkedIn like profiles, connections, company details, job listings, and more. It offers award-winning proxy networks, powerful web scrapers, and ready-to-use datasets for download. Bright Data’s products include datasets, scraping solutions, and proxy networks. “Helpful tool for lead generation, recruiting, LinkedIn Scraper and automating the process”MeetAlfred is an easy-to-use tool to help find leads or potential employees on Linkedin. You can search by term or paste a search url from Linkedin to help find people and then set up sequences for reaching out and following up. Octopus CRM is a LinkedIn automation tool designed to streamline prospecting efforts and grow businesses.

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. The smart thing to do is to opt for a tool that automates the process. You don’t want to be stuck manually pulling or attempting to pull data from LinkedIn. It stands out (yes out of all these tools) for its versatility, depth of data, and developer-friendly features.

If you are in human resources or market research for a firm, this category of LinkedIn scrapers might appeal to you. You have to file an application for access with details on how you’re going to use the data. LinkedIn carefully reviews API access applications to ensure they align with their guidelines and terms of service. The approval process can take several weeks, and there is no guarantee you will be approved. It is a trend for some data solution providers, even though I personally feel it’s more of a bother.

Note that the pricing isn’t specific to LinkedIn, you can use this tool to scrape any website without being blocked. For example, if you want to scrape all marketing directors at non profits in NYC to invite them to a particular event, then pay as you go is suited for that. The price per credit varies from $0.0216 to $0.1 depending on your volume commitment. You can also use no code tools like n8n.io and pipedream.com to use this API. 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.

Afterwards you could conduct outreach campaigns or export the scraped profiles which includes data points like name, phone number, and email. LinkedIn_Scraper is designed to automate the extraction of data from LinkedIn user and company profiles. 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.