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. 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.
Sales Navigator lead lists
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. 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.
The Best 10 LinkedIn Scraping Tools of 2025
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. ZenRows is designed to tackle LinkedIn’s biggest challenges, including CAPTCHAs, IP blocks, and rate limits.
Leverage LinkedIn Data for Your Business
“Extremely useful tool for economic research”I use Bright Data to collect data on employment in Israeli high-tech. The database covers a large portion of the employees in the industry, is frequently updated, and is straightforward to access. “Excellent service for optimizing LinkedIn outreach.”I like that it’s easy to use and allows me to run multiple campaigns. 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.
Is it necessary to have technical skills to use a LinkedIn scraper API?
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.
Is Scraping Illegal on LinkedIn?
The filters are awesome and have a variety of fields where you can tune your search results. Waalaxy is a freely downloadable LinkedIn scraper that works through Google Chrome extension. The free version allows you to send 80 invitations per week, but that means 80 messages, 80 visits, 80 follows and 80 message requests.
Data depth and freshness
This can help you build stronger connections and improve response rates. You can then use the collected information to inform your LinkedIn marketing strategies and stay ahead of the competition. What’s more, you can use a LinkedIn post scraper to analyze the types of content your competitors are sharing and the engagement levels they are receiving.
Linkedin Sales Navigator Scraper
- Go with open source LinkedIn scrapers if you have a coding background.
- It’s also really helpful that we can update certain fields to allow us to know who is working on what account and contacts and what stage they are in.
- Its endpoints enable users to search for companies based on specific criteria and perform additional data enrichment tasks.
- Weigh your needs and make an informed decision, because no one wants to change their providers midway.
- Snov.io is a comprehensive sales engagement and automation platform that provides powerful tools for prospecting and business growth.
- 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.
Hence, this API stays compliant with data protection laws including GDPR and CCPA. Install PhantomBuster’s browser extension and connect to your LinkedIn. The safest and most efficient way to connect your account to this extension is by using a session cookie.
Optimize your recruitment processes:
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. 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.
What to Consider When Scraping LinkedIn
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.
Linkedin Profile Scraper
Save your leads in Snov.io sales CRM and segment them for your outreach campaigns by creating the needed lists. When adding new prospects’ profiles, you can choose the list of where to save them. LinkedIn scraping helps automate lead generation and improve prospect targeting. Sales teams can use the data to identify prospects who better match their ideal customer profile and are worth pursuing. In addition, scraped data can help businesses keep up with their competitors, identify weaknesses, and refine strategies.
Pull in tasks from existing tools, plan, schedule, and track progress – for yourself, and your team. As the campaign runs, Dux-Soup removes prospects who respond from the outreach sequence, adding them to your lead pipeline for personal follow-up instead. Each user gets a unique IP address too, ensuring your automated actions stay under LinkedIn’s radar. Plus, with a range of APIs and integrations, piping your fresh LinkedIn data into apps, BI tools, and workflows is a breeze. Their state-of-the-art tech uses machine learning to automate scraping in a human-like way, navigating even the most dynamic, JavaScript-heavy sites without raising red flags. Their API lets you enrich profiles with additional data points like personal email addresses, phone numbers, and estimated salary ranges.
Get the LinkedIn Data You Want With ScraperAPI
They are aware that all recruiters and sales need to scrape their data. “Outbound Data without all the inputs”It’s incredibly helpful to be able to prospect directly from LinkedIn since most of my clients are fairly active on there. This way I don’t have to work through a separate data enrichment LinkedIn Scraper tool’s UI – I can work directly from LinkedIn. It’s also really helpful that we can update certain fields to allow us to know who is working on what account and contacts and what stage they are in. If you aim to scrape LinkedIn to add the data to your CRM, Surfe will be a handy tool.
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.
Expand Your Network with LinkedIn Data
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.
Once the data is extracted, it is usually stored in a database or spreadsheet format, making it easy for users to sort and analyze the information. It’s designed to collect public data like profiles, company info, job listings, and posts without you needing to worry about technical stuff like proxies or CAPTCHAs. Among its features is a LinkedIn scraper to find and extract data from relevant prospects and candidates in minutes. This can retrieve company employees, group members, event attendees, people who liked a LinkedIn post, and more. HeyReach is automation software to support agencies and marketing teams in scaling their LinkedIn outreach.
Key Features of PhantomBuster
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.
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. Expandi is a LinkedIn automation tool designed to help users enhance their outreach efforts.
Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. 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.
“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. 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.
LinkedIn can catch you if you’re scraping too much, like checking too many profiles real quick. It’s a really cheap Chrome Extension tool and it’s used by over 40,000 users worldwide. LeadIQ is a prospecting platform for SaaS sales teams to book more meetings through better prospecting. Wiza is used by over 30,000+ businesses to create prospect lists from LinkedIn. Findymail turns Sales Navigator searches into an email list in one click.
Use a spreadsheet to record the data manually by taking notes and filling in the desired information in its relevant field. To avoid any confusion, make sure to keep your data organized by labeling it properly. Customize the company URLs and date ranges to retrieve posts from specific company pages. Discover all posts authored or interacted with by a specific LinkedIn 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.
- This may help a lot, especially when it comes to recruiting for hard-fill positions.
- Brightdata’s LinkedIn scraper is a part of its Web Scraping IDE, with pricing plans as listed below.
- 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.
- Captain Data is a code-free platform that helps extract, compile, and integrate data from various sources easily.
- Here’s a little chart to show how quickly you can gather profile data compared to manual copy-pasting.
- With LinkedIn Scraping tools you can efficiently collect and organize valuable information and seamlessly export your lead lists into your CRM or marketing platforms.
- If you wonder how to harness the most relevant information through scraping LinkedIn, we have got you covered.
LinkedIn scrapers can be integrated with other tools to create an automated outreach process. One thing to remember is that LinkedIn scraping is against LinkedIn’s terms of service. This means that if you use a scraper to extract data, you risk having your LinkedIn account banned or suspended.
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. 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.
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. With Snov.io, you can create automated cold email sequences and add LinkedIn actions to your campaigns. You can export the information as a CSV file or directly integrate it into your CRM.
However, no scraper guarantees 100% undetectability, and LinkedIn actively works to detect and block scraping. The point-and-click interface is easy to figure out even if you don’t have any instructions or tutorials. Just copy the URL you want to scrape from, and then use the browser interface inside the platform to point and click.
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.
Apify is another cool online platform that makes it super easy for developers to create and run scraping tools. One of the best things about it is that it offers 40 ready-made tools, called Actors, for scraping data from LinkedIn. Meet Alfred is a LinkedIn automation platform that also offers a LinkedIn scraper to extract data from user profiles and company pages. For instance, sales professionals can benefit from LinkedIn data by identifying key decision-makers within their target companies.