You need qualified leads from LinkedIn, but manual data collection is slow and tedious.
Worse, running cheap, unreliable tools puts your entire account at risk of being restricted.
You are constantly worried that your main lead source will vanish. That fear is real.
Fragile scraping tools break easily, forcing you to waste time on cleanup and risking a painful account ban.
Why risk your whole lead generation strategy for a bad tool?
This article reveals the 7 best LinkedIn scraper tools for 2025. We tested them for safety, data quality, and powerful AI features.
By reading this, you will find the reliable tool that keeps your account protected while delivering the clean, high-volume data you need.
Ready to switch on your lead engine?
What is the Best LinkedIn Scraper?
It’s tough to pick the right scraping tool.
You need something powerful that handles complex anti-bot protection.
You also need a tool that delivers clean, structured data every time.
Stop wasting time testing different options.
We’ve ranked the top 7 platforms to help you choose the best fit for your large-scale, professional data needs.
1. Apify (⭐️4.6)
Apify is a full-stack platform for building and running web scrapers.
It offers thousands of pre-built “Actors” to handle scraping tasks and can turn any website into a live, ready-to-use API.
Nasze podejście
Want to see the power of Apify for yourself? Our platform has been utilized to scrape over 2.5 million web pages and process more than 500 TB of data in a single month. Ready to get started?
Kluczowe korzyści
- Massive Marketplace: The Apify Store has over 5,000 ready-to-use scrapers and automation tools called Actors.
- Ultimate Scalability: Built for enterprise-level tasks, it can handle large-scale crawls of millions of pages.
- Developer-Friendly: Provides an open-source SDK and supports custom code in Python and JavaScript.
- Advanced Scheduling: Automate your scraping tasks to run at specific times or intervals without any manual work.
Wycena
All the plans will be billed annually.
- Free: $0/month + Pay As You Go.
- Starter: $35/month + Pay As You Go.
- Scale: $179/month + Pay As You Go.
- Business: $899/month + Pay As You Go.
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2. ScrapingBee (⭐️4.4)
ScrapingBee is a web scraping API that handles the hard parts for you.
It handles proxy rotation, headless browsing, and dealing with blockers so you can focus on getting the data you need.
Nasze podejście
Get the data you need from over 98% of web pages. ScrapingBee’s powerful web scraping API offers JavaScript rendering, Google Search API, and the ability to extract structured data with up to 99.5% accuracy on dynamic sites.
Kluczowe korzyści
- Handles Everything for You: It manages proxy rotation and JavaScript rendering automatically.
- Simple API: You get clean data back with a single, straightforward API call.
- 99.9% Uptime: The platform is known for its high reliability and consistent performance.
- Extensive Documentation: Provides clear and comprehensive documentation with code examples for multiple languages, making it easy to get started.
Wycena
All the plans will be billed annually.
- Freelance: $49/month.
- Startup: $99/month.
- Business: $249/month.
- Business+: $599/month.
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3. Browse AI (⭐️4.2)
This is a no-code tool that lets you turn any website into a data source.
You can use it to monitor websites for changes and extract specific information with just a click.
Nasze podejście
Ready to save time and get the data you need? Browse AI can handle millions of websites. See how easy web scraping can be.
Kluczowe korzyści
- No Code Required: Its point-and-click interface lets anyone build a data scraper in minutes.
- AI-Powered Adaptability: The tool automatically adjusts to changes in a website’s layout, ensuring your data is always consistent.
- 7,000+ Integrations: Easily connect your scraped data to apps like Google Sheets, Airtable, and Zapier.
- Pre-built Robots: Access a library of pre-built robots for common tasks on popular websites, saving you even more time.
Wycena
All the plans will be billed annually.
- Free: $0.
- Personal: $19/month .
- Professional: $69/month.
- Premium: Starting at $500/month.
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4. ScrapeGraphAI (⭐️3.8)
This tool uses AI to understand web pages and scrape data from a simple text command.
It’s a great choice if you want to get data without any coding.
It’s fast and smart.
Nasze podejście
Leading professionals (350+) trust ScrapeGraphAI for its robust AI-driven web scraping capabilities. Secure a 20% efficiency upgrade for the next 48 hours.
Kluczowe korzyści
- Natural Language Scraping: You can tell it what to extract using simple, human-like prompts.
- Open-Source Library: Developers can use its powerful open-source library for maximum control.
- Markdownify Feature: It can convert entire web pages into clean, readable Markdown documents.
- Agentic Scraper: The AI can autonomously navigate and interact with websites to complete complex, multi-step tasks.
Wycena
All the plans will be billed annually.
- Free: $0/month.
- Starter: $17/month.
- Growth: $85/month.
- Pro: $425/month.
- Enterprise: Custom Pricing.
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5. Scrape Creators (⭐️3.6)
This is a powerful API-first tool.
It is designed to get real-time, structured data from complex websites.
It handles the anti-bot measures and rotating proxies for you.
You do not need to worry about coding a separate scraper for every site change.
You send an API request, and it sends back clean data.
It is a flexible, pay-as-you-go option for developers and technical users.
Nasze podejście
Stop struggling to collect social media data. With Scrape Creators, get real-time data from platforms like Twitch and Pinterest. Join hundreds of users who have scraped over 6 million requests and gain the insights you need.
Kluczowe korzyści
- Specialized APIs: Offers pre-built solutions specifically for social media platforms.
- No API Keys Needed: You can bypass the need for official API keys from sites like Twitch.
- Pay-as-you-go: You only pay for what you use, and your credits never expire.
- Rich JSON Data: The APIs provide clean, structured JSON data, saving you from having to do any extra parsing.
Wycena
- Free Trial: $0, 100 credits free.
- Solo Dev: $10 – Pay As You Go, 5k credits.
- Freelance: $47 – Pay As You Go, 25k credits.
- Business: $497 – Pay As You Go, 500k credits.
- Enterprise: $Custom Pricing, 1M+ credits.
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6. ThorData (⭐️3.2)
This tool is a large, all-in-one platform for web data.
It is much more than just a LinkedIn scraper.
ThorData offers a massive network of over 60 million residential proxies.
This is key for staying undetected. They provide specialized APIs and even a no-code scraper builder.
Developers and businesses use it to automate large-scale data collection.
They handle all the infrastructure so you just get the clean data.
Nasze podejście
Experience unmatched security with ThorData. It’s data verification process ensures a 99.7% success rate. With 24/7 live support and an average respond time of under 3 minutes, you can trust it’s connection quality. Get over 60 million IP addresses and secure your data.
Kluczowe korzyści
- Massive IP Pool: Offers over 60 million ethically sourced residential IPs.
- High Anonymity: Ensures your scraping activity remains undetected with its high-quality proxies.
- Pay-as-you-go: The billing is transparent; you only pay for the traffic you use, not for failed requests.
- Built-in Scraper: Includes a no-code web scraper and a universal API, so you don’t need a separate tool for simple projects.
Wycena
- Free Trial: $0/month, 30 days trial.
- Basic: $13/month.
- Standard: $60/month.
- Premium: $110/month.
- Enterprise: $200/month.
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7. Zyte (⭐️3.0)
Zyte is an all-in-one scraping suite.
It features the Smart Proxy Manager, which uses AI to automatically handle bans, CAPTCHA, and proxy rotation.
This lets you focus on the data, not the technical management.
It is a robust solution suitable for companies with high data demands.
Nasze podejście
Get the most reliable web data with Zyte API. Achieve 99.99% data accuracy for your projects with this high-quality web scraping API and streamline your data extraction process today.
Kluczowe korzyści
- Automatic Unblocking: Stop juggling proxies; Zyte API is a powerful automated tool for handling bans.
- Seamless Scrapy Integration: If you’re a developer who uses the Scrapy framework, Zyte fits right in.
- AI-Powered Data Extraction: The tool can automatically identify and parse data, reducing the need for manual parsing rules.
- Integrated Headless Browser: No need for third-party headless browsers, as Zyte provides one that’s optimized for web scraping at scale.
Wycena
- Zyte offers two types of pricing plans based on the Websites Tier and the number of requests you make.
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What to Look For When Buying a LinkedIn Scraper?
Picking an enterprise-level data tool is serious business.
You are buying an infrastructure, not just a simple extension.
Your choice must ensure safety, speed, and clean data for your AI-powered outreach or market analysis.
Here is what separates the best tools from the rest:
- Anti-Detection & IP Rotation: The tool must have a massive network of rotating Residential Proxies. This is critical. Using a fresh, real-user IP address for every request makes your activity look human. This is the IT Autopilot for anti-ban measures.
- Human Behavior Mimicry: Look for features that go beyond slow timing. The tool should mimic real mouse movements, random scrolling speeds, and complex navigation. Predictable patterns get blocked; human-like behavior is safe.
- Dynamic Content Handling: LinkedIn pages use a lot of JavaScript. A good scraper must successfully render this dynamic content. If it can’t, you will miss out on key data fields like full job history or skills.
- Structured Data Output: The data cannot be in the form of messy text. The best tools automatically parse the raw HTML and output clean, structured JSON or CSV files. This makes the data ready for your CRM or AI Copilot tools instantly.
- Scalability & API Access: You need to reliably run hundreds of thousands of requests. API-first solutions (like our top picks) are built to scale. They let you integrate the data collection directly into your internal systems.
- Data Completeness & Freshness: The tool should guarantee that the data points you ask for (job title, location, company size) are consistently captured and that the data being served is real-time, not from a stale cache.
How Can LinkedIn Scraping Tools Benefit You?
Professional LinkedIn scraping tools let you scrape LinkedIn data like job titles and LinkedIn profile URLs at scale for market research.
These LinkedIn profile scraper tools give sales and marketing teams accurate data and valuable insights from public data.
Export the fresh data into a CSV file for seamless integration with your crm systems.
This is the safe, automated way to leverage this professional social network.
Przewodnik kupującego
When researching the best LinkedIn automation tool, we evaluated these critical factors.
Our methodology focused on safety, functionality, and enterprise-readiness for professional users:
- Safety & Compliance: We checked if the tool operates safely, mimicking a logged-in LinkedIn account without raising flags. A major factor was adherence to data protection laws when gathering publicly available data.
- Targeting Capabilities: We evaluated the ability of the tool to run a focused LinkedIn search and handle complex LinkedIn search results. This included looking at filters for LinkedIn Sales Navigator, LinkedIn group members, and company pages.
- Data Quality & Enrichment: We assessed how the tool aggregates data and delivers high quality data on profile data and employee profiles. Key insights included the ability to find a verified email address and collect firmographic data.
- Advanced Features & Integration: We prioritized tools that offer advanced features such as multi-channel prospecting, job scraping for job listings and job postings, and seamless direct integration with other tools and cloud storage (such as Google Sheets). We also looked for api key access and support for no-code scraper options.
- Scalability & Enterprise Use: We considered platforms built for scale, such as Bright Data, that allow you to collect data from multiple profiles and scrape profiles using api access. This determines whether the tool is suitable for software engineers or large sales tools teams.
- Value Assessment (Pricing & Support): We aagainstd thefullrsus thee set of all the features of availability of a free plan and robust customer support.
- Feature Completeness: We ensured the scraper could access all the available data needed for trend analysis and provide complete contact data for personalized outreach. We confirmed the ability to scrape profiles and companies, otherwise known as company scraping.
Często zadawane pytania
What kind of data can I get from a LinkedIn scraper?
You can access almost all publicly visible data. This includes job titles, company website details, and aggregated industry trends. All the data is ideal for generating leads and market research.
Is scraping LinkedIn data against the rules?
Yes, automation features that extract all the data violate LinkedIn’s Terms of Service. However, courts have permitted scraping publicly available data. Use a reputable tool like Bright Data to follow best practices and respect data protection laws.
How do I use scraped data for outreach?
You use the scraped contact data and details (like job title) to craft highly personalized messages. You can then integrate this clean data into your CRM to run targeted, multi-channel prospecting campaigns through email and LinkedIn.
Can scraping tools find email addresses?
Yes. Many advanced automation tool options integrate with third-party services like People Data Labs to find and verify email addresses. These tools enrich all the data collected from the profile pages.
Why do I need automation features for market research?
Automation features let you collect all the data needed for trend analysis and market research much faster than manual methods. This lets you monitor competitors and track industry trends in real-time, providing immediate, valuable insights.
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