Most lead databases cost $3,000-$20,000 monthly and give you stale contacts from 2019. The right LinkedIn scraper pulls fresh data from 800+ million active users for a fraction of that cost.
Problem is, most LinkedIn scrapers are useless. The ones that actually work extract 2,500+ leads daily while you focus on closing deals. They pull verified email addresses, not just LinkedIn URLs. They start under $50/month, so you can skip the enterprise sales demos.
We tested 32 LinkedIn data extraction tools over six months. Most were slow, buggy, or got banned. The 10 tools on this list work, respect LinkedIn's rate limits, and don't overpromise and underdeliver like the rest.
Quick Comparison
Compare the top 10 LinkedIn scrapers at a glance
| Rank | Tool | Price/mo | Account Risk | Ease of Use | Rating |
|---|---|---|---|---|---|
| #1 | LinkFinder AI | $29 | Zero | ⭐⭐⭐⭐⭐ | |
| #2 | PhantomBuster | $59 | High | ⭐⭐⭐ | |
| #3 | Apify | $49 | Medium | ⭐⭐ | |
| #4 | Scrapin.io | $49 | Medium | ⭐⭐ | |
| #5 | Captain Data | $199 | Medium | ⭐⭐⭐ | |
| #6 | Octopus CRM | $10 | High | ⭐⭐⭐ | |
| #7 | Bright Data | $500 | Low | ⭐⭐ | |
| #8 | Dux-Soup | $11 | High | ⭐⭐⭐ | |
| #9 | Sales Navigator | $80 | Zero | ⭐⭐⭐⭐ | |
| #10 | Kaspr | $49 | Low | ⭐⭐⭐ |
LinkFinder AI
The Safest LinkedIn Scraper - Zero Ban Risk
If you're deciding between us and other LinkedIn scrapers, we'll cut to the chase…
"With LinkFinder AI, I don't worry about my LinkedIn account getting banned anymore." Ahem 👀
This is not self-praise. These are the words of customers who made the switch from PhantomBuster, Apify, and other LinkedIn scraping tools. LinkFinder AI stands out as the safest option in the market because it uses its own private network instead of your LinkedIn account. This means you can extract LinkedIn data without risking account restrictions or bans.
Unlike traditional scrapers that operate through your personal LinkedIn profile, LinkFinder AI provides enterprise-grade data extraction with consumer-friendly pricing. You don't even need a LinkedIn account to use our service, making it the perfect solution for businesses that need reliable, consistent data extraction without the constant fear of account suspension.
Key Features
- Zero ban risk - we use our own private network, not your LinkedIn account
- Unlimited scraping - no 2-hour daily limits like PhantomBuster
- Superior email finding - higher accuracy and better data quality
- Ready to use - no programming or setup required
- Bulk processing - upload CSV files and process thousands of records
- API access - integrate with your existing tools and workflows
Starting at $29/month – includes 10,000 records with simple, transparent pricing and no hidden fees.
✓ Pros
- Completely safe - no LinkedIn account needed
- No daily scraping limits or time restrictions
- Best-in-class email finding accuracy
- Simple, predictable pricing structure
- No technical skills required
- Bulk CSV processing for large datasets
✗ Cons
- Focused on LinkedIn (not a general-purpose scraper)
- Higher starting price than some basic alternatives
Ready to try the safest LinkedIn scraper?
Start Free TrialPhantomBuster
Popular Automation Platform with Limitations
PhantomBuster is a well-known LinkedIn automation tool that offers various "Phantoms" (pre-built scrapers) for LinkedIn and other platforms. While popular, it requires your LinkedIn account credentials and has strict daily usage limits that can significantly restrict your data extraction capabilities.
The platform provides over 100 pre-built automations called "Phantoms" and "Workflows" that simplify data extraction across multiple platforms including LinkedIn, Sales Navigator, Instagram, and Facebook. However, the tool operates through your account, which means you're always at risk of LinkedIn detecting and restricting your activities.
Key Features
- Pre-built automation scripts (Phantoms) for various LinkedIn tasks
- LinkedIn profile and company scraping capabilities
- Sales Navigator integration for advanced prospecting
- Multiple platform support beyond just LinkedIn
- Cloud-based operation reducing detection risk
- CRM integration with HubSpot, Salesforce, and Pipedrive
Starting at $59/month – includes 2-hour daily execution limit and requires LinkedIn account credentials.
✓ Pros
- Multiple platforms beyond LinkedIn
- Large library of pre-built automations
- Active community and comprehensive documentation
- Versatility across different social platforms
✗ Cons
- High account ban risk due to account-based operation
- Strict 2-hour daily scraping limit
- Requires LinkedIn account credentials (security concern)
- Complex pricing with execution time limits
- Learning curve for new users
Apify
Developer-Focused Scraping Platform
Apify is a comprehensive web scraping and automation platform that requires technical knowledge to use effectively. It offers "Actors" (scraping scripts) for LinkedIn and other sites, but users need to understand how to configure and run them properly to get the best results.
The platform provides a powerful infrastructure for web scraping and automation, with a large marketplace of pre-built actors and the ability to create custom solutions. However, its complexity makes it better suited for developers and technical teams rather than business users looking for a simple LinkedIn scraping solution.
Key Features
- Large marketplace of scraping actors for various platforms
- Powerful API and extensive integrations
- Cloud-based infrastructure for reliable scraping
- Custom actor development for specialized needs
- Scheduled runs and data retention options
- Webhooks and data export to various formats
Starting at $49/month – complex compute unit pricing with technical setup required.
✓ Pros
- Powerful and flexible platform for developers
- Good for technical teams with programming skills
- Extensive integration options and API access
- Large actor marketplace for various use cases
✗ Cons
- Requires programming knowledge to use effectively
- Complex pricing structure with compute units
- Steep learning curve for non-developers
- Not user-friendly for business users
- Time-consuming setup and configuration
Scrapin.io
LinkedIn-Focused API Service
Scrapin.io provides a LinkedIn data extraction API focused on company and profile information. It's designed for developers who want to integrate LinkedIn data into their applications without building scrapers from scratch.
The service offers a RESTful API that allows developers to extract profile data, company information, and search results from LinkedIn programmatically. While it's a solid choice for technical teams, it lacks the user-friendly interface that non-technical users typically need.
Key Features
- RESTful API for LinkedIn data extraction
- Profile and company scraping capabilities
- Search result extraction from LinkedIn
- Real-time data access and updates
- JSON response format for easy integration
Starting at $49/month – API-only access requiring development skills, no user interface provided.
✓ Pros
- Good API documentation for developers
- Reliable uptime and performance
- LinkedIn-specific focus and optimization
- Straightforward API endpoints
✗ Cons
- API-only (no user interface for non-developers)
- Requires coding skills to implement
- Limited features compared to full-featured competitors
- Not suitable for non-technical users
Captain Data
All-in-One Data Automation Platform
Captain Data is a data automation platform that offers LinkedIn scraping alongside other integrations. It provides workflow automation features but can be overwhelming for users who just need simple LinkedIn data extraction.
The platform excels at creating complex workflows that combine multiple data sources and automation steps. However, this sophistication comes at a cost – both in terms of pricing and complexity, making it potentially overkill for businesses that simply need to extract LinkedIn profiles and contact information.
Key Features
- Workflow automation with multiple steps
- Multiple data source integrations
- LinkedIn profile enrichment capabilities
- Email finding and verification
- Advanced filtering and data processing
- Account rotation to bypass limits
Starting at $199/month – high entry price with complex workflow builder, enterprise-focused.
✓ Pros
- Comprehensive automation features
- Good for complex workflows and processes
- Multiple platform integrations available
- Built-in error handling and safety limits
✗ Cons
- Very expensive starting price point
- Overly complex for simple scraping needs
- Steep learning curve for beginners
- May be overkill for small businesses
Octopus CRM
LinkedIn Automation Chrome Extension
Octopus CRM is a Chrome extension that automates LinkedIn activities including connection requests, messaging, and profile visiting. While it includes some scraping features, it's primarily focused on outreach automation rather than comprehensive data extraction.
The tool operates directly through your LinkedIn account via a browser extension, which means your computer needs to be running and LinkedIn needs to be open for the automation to work. This approach carries inherent risks of detection and account restrictions from LinkedIn.
Key Features
- Chrome extension-based automation
- Connection request automation
- Automated message sequences
- Basic profile export capabilities
- Profile visiting and endorsement
Starting at $9.99/month – limited scraping features with high ban risk and browser dependency.
✓ Pros
- Low starting price point
- Easy to install as Chrome extension
- Good for basic outreach automation
✗ Cons
- Very high risk of LinkedIn account ban
- Limited data extraction features
- Requires constant browser operation
- Not suitable for large-scale scraping
- Computer must remain on during operation
Bright Data
Enterprise Web Data Platform
Bright Data (formerly Luminati) is an enterprise-grade web scraping and proxy network provider. While powerful, it's designed for large companies with significant budgets and technical teams, making it overkill for most LinkedIn scraping needs.
The platform leverages a massive proxy network with over 72 million IPs for seamless data extraction. However, the complexity and cost make it more suitable for enterprises with dedicated technical teams rather than small to medium-sized businesses looking for straightforward LinkedIn scraping solutions.
Key Features
- Massive proxy network with 72M+ IPs
- Data collector tools and scraping APIs
- SERP APIs and web unlocker
- Enterprise-grade infrastructure with 99.99% uptime
- Advanced geo-targeting capabilities
- GDPR and CCPA compliant
Starting at $500/month – enterprise pricing requiring technical team and complex setup.
✓ Pros
- Extremely reliable infrastructure
- Best-in-class proxy network
- Enterprise support and SLAs
- Scales to any volume needed
✗ Cons
- Extremely expensive for most businesses
- Overkill for small and medium businesses
- Requires dedicated technical team
- Complex setup and configuration process
- Steep learning curve
Dux-Soup
LinkedIn Lead Generation Chrome Extension
Dux-Soup is a Chrome extension for LinkedIn automation and lead generation. Like similar browser extensions, it operates directly through your LinkedIn account, which carries inherent risks of account restrictions or bans.
As one of the longest-running LinkedIn automation tools in the market since 2015, Dux-Soup has amassed over 279,000 users. The tool combines data extraction with outreach capabilities, allowing users to create multi-step drip campaigns. However, its browser-based approach and manual configuration requirements make it less suitable for large-scale operations.
Key Features
- Profile visiting automation
- Connection request campaigns
- Automated messaging sequences
- CRM integrations with major platforms
- Profile tagging and data scraping
- Multi-step drip campaigns
Starting at $11.25/month – basic plan with account ban risk and browser-dependent operation.
✓ Pros
- Affordable pricing for small teams
- CRM integrations available
- Easy setup process
- Long track record in the market
✗ Cons
- High account ban risk
- Limited data extraction capabilities
- Requires constant browser operation
- Basic features compared to competitors
- Non-cloud versions require active computer
LinkedIn Sales Navigator
Official LinkedIn Tool (Limited Export)
LinkedIn Sales Navigator is LinkedIn's official premium sales tool. While it offers powerful search filters and lead management features, it has very limited data export capabilities – you can only export 25 contacts at a time, making it impractical for large-scale data extraction.
As an official LinkedIn product, Sales Navigator carries zero risk of account bans or restrictions. However, its export limitations and high price point make it less suitable for businesses that need to extract and process large volumes of LinkedIn data for outreach campaigns or database building.
Key Features
- Advanced search filters for precise targeting
- Lead recommendations based on your preferences
- InMail credits for direct messaging
- CRM sync capabilities with major platforms
- Real-time insights on leads and accounts
- TeamLink for leveraging colleague connections
Starting at $79.99/month – limited to 25 contacts per export with no bulk data extraction.
✓ Pros
- Official LinkedIn tool (no ban risk)
- Excellent search capabilities and filters
- Lead recommendations and insights
- InMail messaging included
- CRM integration available
✗ Cons
- Very limited export capability (25 at a time)
- No bulk data extraction features
- Expensive for what it offers
- Not suitable for data enrichment at scale
- Manual process for large lists
Kaspr
LinkedIn Contact Information Finder
Kaspr is a Chrome extension focused on extracting contact information from LinkedIn profiles. It specializes in finding phone numbers and emails, but has limited bulk processing capabilities compared to dedicated scraping tools.
The tool provides a straightforward approach to finding contact information with up to 93% email accuracy. However, its one-profile-at-a-time approach and credit-based pricing model make it less suitable for businesses that need to process large volumes of LinkedIn profiles efficiently.
Key Features
- Email and phone number extraction
- Chrome extension interface
- GDPR-compliant data handling
- CRM integrations with major platforms
- Real-time contact information lookup
Starting at $49/month – limited credits with one-by-one extraction and no bulk processing.
✓ Pros
- Good for finding contact information
- GDPR compliance focus
- Clean, user-friendly interface
- CRM integrations available
✗ Cons
- No bulk processing capabilities
- Limited to one profile at a time
- Credit-based pricing can get expensive
- Not suitable for large-scale operations
- Manual process for each profile
Ready to Start Scraping LinkedIn Safely?
Stop worrying about account bans and daily limits. LinkFinder AI uses its own private network to extract LinkedIn data without risking your account.
Start Your Free TrialNo credit card required • Zero ban risk • 10,000 records to start