Scraping LinkedIn data can help extract valuable information like profiles and emails, but it’s important to choose the right tool for your needs. The best tools vary depending on whether you need large-scale data, Sales Navigator integration, or email verification. Always be mindful of LinkedIn’s terms, which prohibit unauthorized scraping, and comply with data protection laws like GDPR.
Key Points
- Research suggests Phantombuster, BrightData, Evaboot, Skrapp, and GetProspect are top tools for scraping LinkedIn data.
- The evidence leans toward choosing tools based on specific needs, like scale or email focus.
- There is controversy around LinkedIn scraping due to terms of service violations; ensure legal and ethical compliance.
Top Tools
Here are some leading options based on recent research:
- Phantombuster is great for automation, offering workflows for scraping and messaging .
- BrightData LinkedIn Scraper API suits large-scale needs with compliance features.
- Evaboot is ideal for Sales Navigator users, exporting leads easily .
- Skrapp focuses on finding and verifying emails .
- GetProspect offers a user-friendly Chrome extension for bulk extraction .
Legal Considerations
Be aware that while scraping isn’t illegal, it violates LinkedIn’s terms, potentially leading to account restrictions. Respect daily limits (e.g., 80 profiles/day for free accounts) and consult legal advice for compliance with regulations.
Survey Note: Comprehensive Analysis of LinkedIn Scraping Tools
LinkedIn, with over 1 billion users, is a treasure trove of professional data, making scraping tools essential for businesses and professionals aiming to extract information for lead generation, market research, and sales intelligence. This analysis, conducted at 11:00 AM IST on Tuesday, May 27, 2025, reviews the best tools for scraping LinkedIn data, drawing from multiple authoritative sources to ensure a comprehensive overview.
Background and Methodology
The process involved analyzing recent articles and tool comparisons from platforms like Evaboot, Dropcontact, and BrightData, focusing on features, pricing, and user suitability. The goal was to identify tools that balance functionality, ease of use, and compliance with legal and ethical standards, given the controversy surrounding LinkedIn scraping due to its terms of service.
Key Findings: Top Tools for LinkedIn Scraping
Based on the research, the following tools stand out for their capabilities and user feedback:
Phantombuster
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- Description: Phantombuster is a cloud-based automation platform, often cited as a reference tool for LinkedIn scraping. It supports scraping from LinkedIn, Sales Navigator, and Recruiter, offering over 50 pre-configured workflows.
- Features: Includes scraping search results, profiles, post likes/comments, groups, and company followers. It integrates with email finders like Dropcontact for enhanced functionality and delivers data in JSON format for easy integration.
- Pricing: Starts at $48 per month (20 hours of execution, 5 workflows, 500 email enrichments).
- Free Plan/Trial: Offers a free plan with 30 minutes of execution and 1 workflow, plus a 14-day trial with 2 hours of execution and 5 workflows.
- Why It’s Recommended: Its extensive automation capabilities make it suitable for both small-scale users and enterprises needing robust workflows. It’s particularly noted in Dropcontact’s top 10 list for its versatility.
BrightData LinkedIn Scraper API
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- Description: BrightData provides a powerful API-based scraper designed for large-scale data extraction from LinkedIn, ensuring compliance with data protection regulations like GDPR and CCPA.
- Features: Collects a wide range of data points, including ID, name, city, country, position, posts, current company, experience, education, and more. Supports both API-based and no-code scraping options, with delivery methods like Amazon S3, Google Cloud Storage, and Snowflake. Technical features include automatic IP rotation, CAPTCHA solving, and user agent rotation.
- Pricing: Pay-as-you-go starts at $1.5 per 1,000 records, with discounts for higher tiers (e.g., $0.79 per 1,000 records for Premium).
- Why It’s Recommended: Ideal for users needing large-scale, compliant data extraction, as highlighted in BrightData’s product page. Its infrastructure supports 99.99% uptime and access to 150M+ real user IPs.
Evaboot
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- Description: Evaboot is a cloud-based tool tailored for LinkedIn Sales Navigator, enabling users to export leads, company profiles, and profile URLs into Excel files with ease.
- Features: Finds and verifies emails, ensures clean data with no duplicates, and integrates with CRMs like HubSpot and Salesforce. It’s noted for its simplicity, exporting ready-for-outreach files in one click.
- Pricing: Starts at $29 per month (2,000 lead extractions).
- Free Plan/Trial: Free plan offers 150 credits per month; 14-day trial provides 1,000 credits.
- Why It’s Recommended: Its focus on Sales Navigator makes it a top choice for users leveraging LinkedIn’s premium features, as detailed in Evaboot’s blog.
Skrapp
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- Description: Skrapp is a cloud-based tool specializing in B2B email finding and verification, particularly from LinkedIn profiles and websites.
- Features: Offers bulk email extraction and verification, a Chrome extension for ease of use, and REST API for custom integrations. It’s praised for its speed and accuracy in email research.
- Pricing: Starts at $49 per month.
- Free Plan/Trial: Free trial available for 10 emails.
- Why It’s Recommended: Ideal for users focused on email outreach, as it delivers verified professional email addresses quickly, noted in Evaboot’s comparison.
GetProspect
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- Description: GetProspect is a lead generation tool with a Chrome extension for bulk extracting emails and profiles from LinkedIn and Sales Navigator.
- Features: Includes email verification and Google Sheets integration, making it user-friendly for both beginners and advanced users.
- Pricing: Starts at $49 per month (50 leads included).
- Free Plan/Trial: Free plan offers 50 leads.
- Why It’s Recommended: Its accessibility and integration capabilities make it suitable for small businesses, as seen in Evaboot’s list.
Additional Notable Tools
Beyond the top five, several other tools were frequently mentioned, offering diverse features for different user needs:
- Captain Data: A cloud-based tool with ready-to-use workflows for scraping LinkedIn and Sales Navigator, integrating with tools like Dropcontact. Pricing starts at €399 per month (25,000 tasks), with a 14-day trial (1,000 tasks, 3 workflows, 1 user).
- Linked Helper: A desktop-based tool for scraping and automating LinkedIn interactions, including sending connection requests and messages. Pricing starts at $15 per month, with a 14-day free trial.
- La Growth Machine: Supports multi-channel scraping (LinkedIn, email, Twitter) with customizable scenarios. Pricing starts at €67 per month, with a 14-day trial.
- Waalaxy: A Chrome extension for scraping and automating LinkedIn interactions, with email finding and CRM sync. Pricing starts at €30 per month (800 LinkedIn invitations), with a free plan for 100 invitations/month.
- Dux-Soup: Known for mimicking human behavior to avoid detection, it automates profile visits, scraping, and messaging. Pricing starts at €9.92 per month, with a free plan and trial for premium features.
Comparative Analysis
To aid in selection, here’s a table summarizing key attributes of the top tools:
| Tool Name | Type | Starting Price | Free Plan/Trial | Key Features |
|---|---|---|---|---|
| Phantombuster | Cloud-Based | $48 | Yes (30m free) | Extensive workflows, email integration |
| BrightData API | Cloud-Based | $1.5/1K records | No | Large-scale, compliant, multiple delivery options |
| Evaboot | Cloud-Based | $29/month | Yes (150 credits) | Sales Navigator focus, email verification |
| Skrapp | Cloud-Based | $49/month | Yes (10 emails) | Email finding, verification, API access |
| GetProspect | Cloud-Based | $49/month | Yes (50 leads) | Chrome extension, Google Sheets integration |
This table, derived from Evaboot’s detailed comparison, highlights the diversity in pricing and features, helping users choose based on budget and needs.
Legal and Ethical Considerations
A critical aspect of LinkedIn scraping is its legal and ethical implications. While scraping isn’t inherently illegal, it violates LinkedIn’s terms of service, potentially leading to account restrictions. Research suggests daily scraping limits, such as 80 profiles/day for free accounts, 150/day for Premium, 1,000/day for Sales Navigator, and 2,500/day with tools like Evaboot, as noted in Evaboot’s guide. Users must respect these limits and consult legal counsel to ensure compliance with data protection regulations like GDPR and CCPA, especially when handling personally identifiable information.
Use Cases and Recommendations
- For Large-Scale Data Extraction: BrightData LinkedIn Scraper API is recommended due to its scalability and compliance features.
- For Sales Navigator Users: Evaboot is ideal, offering seamless integration and export capabilities.
- For Email-Focused Campaigns: Skrapp and GetProspect are top choices, focusing on email accuracy and verification.
- For Comprehensive Automation: Phantombuster provides extensive workflows for various scraping needs.
Users should also consider integration with CRMs like HubSpot, Salesforce, and Pipedrive, as many tools support CSV/Excel exports for further use. Most tools offer free trials, allowing users to test functionality before committing, as seen in Dropcontact’s analysis.
Conclusion
The best tools for scraping LinkedIn data—Phantombuster, BrightData, Evaboot, Skrapp, and GetProspect—cater to diverse needs, from automation to email verification. However, given the controversy around LinkedIn’s terms, users must prioritize legal and ethical compliance. For detailed comparisons, refer to Evaboot’s blog and Dropcontact’s article.
