You've spent hours manually copying and pasting LinkedIn profiles into your CRM. Your wrist aches from the repetitive clicking, and your productivity has ground to a halt. Even worse, you've wasted precious credits on tools that promised the world but delivered nothing but frustration—especially when targeting niche industries where traditional corporate emails are rare.

When done right, LinkedIn scraping can double your campaign results. But finding reliable Chrome extensions that actually work—without getting your account banned—feels like searching for a needle in a digital haystack.

In this hands-on guide, I'll walk you through 8 LinkedIn scraping Chrome extensions that actually deliver results. We'll cover setup tutorials, scraping limits, and the critical compliance considerations you need to know before extracting a single lead.

Why Scrape LinkedIn? (And a Critical Word of Caution)

LinkedIn has become the gold standard for B2B prospecting, with good reason. According to Scrapfly's research, extracting LinkedIn data provides three major benefits:

• Market Research: Extract industry data from company pages to monitor trends and competitive landscapes

• Lead Generation: Identify and qualify potential leads to enhance your outreach strategies

• Job Insights: Aggregate job listings to understand in-demand skills and industry shifts

But before you install any Chrome extension, you need to understand the risks. Automated data extraction violates LinkedIn's Terms of Service. This activity could potentially violate laws like GDPR, CCPA, and even the Computer Fraud and Abuse Act.

The tools in this guide are designed to minimize risk by mimicking human behavior, but you proceed entirely at your own risk. Always consult LinkedIn's terms of service and your legal team before implementing any scraping strategy.

Hands-On Review: 8 LinkedIn Scraping Extensions That Actually Work

1. Evaboot

Best For: Sales professionals focused on extracting clean lead lists from LinkedIn Sales Navigator

Key Features:

• One-click data extraction directly from Sales Navigator search results

• Automatically cleans data (removes emojis, special characters)

• Filters out leads that don't match search criteria with "No Match Reasons"

• Finds and verifies professional email addresses with high accuracy

Pricing & Free Plan: Starts from €29/month for 2,000 lead extractions. A free plan is available offering 150 credits/month.

Setup & Use:

1. Install the Chrome extension from their website

2. Connect to your LinkedIn Sales Navigator account

3. Run a search with your target criteria

4. Click the Evaboot icon to extract your leads

5. Export the data directly to CSV or your connected CRM

Limits & Integrations: Export up to 2,500 leads per day. High data accuracy due to real-time integration with Sales Navigator. Integrates with most major CRMs including HubSpot and Salesforce.

Compliance & Safety: GDPR compliant with email validation protocols to maintain privacy standards. Uses safe batch methods to avoid account restrictions.

2. Scrupp

Best For: Users needing high-volume email extraction from both Sales Navigator and basic LinkedIn with excellent accuracy

Key Features:

• Extracts up to 2,500 leads from LinkedIn and 50,000 from Apollo.io in one operation

• Provides personal verified emails with a claimed 99% validation rate

• Exports data to CSV for easy CRM integration

• User rating of 4.7 out of 5 from 125+ reviews

Pricing & Free Plan: Claims to be 70% cheaper than competitors for email scraping. Check their website for specific pricing details.

Setup & Use:

1. Install the Chrome extension

2. Log into LinkedIn or Sales Navigator

3. Perform your search with desired filters

4. Click the Scrupp icon to begin extraction

5. Select your export preferences and destination

Limits & Integrations: Recommended limit of 10,000 leads per day for Sales Navigator. Basic LinkedIn accounts can extract up to 1,000 leads per day.

Compliance & Safety: Adheres to GDPR by sourcing data from the web, not external databases. Utilizes a "safe batch method" to mimic human behavior and avoid detection.

3. Waalaxy

Best For: Marketers looking for an all-in-one, multi-channel prospecting and automation tool

Key Features:

• Multi-channel automation for LinkedIn and email outreach

• Scrapes profiles from searches, groups, and event attendees

• Built-in email enrichment (powered by Dropcontact in the Business plan)

• Advanced campaign sequencing and follow-up automation

Pricing & Free Plan: Starts from €30/month. The free plan allows for 100 LinkedIn invitations/month. Business plan includes 800 invitations/month.

Setup & Use:

1. Install the Waalaxy Chrome extension

2. Connect to your LinkedIn account

3. Create a prospecting campaign with your target audience

4. Define your automation sequence (connection requests, messages, etc.)

5. Launch and monitor your campaign from the dashboard

Limits & Integrations: Designed with built-in safety limits to mimic human behavior. Integrates with various CRMs via webhook and Zapier connections.

Compliance & Safety: Operates within a cloud-based system that helps mask automation activities, with built-in delays and random timing to reduce detection risk.

4. Dux-Soup

Best For: Individuals and small teams looking for a simple, browser-based automation tool

Key Features:

• Acts on your behalf directly in the browser to visit profiles, send messages, and endorse skills

• Scrapes profile data from the profiles it visits

• Designed specifically to limit detection risk by mimicking human clicking and typing speeds

• Tagging system for organizing leads by campaign or status

Pricing & Free Plan: Starts from €9.92/month. A free plan is available for basic profile visiting features.

Setup & Use:

1. Install the Chrome extension

2. Navigate to LinkedIn and log in

3. Configure your visiting and data extraction settings

4. Run the tool on search results, connection lists, or group members

5. View and export scraped data from the dashboard

Limits & Integrations: Integrates with tools like Hubspot, Pipedrive, and Zapier. Daily limits are configurable to stay under LinkedIn's radar, typically recommended at 100-150 profile visits per day.

Compliance & Safety: Its core selling point is its focus on mimicking human behavior to avoid account suspension, with randomized delays between actions.

5. Phantombuster

Best For: Tech-savvy marketers who want to build complex, automated workflows for scraping and outreach

Key Features:

• Scrapes a wide range of data: profiles, post likes, comments, group members, and company followers

• Allows for chaining automations together to create sophisticated workflows

• Cloud-based execution that doesn't require keeping your browser open

• Advanced API capabilities for developers

Pricing & Free Plan: Starts from $48/month. The free plan offers 30 minutes of execution time per month and one automation workflow.

Setup & Use:

1. Create a Phantombuster account

2. Select the LinkedIn "Phantom" of your choice

3. Provide your LinkedIn session cookie for authentication

4. Configure your scraping parameters

5. Schedule and launch your automation

Limits & Integrations: Integrates with Dropcontact for email enrichment and various CRMs. Execution time and daily limits depend on the pricing plan, typically allowing for hundreds of profile scrapes per day.

Compliance & Safety: Uses cloud execution and proxy rotation to minimize risk, but users must be careful with the frequency and volume of their workflows.

6. La Growth Machine

Best For: Growth teams focused on highly personalized, multi-channel outreach campaigns

Key Features:

• Highly customizable visual workflow builder

• Enriches contact data automatically within workflows

• Manages LinkedIn, Email, and Twitter outreach from a single dashboard

• Advanced personalization and segmentation capabilities

Pricing & Free Plan: Starts at €67/month with a 14-day free trial.

Setup & Use:

1. Create an account and install the Chrome extension

2. Connect your LinkedIn account and other channels

3. Build your custom workflow using the visual editor

4. Import or scrape your target prospects

5. Launch and monitor your campaign performance

Limits & Integrations: Deeply integrates with Dropcontact for data enrichment. Designed for sequenced, personalized outreach rather than bulk scraping, which naturally keeps it safer.

Compliance & Safety: Focuses on quality over quantity, encouraging users to build targeted campaigns that are less likely to be flagged as spam.

7. TexAu

Best For: Developers and advanced users who need to create custom scraping and automation recipes

Key Features:

• "Spice" and "Recipe" builder allows for connecting different automation modules

• Scrapes data and integrates with email, Google Sheets, and other platforms

• Provides both desktop app and cloud execution options

• Over 100 pre-built automations for various platforms

Pricing & Free Plan: Starts at $29/month. A 14-day free trial is available.

Setup & Use:

1. Sign up for TexAu and install the application

2. Browse the automation library or create your custom workflow

3. Connect your LinkedIn account

4. Configure your scraping parameters and schedules

5. Run your automation and export the data

Limits & Integrations: Integrates directly with Dropcontact and other enrichment services. Limits are based on execution time per day, similar to Phantombuster.

Compliance & Safety: Offers proxy management and other advanced features for users who understand the risks and want to build their own safety protocols.

8. Closely Chrome Extension

Best For: Sales teams needing a comprehensive sales engagement platform with scraping capabilities

Key Features:

• Full LinkedIn automation, multichannel campaigns, and analytics

• Data enrichment with a claimed 95%+ match rate for B2B leads

• AI personalization features that can increase response rates

• Campaign performance tracking and optimization tools

Pricing & Free Plan: Starts at $49/month.

Setup & Use:

1. Install the Closely Chrome extension

2. Connect your LinkedIn and email accounts

3. Create a target prospect list using the search or import feature

4. Design your outreach sequence with personalized templates

5. Launch and monitor your campaign results

Limits & Integrations: Daily export limit of 1,000–5,000 credits based on the plan. Seamless CRM integration with Salesforce, Hubspot, and others.

Compliance & Safety: Positioned as an all-in-one platform with built-in throttling and safety measures to protect user accounts.

Feature Comparison Table

Beyond Scraping: Integrating with Your Outreach Strategy

Remember that scraping LinkedIn is just the first step. The real value comes from using this data effectively in your outreach strategy.

For email outreach based on your scraped leads, tools like Mystrika offer "incredible AI writing and personalization features that make crafting emails so much easier," according to user feedback. The integration of lead scraping with intelligent outreach tools creates a seamless workflow from prospect identification to conversion.

The Compliance Deep Dive: How to Scrape Safely and Ethically

While these tools work, they come with significant legal and ethical considerations:

The Core Risks Explained:

• Terms of Service Breaches: Automated access directly violates LinkedIn's policies

• Data Protection Violations: Scraping without user consent may violate GDPR/CCPA

• Intellectual Property Infringement: Profile content can be considered copyrighted

A Checklist for Safer Scraping:

1. Audit Your Tools: Choose extensions with safety mechanisms (randomized delays, batch processing)

2. Scrape Only Public Data: Avoid accessing data behind logins where possible

3. Respect Limits: Stay within recommended daily limits of both the tool and LinkedIn

4. Develop Compliant Methods: Use scraping to supplement, not replace, consent-based research

5. Train Your Team: Ensure everyone understands the legal obligations

Conclusion

The right LinkedIn scraping Chrome extension depends on your specific needs, budget, and risk tolerance. For cost-effective Sales Navigator extraction, Evaboot offers an excellent balance of features and safety. For multi-channel prospecting, Waalaxy or La Growth Machine provide powerful automation capabilities.

Remember that while these tools work effectively, compliance and ethical considerations should always be your priority. The most successful lead generation strategies balance technological efficiency with respect for privacy and platform rules.

What LinkedIn scraping tools have worked for you? Share your experiences in the comments below.

Frequently Asked Questions

What is the safest way to scrape LinkedIn?

The safest way to scrape LinkedIn is by using tools that mimic human behavior, such as implementing randomized delays and processing data in small batches. Always stay within the recommended daily limits of both the tool and LinkedIn to minimize the risk of your account being flagged or restricted.

Can my LinkedIn account get banned for scraping?

Yes, your LinkedIn account can be restricted or permanently banned for scraping, as it is a direct violation of LinkedIn's User Agreement. To reduce this risk, use reputable tools that prioritize safety, avoid scraping excessive amounts of data in a short period, and consider using a secondary LinkedIn account for any large-scale scraping activities.

Do I need Sales Navigator to use these scraping tools?

While not all tools require it, using LinkedIn Sales Navigator is highly recommended for serious lead scraping. Tools like Evaboot are built specifically for Sales Navigator, which offers more advanced search filters and higher commercial use limits, allowing you to build more precise lead lists without quickly hitting the limits of a standard LinkedIn account.

How many profiles can I safely scrape from LinkedIn per day?

The number of profiles you can safely scrape depends on the tool and your LinkedIn account type. For a standard LinkedIn account, it's wise to stay under 100-150 profile visits or extractions per day. With a Sales Navigator account, tools like Evaboot allow up to 2,500 lead extractions daily, while others have even higher limits. Always follow the tool's specific recommendations.

How do these tools find professional email addresses?

LinkedIn scraping tools typically find email addresses through a combination of methods. They often partner with third-party data enrichment services (like Dropcontact, mentioned in the article) that cross-reference a person's name, company, and job title with vast databases of publicly available corporate email patterns and verified addresses to provide a valid professional email.

Which LinkedIn scraping tool is best for beginners?

For beginners, Dux-Soup is an excellent starting point. It's a simple, browser-based tool that is easy to set up and focuses on mimicking human behavior to keep your account safe. Its interface is user-friendly, and it offers a free plan for basic profile visiting, allowing you to understand the fundamentals of automation before committing to a paid plan.