Summary

• LinkedIn scraping violates its terms of service and can get your account banned; to minimize risk, use tools that mimic human behavior and stay within safe daily limits (under 150 profile visits for standard accounts).

• The best tool depends on your goal—Evaboot is ideal for clean data from Sales Navigator, while Dux-Soup is a safer, browser-based option for beginners.

• Scraping is only the first step; effectively managing your new list of contacts is critical for converting leads into relationships.

• After exporting your leads, use a tool like Kondo to organize conversations with labels and set follow-up reminders, ensuring no opportunity gets lost in your inbox.

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

These tools have been evaluated based on their features, pricing, ease of use, and most importantly, their safety mechanisms to avoid triggering LinkedIn's anti-bot systems.

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

According to their website, they claim to be 70% cheaper than competitors for email scraping. Check their website for current 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: Managing and Engaging Your Scraped Leads

Scraping data is just step one. The real value comes from efficiently managing your new contact database and launching effective outreach.

Once you have a CSV file with thousands of leads from a tool like Evaboot or Scrupp, what's next? Manually importing that into a complex CRM or tracking it in a spreadsheet can quickly become a bottleneck.

This is where a tool like Kondo comes in. It’s a lightweight, powerful solution for managing LinkedIn communications without the bloat of traditional CRMs. Instead of drowning in a messy inbox, Kondo helps you turn your scraped leads into organized conversations. You can try it risk-free with a 14-day money-back guarantee.

With Kondo, you can:

• Organize conversations with labels to track hot leads, candidates, and clients.

• Set reminders for follow-ups so no opportunity ever gets missed.

• Speed up communication with keyboard shortcuts and message templates.

• Sync conversation data to external systems like HubSpot or Salesforce.

By combining a powerful scraping tool with Kondo's conversation management, you create a seamless workflow from lead discovery to relationship building—all while keeping your LinkedIn inbox organized and efficient.

For the email outreach itself, tools like Mystrika offer "AI writing and personalization features that make crafting emails so much easier," according to user feedback.

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. Your account can be suspended temporarily or permanently.

• 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. Mimic Human Behavior: Don't scrape 2,500 profiles in an hour. Stay within the recommended daily limits of both the tool and LinkedIn. For a standard account, this is often under 150 profile visits per day.

3. Consider a Secondary Account: For large-scale scraping or testing aggressive settings, use a dedicated secondary LinkedIn account to protect your main profile.

4. Respect "Do Not Contact": If you enrich data and find someone on a do-not-contact list, respect it.

5. Train Your Team: Ensure everyone on your team understands the legal obligations and best practices.

Turn Knowledge Into Action: Selecting Your LinkedIn Scraping Solution

The right LinkedIn scraping Chrome Extension depends on your specific needs, budget, and risk tolerance. Based on our review:

• For cost-effective Sales Navigator extraction, Evaboot offers an excellent balance of features and safety.

• For beginners prioritizing safety, Dux-Soup's browser-based, human-like automation is a great starting point.

• For all-in-one multi-channel prospecting, Waalaxy or La Growth Machine provide powerful automation.

• For managing scraped leads effectively, Kondo is the perfect next step to turn your raw data into valuable relationships. You can try it risk-free with a 14-day money-back guarantee.

Remember that while these tools are powerful, 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.

Take the time to test several tools with small batches before committing to a large-scale scraping campaign, and always prioritize the quality of your leads over quantity.

Frequently Asked Questions

What is the safest way to scrape LinkedIn?

The safest way is by using tools that mimic human user behavior with randomized delays and by processing data in small batches. Always stay within the recommended daily limits (100-150 visits for standard accounts) to minimize the risk of your account being flagged.

Can my LinkedIn account get banned for scraping?

Yes, your account can be restricted or permanently suspended. It's a direct violation of LinkedIn's User Agreement. To reduce risk, use reputable tools, avoid scraping excessive data quickly, and consider using a secondary account for large-scale activities.

Do I need Sales Navigator to use these scraping tools?

While not all tools require it, Sales Navigator is highly recommended. Tools like Evaboot are built for it, and it offers better search filters and higher commercial use limits, preventing you from getting rate limited on a standard account.

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

For a standard account, stay under 100-150 profile visits/extractions. With a Sales Navigator account, tools like Evaboot allow up to 2,500 lead extractions, while Scrupp recommends up to 10,000. Always follow the tool's specific guidelines.

How do these tools find professional email addresses?

They typically partner with third-party data enrichment services (like Dropcontact). These services cross-reference a person's name, company, and title with large databases of corporate email patterns and verified addresses to provide a valid professional email.

Which LinkedIn scraping tool is best for beginners?

Dux-Soup is an excellent starting point for beginners. It's a simple, browser-based tool that is easy to set up and focuses on mimicking human user behavior to keep your account safe. Its free plan for basic profile visiting is a great way to learn.