11 Best LinkedIn Scraping Tools 2026
Still copying LinkedIn leads into spreadsheets one profile at a time? Without automated lead data collection, you’re already falling behind.
We reviewed 11 LinkedIn scraping tools across data extraction features, automation, integrations, safety, pricing, deployment, and use cases, so you can choose with confidence.
Contents:
| Tool | Best For | Starting Price | Biggest Strength | Main Limitation |
|---|---|---|---|---|
| Dripify | Turning scraped LinkedIn data directly into automated LinkedIn and email outreach | $39/month (annual) | Scraping and multichannel outreach in one cloud platform | Needs a Sales Navigator/Recruiter subscription for advanced search filters |
| Octopus CRM | LinkedIn data scraping without enterprise prices | $6.99/month (annual) | One of the lowest-priced scraping + LinkedIn automation tools; works with free LinkedIn accounts | Chrome extension only |
| Linked Helper | Multistep LinkedIn campaigns combining data extraction and outreach actions | $16.50/month (annual) | Combines profile scraping and AI-generated outreach | Advanced exports require higher tiers |
| PhantomBuster | Flexible multi-platform scraping | ~$64/month (€56, annual) | Chains multiple “Phantoms” into multistep workflows across LinkedIn, X, Instagram, Google Maps, etc. | Complex pricing system (execution hours, credits, slots) |
| Waalaxy | Scraping-to-sequence campaigns | $16/user/month (annual) | Combines scraping, enrichment, and automation with a built-in Email Finder | Requires a Chrome extension |
| Meet Alfred | Multichannel campaigns (LinkedIn + email + X) | $29/user/month (annual) | Scraped/imported leads can immediately enter coordinated LinkedIn, email, and X sequences | Per-user pricing scales up fast for teams |
| Oxylabs | Custom scraping infrastructure at scale | from $45/month (Web Unblocker) | Enterprise-grade proxy infrastructure built to bypass anti-bot defenses | Requires a custom LinkedIn schema and more technical setup |
| Lemlist | Scraping paired with multichannel outreach | $55/month (annual, email plan) | Multichannel outreach (LinkedIn, email, calls, SMS, WhatsApp) plus a 600M+ contact database | Costs rise quickly with more seats/sending accounts; limited enrichment credits |
| CoreSignal | Bulk structured LinkedIn data scraping | $49/month (monthly billing) | Access to 4.5B+ database with no LinkedIn account or browser session required | Not a self-service scraper |
| La Growth Machine | Teams running multichannel campaigns | $60/month per identity (annual) | Automatic waterfall enrichment paired with multichannel (LinkedIn + email + X + call) sequencing | Advanced targeting needs Sales Navigator |
| Derrick | Building/enriching leads inside Google Sheets | €9/month (monthly billing) | Combines scraping, email/phone discovery, and verification cross-referenced across 15+ providers | Google Sheets only (no Excel); not a full CRM |
Pricing and feature information is current as of July 2026. Always verify the latest plans on the vendor’s website before making a purchase.
Copying 500 LinkedIn profiles by hand is a waste of a day. Getting your account flagged because you used a sketchy automation tool for lead data extraction is worse. LinkedIn detects bot-like behavior fast, so the tool you pick matters as much as the decision to automate.
But which scraping tool is right for you? LinkedIn scrapers range from Chrome extensions and cloud platforms to desktop apps and API-based data providers, each offering a different balance of speed, safety, cost, and account risk.
Luckily, much of 2026’s crop of LinkedIn scraping tools has gotten a lot smarter when it comes to staying under the radar while still pulling the data you actually need.
We compared 11 LinkedIn scraping tools for recruiters, sales teams, SDRs, marketers, agencies, and anyone who needs to move LinkedIn data from the browser into their workflow faster than copy-paste allows.
How We Selected the Best LinkedIn Scraping Tools 2026
There’s no single “best” LinkedIn scraper for every use case. A recruiter building a candidate list, an SDR building a prospect list, and a data team building a product all need different things from a scraping tool.
In this guide, “best” refers to the tools that consistently deliver strong performance for the use case they’re built around. To make this listicle useful for different audiences, we evaluated each tool using the same standardized framework:
- Data extraction depth — how much of a LinkedIn profile or company page the tool can actually pull (name, title, company, contact details, activity, and beyond).
- Automation features — cover export formats, sequencing capabilities, and workflow automation.
- Safety & compliance — shows whether the tool has built-in safety measures (smart throttling, random delays, etc.) to reduce the risk of LinkedIn account bans.
- Integration ecosystem — how the tool connects with CRMs, Google Sheets, Zapier, and other solutions.
- Breadth of use cases — the level of support for prospecting, recruiting, and market research scenarios.
- Deployment type — Cloud-based, browser extension, desktop application, or API.
- Pricing – The platform’s pricing model, plan flexibility, and overall value for money.
What Is a LinkedIn Scraper?
A LinkedIn scraper is software that automatically pulls data from LinkedIn profiles, company pages, and search results, such as names, titles, companies, locations, and (on more advanced tools) email addresses and phone numbers.
For recruiters, sales professionals, and marketers, these tools help find qualified leads or candidate pools. In every case, the appeal is the same: turn hours of manual profile-hopping into a few minutes of automated extraction.
Good to know:
LinkedIn’s Terms of Service prohibit automated scraping. Every tool in this guide takes a different approach to reducing that risk: cloud infrastructure with dedicated IPs, human-like pacing, or working strictly within LinkedIn’s own export and API limits.
*None can eliminate the risk entirely, so match the tool’s risk profile to how much you have riding on that LinkedIn account.
Good to know:Best LinkedIn Scraping Tools 2026
Dripify
Dripify is a complete sales engagement suite combining LinkedIn data scraping with multichannel outreach sequences (email + LinkedIn).
Best for:
Sales teams, SDRs, agencies, and recruiters who want scraped LinkedIn data to flow directly into automated outreach, rather than sitting in a spreadsheet.
Best for:Key Use Cases:
- Agency client prospecting across multiple LinkedIn accounts
- Building prospect or candidate lists that immediately feed into a connection-request-to-email sequence
- Multichannel outreach (LinkedIn + email)
- Account-based marketing list building with CRM sync
Data Extraction Depth:
- Bulk profile scraping from LinkedIn Search, Sales Navigator, Recruiter, Events, post engagement, and existing connections
- Individual lead imports through LinkedIn profile URLs
- CSV import for enriching or engaging externally sourced leads
- Built-in Email Finder for sourcing business email addresses beyond the data publicly visible on LinkedIn
- Built-in Email Verifier for validating discovered addresses before outreach
- Lead filtering, tagging, and status management after extraction
- Cross-campaign deduplication through Skip Found Leads, preventing the same scraped profile from being added to multiple campaigns
Automation Features:
- Fully automated LinkedIn connection requests, messages, InMail, profile visits, follows, likes, skill endorsements, etc.
- Personalized LinkedIn & email outreach sequences within one workflow
- Drag-and-drop campaign builder with 15+ actions and conditions
- Conditional branching based on connection status, replies, and email availability
- Smart delays and adjustable working hours to create more natural activity patterns
- Scraped leads can be added directly to an outreach campaign without an intermediate export
- Live campaign editing after scraped leads have entered the sequence
- Lead transfer between team members and campaigns
- Campaign, step-level, individual, and team performance analytics
Pros:
- Scraped data and outreach automation live in one platform; no exporting to a second tool is required.
- Width of lead scraping sources
- Built-in email discovery and verification enrich LinkedIn data before outreach
- Scraped leads can immediately enter personalized LinkedIn and email sequences
- CSV export remains available when the data needs to be used outside Dripify.
- CRM integrations allow extracted LinkedIn data to flow into broader sales workflows.
- Cloud-based execution means scraping and campaigns continue without the browser or computer running.
Cons:
- Maximum value comes from combining scraping with outreach rather than using Dripify solely as a data extractor.
- A Sales Navigator or Recruiter subscription is still required to access those products’ advanced searches and filters.
Safety features:
- Fully cloud-based execution
- Dedicated cloud session and isolated IP environment for each connected LinkedIn account
- Customizable daily limits for individual LinkedIn actions
- Activity Control that automatically regulates outreach volume
- Automatic Cooling-Down when unusual activity or LinkedIn warnings are detected
- Randomized delays between profile extraction and outreach actions
- Custom working hours to prevent campaigns from running continuously
- Human-like pacing across profile visits, connection requests, messages, and other actions
- Gradual activity ramp-up for newer or less-active LinkedIn accounts
- Automatic sequence pausing when a lead replies through LinkedIn or email
Integrations: Major CRMs, plus 1,000+ apps through Zapier and Make.
Deployment: Cloud-based
Pricing: Starts at $39/month (annual billing); 7-day free trial, no credit card required.
Octopus CRM
Octopus CRM is a Chrome extension for simple LinkedIn profile scraping, CSV export, lead organization, and outreach automation, positioned as one of the cheapest solutions in the category.
Best for:
Solopreneurs, freelancers, recruiters, and small sales teams that want basic LinkedIn scraping and single-channel outreach without paying enterprise-level prices.
Key Use Cases:
- Extracting LinkedIn profile and company data in bulk
- Building segmented lead lists based on LinkedIn search filters
- Running basic LinkedIn outreach alongside data collection
- Building simple LinkedIn prospecting funnels
Data Extraction Depth:
- Bulk profile extraction from regular LinkedIn searches, Sales Navigator, and existing LinkedIn connections
- Compatible with LinkedIn Free, Premium, Sales Navigator, and Recruiter Lite accounts
- Captures profile and company details such as name, job title, company, location, LinkedIn URL, and available email address
- Imports prospects from LinkedIn’s filtered search results, allowing lists to be segmented by criteria such as job title, industry, company, and location
- Built-in personal CRM for saving and organizing scraped profiles into campaigns
Automation Features:
- Automated LinkedIn connection requests, profile visits, skill endorsements
- Bulk personalized messaging to first-degree connections
- Automatic transfer of leads between connected campaigns
- Campaign-level lead organization
- Basic analytics covering invitations, messages, profile views, endorsements, and campaign performance
Safety Features:
- Built-in Activity Control for monitoring LinkedIn automation volume
- Configurable daily limits for connection requests, messages, profile visits, and endorsements
- Automatic caps on the number of actions performed each day
- Automatic stopping once configured daily limits are reached
- LinkedIn account type detection to apply appropriate activity limits
Pros:
- One of the lowest-priced LinkedIn scraping and automation tools available.
- Combines profile extraction, lead organization, CSV export, and basic outreach.
- Straightforward CSV export of scraped LinkedIn leads.
- Compatible with free LinkedIn accounts, making it accessible to small businesses and solo users.
- Built-in CRM keeps scraped prospects organized into separate campaigns.
- Built-in activity limits provide more protection than completely unrestricted browser automation.
Cons:
- Chrome extension only, with no fully cloud-based execution.
- LinkedIn filtering depth depends on the user’s LinkedIn subscription
Integrations: Zapier and HubSpot integrations for syncing LinkedIn data with Google Sheets, Asana, Zoho CRM.
Deployment: Chrome browser extension
Pricing: Plans range from $6.99/month for basic features to $24.99/month for the Unlimited tier when billed annually.
A 7-day free trial of the Unlimited plan is available with no credit card required.
Linked Helper
Linked Helper is a desktop application that allows users to automate LinkedIn outreach, lead generation, and recruiting tasks. The advanced workflow customization enables detailed outreach sequence creation with personalized messaging and conditional logic.
Best for:
Technical and power users who want granular control over automation rules.
Key Use Cases:
- Building complex, multistep LinkedIn outreach campaigns
- Exporting scraped data into a built-in CRM for tagging and follow-up
- Managing scraping and outreach across multiple LinkedIn accounts
Data Extraction Depth:
- Profile collection from LinkedIn search, Sales Navigator, LinkedIn Recruiter, LinkedIn Group members, LinkedIn Event attendees, LinkedIn posts, company pages, existing connections
- Individual LinkedIn profile URLs
- Full profile scraping through the Visit & Extract Profiles action
- Full profile-data export to CSV
Automation Features:
- Multistep LinkedIn campaigns combining data extraction and outreach actions
- Reply detection and automatic campaign pausing
- AI-generated messages based on prospect-profile data
- AI ICP detection for automatically qualifying collected prospects
Safety Features:
- Simulates human clicks and typing instead of making direct LinkedIn API calls
- Randomized delays between actions
- Configurable daily limits for invitations, messages, profile visits, scraping, and other activities
- Human-like working schedules with randomized start and finish times
Pros:
- Combines profile scraping, contact enrichment, CRM storage, and outreach automation
- Data Enrichment can be inserted directly into an automated campaign
- Full CSV export supports external analysis and data migration
Cons:
- More complex setup and a steeper learning curve than browser-extension and cloud-native alternatives.
- No fully unified LinkedIn-and-email outreach environment comparable to a native multichannel sales engagement platform.
- Advanced exports, unlimited webhooks, and unrestricted advanced actions require the Pro plan.
Integrations: Direct integrations with HubSpot, Pipedrive, Close CRM, Zoho CRM, Zoho Recruit, Salesforce, HighLevel, ActiveCampaign, Streak, Capsule.
Deployment: Desktop application for Windows, macOS, and Ubuntu.
Pricing: The Standard plan starts at $16.50/month, while Pro costs around $33/month with annual billing.
A 14-day free trial is available with no credit card required.
PhantomBuster
PhantomBuster is an automation platform built around “Phantoms” or pre-built scripts that scrape data and automate actions across LinkedIn, Sales Navigator, and other platforms like X, Instagram, and Google Maps.
Best for:
Technical teams, growth hackers, & data analysts who want flexible scraping across multiple channels.
Key Use Cases:
- Scraping LinkedIn profiles and company pages at scale
- Sending collected LinkedIn data to a CRM or Google Sheets
- Running basic LinkedIn connection and messaging automation
- Combining LinkedIn scraping with data from X, Instagram, Google Maps, and other platforms
Data Extraction Depth:
- LinkedIn Search Export for scraping standard search results
- Sales Navigator Search Export for collecting leads from advanced searches
- LinkedIn Profile Scraper for extracting individual profile data
- Sales Navigator Profile Scraper for Sales Navigator profile URLs
- LinkedIn Company Scraper for extracting company information
Automation Features:
- Library of pre-built Phantoms covering scraping, enrichment, social engagement, and data transfer
- Workflows for chaining several Phantoms into a multistep process
- Automatic transfer of one Phantom’s results into the next automation
- LinkedIn Auto Connect for automated connection requests
- Automated LinkedIn messages and follow-ups
- Automatic CRM and spreadsheet exports
Safety Features:
- Recommended daily and per-launch limits for individual LinkedIn Phantoms
- Adjustable numbers of profiles or actions processed during each launch
- LinkedIn Auto Connect is capped at 10 invitations per launch
- Safety recommendations for profile visits, messages, invitations, and activity extraction
Pros:
- Workflows can connect extraction, enrichment, qualification, and export steps
- Email discovery and LinkedIn URL-finding credits are bundled into paid plans
- Offers CSV, JSON, Google Sheets, API, webhook, and CRM output options
- Unlimited exports are included with paid plans
Cons:
- Pricing is complicated by execution hours, Phantom slots, AI credits, email credits, URL Finder credits, CAPTCHA credits, and storage limits.
- Safety limits are largely user-managed rather than controlled by an automatic account-wide activity system
Integrations: HubSpot, Salesforce, Pipedrive, Dropcontact, ChatGPT, Google Sheets, Zapier, Make, Airtable, APIs, and webhooks.
Deployment: Fully cloud-based
Pricing: Annual plans start at €56/month (≈ $64/month) for Start, €128/month (≈ $146/month) for Grow, and €352/month (≈ $402/month) for Scale.
A 14-day free trial is available with no credit card required.
Waalaxy
Waalaxy is a LinkedIn scraping and outreach platform that imports prospects, enriches them with verified contact data, and feeds them into automated LinkedIn and email sequences.
Best for:
B2B sales pros, recruiters, & solo users who want an easy way to turn scraped LinkedIn profiles into ready-to-run outreach campaigns.
Key Use Cases:
- Data extraction from LinkedIn profiles and pages
- Pre-built outreach sequence creation using the scraped lead lists
- Combining LinkedIn scraping with light email outreach on higher tiers
Data Extraction Depth:
- Bulk prospect imports from standard LinkedIn searches and Sales Navigator
- LinkedIn Group-member extraction
- LinkedIn Event-attendee extraction
- Import of people who liked or commented on LinkedIn posts
- CSV imports containing LinkedIn profile URLs
Automation Features:
- Scraped prospects can enter a campaign immediately after import
- Automated LinkedIn outreach sequences
- Automatic campaign stopping when a prospect replies
- Personalized messages using prospect-profile variables
- Automated delays between campaign steps
Safety Features:
- Daily LinkedIn activity quotas
- Randomized delays between automated LinkedIn activities
- Human-like scheduling
- Working-hour controls for defining when campaigns can run
- Gradual activity recommendations for new or less-active LinkedIn accounts
- Duplicate prevention helps avoid repeatedly contacting the same prospect
Pros:
- Combines LinkedIn scraping, enrichment, lead management, and outreach automation
- Team workspaces with shared lists, analytics, and role management
- Includes a built-in Email Finder
Cons:
- Requires a Chrome extension for importing prospects from LinkedIn
- No general-purpose scraping outside LinkedIn
- Campaign paths rely heavily on pre-built templates
Integrations: HubSpot, Salesforce, Pipedrive, Zapier, Make, n8n, Google Sheets, Dropcontact, BetterContact, FullEnrich.
Deployment: Chrome extension for LinkedIn lead imports, with cloud campaign execution on paid plans.
Pricing: Annual plans start at $16/user/month for Pro with 300 invitations, rise to $32 for Advanced with 800 invitations, and reach $55 for Business with 800 invitations plus LinkedIn and email outreach.
All plans come with a 14-day trial and require a credit card.
Meet Alfred
Meet Alfred is a platform combining LinkedIn scraping and automation with email and X (Twitter) outreach in a single multichannel sequence builder.
Best for:
B2B sales professionals, recruiters, or marketing agencies who want scraped LinkedIn data flowing into true multichannel campaigns (LinkedIn + email + X) from one dashboard.
Key Use Cases:
- Names, email, and job title extraction from LinkedIn profiles
- Running multichannel sequences that connect LinkedIn touchpoints with email and X messaging
- Agency management of outreach across client accounts
Data Extraction Depth:
- Lead collection from standard LinkedIn searches
- Sales Navigator search-result and saved-list imports
- Individual LinkedIn profile URL imports
- LinkedIn Group-member campaigns
- LinkedIn Event-attendee campaigns
- LinkedIn post-engagement and content-retargeting campaigns
- LinkedIn newsletter and company-page campaigns
- Existing first-degree connection extraction
- CSV imports containing LinkedIn profile URLs
- Third-party CRM lead imports
Automation Features:
- Automated LinkedIn outreach sequences
- Personalized LinkedIn messages and follow-ups
- LinkedIn, email, and X actions combined within one multichannel sequence
- Campaign, activity, reply, and team analytics
- Social-post scheduling for LinkedIn, X, Facebook, and Instagram
Safety Features:
- Smart limits designed to control daily LinkedIn activity
- Human-like action pacing
- Smart delays between campaign steps
- Campaign scheduling within normal working hours
- Automatic pausing when configured limits are reached
- Automatic reply detection prevents unnecessary follow-ups after a response
Pros:
- Combines LinkedIn data extraction, CRM storage, and outreach automation
- Team-management features for agencies and multi-rep sales operations
- Scraped or imported leads can immediately enter LinkedIn, email, and X sequences
Cons:
- Maximum value comes from outreach automation rather than data extraction alone
- Less workflow flexibility than platforms with detailed conditional branching
- Team pricing is per user and can become expensive as account numbers increase
Integrations: Zapier and webhooks, providing connections to HubSpot, Salesforce, Pipedrive, Zoho CRM, Google Sheets, and other sales applications.
Deployment: Fully cloud-based
Pricing: 3 plans available, billed annually. Basic is $29/user/month, Team is $39/user/month, and Pro is $49/user/month.
A 7-day free trial is available, with no credit card required.
Oxylabs
Oxylabs is a web-scraping and proxy infrastructure provider, not a LinkedIn-specific tool. It supplies raw proxies (residential, mobile, ISP, and datacenter) plus a Web Scraper API, giving teams the building blocks to construct their own LinkedIn (and broader web) data pipelines, rather than a ready-made LinkedIn prospecting or automation product.
Best for:
Developers, enterprises, & technical teams building custom scraping infrastructure and need to bypass anti-bot defenses at scale, rather than a plug-and-play LinkedIn UI.
Key Use Cases:
- Proxy-routed access for custom-built LinkedIn scrapers
- Large-scale, multi-target web data collection (LinkedIn is one of many possible targets, alongside e-commerce, SERP, real estate, etc.)
- SERP and price-intelligence monitoring at scale
Data Extraction Depth:
- No LinkedIn-specific schema; extraction depth depends on custom scraper logic
- Headless Browser and Browser Agent support clicks, scrolling, and form-filling
- OxyCopilot, AI-Crawler, and AI-Search enable natural-language data extraction
Automation Features:
- Proxy rotation (flexible or sticky) across a 175M+ residential IP pool
- Browser automation for simulating clicks, scrolling, and form interactions on dynamic pages
- Scheduling and batch job submission via push-pull methods for large-scale extraction
Safety Features:
- Consent-based residential IP sourcing
- LinkedIn scraping-detection avoidance; not LinkedIn account protection for messaging
Pros:
- Enterprise-grade infrastructure built specifically to bypass anti-scraping defenses
- Highly flexible and useful across any scraping target
- Multiple export formats make it easy to integrate into existing data pipelines
Cons:
- Requires a custom LinkedIn contact schema
- Demands more technical expertise and setup than plug-and-play tools
- Pricing structure (per-GB, per-result, per-IP across nine different products) is genuinely hard to estimate in advance
Integrations: REST API; works with custom scripts and most scraping/data pipelines.
Deployment: Cloud-based proxy network and API access.
Pricing: Headless Browser pricing starts at $300/month (monthly billing) for 50 GB of traffic, equivalent to $6/GB.
The Web Scraper API offers a free tier (up to 2,000 results, no credit card required), while paid plans start from $45 monthly.
Web Unblocker offers a free 1 GB trial with up to 10,000 results and no credit card required. Paid plans start at $45/month (discounted from $75/month) for 8 GB, billed monthly.
Lemlist
Lemlist is a sales engagement platform that combines LinkedIn lead scraping and enrichment with outreach across LinkedIn, email, calls, SMS, and WhatsApp in a single multichannel campaign builder.
Best for:
Small teams, recruiters, & solo users looking for software that pairs LinkedIn data extraction with advanced multichannel outreach.
Key Use Cases:
- Extracting LinkedIn profiles by keyword, location, and industry
- Building targeted email lists for lead generation and market research
- Creating multichannel sequences across LinkedIn, email, calls, SMS, and WhatsApp
Data Extraction Depth:
- Individual lead extraction from LinkedIn profiles
- Bulk imports from standard LinkedIn People searches
- Bulk imports from Sales Navigator lead lists
- 600M+ contacts built into B2B lead database for additional prospecting
- Email Finder & Verifier
Automation Features:
- Personalized LinkedIn messages and follow-ups
- Email and LinkedIn actions within the same sequence
- Built-in calling and manual call tasks
- SMS automation; WhatsApp outreach as an add-on
- Behavior-based conditions for replies, clicks, and other campaign activity
Safety Features:
- Configurable daily LinkedIn action limits
- Gradual activity ramp-up after warnings or disconnections
- Scheduled delays between LinkedIn touchpoints
- Automatic pausing or ending after a lead replies
Pros:
- Сustomizable scraping parameters, easy to use even without prior scraping experience
- Combines scraping with a large built-in prospect database
- True multichannel outreach, not just LinkedIn and email
Cons:
- Costs increase quickly as you add team members or additional email sending accounts.
- Very limited credits for lead enrichment and database search.
- Relatively basic analytics.
Integrations: HubSpot, Salesforce, Pipedrive, Zapier, Make, n8n, Clay, Aircall, Ringover (VoIP, Multichannel+), and more.
Deployment: Cloud-based
Pricing: No free plan (only a limited Chrome extension for lead lookup). Email plans start at $55/month (annual billing). Multichannel plans start at $87/user/month (annual billing).
A 14-day free trial is available on the Multichannel plan, with no credit card required.
CoreSignal
CoreSignal is a B2B data API and dataset provider that indexes and provides publicly available professional and company data, including LinkedIn, at massive scale.
Best for:
Data-driven enterprise, AI developer, or analytical team in need of bulk, structured LinkedIn-sourced data for analytics, AI systems, or custom applications.
Key Use Cases:
- Extraction of bulk employee, company, and job-posting data via API for internal tools or products
- Enriching existing CRM or database records with firmographic and professional data
- Historical trend analysis using up to five years of archived data
Data Extraction Depth:
- Access to 4.5B+ company, employee, job, and related public-web records
- Employee profiles collected from multiple public professional sources
- Base, Clean, and Multi-Source Employee APIs
- Multi-source records with 300+ structured, deduplicated, and analytical fields
Automation Features:
- Real-time Employee, Company, Jobs, and Posts APIs
- Search endpoints for finding records by detailed criteria
- Collect endpoints for retrieving full individual records
- Bulk Collect for downloading records at scale
Safety Features:
- Does not perform scraping or automated actions through the user’s LinkedIn profile
- Data is collected from publicly available web sources
- Public-data collection practices are designed around GDPR and CCPA requirements
Pros:
- No LinkedIn account, browser extension, session cookie, or active browser is required.
- Combines data from multiple public sources instead of relying exclusively on LinkedIn
- Natural-language Agentic Search lowers the technical barrier for complex queries
Cons:
- Not a traditional self-service LinkedIn scraper that extracts directly from a search page.
- Does not let users scrape arbitrary LinkedIn URLs through their own account session
- Users must build their own matching, scoring, routing, and outreach logic
Integrations: REST APIs, MCP, n8n, Zapier, Clay, Databricks, webhooks, Elasticsearch, and custom integrations with CRMs.
Deployment: Fully cloud-based API and dataset delivery.
Pricing: Database APIs offer a free plan with no credit card required, while the Starter plan begins at $49/month with monthly billing.
Datasets are priced starting from $1,000, with final pricing determined by agreement length, whether sources are bundled, whether a prepayment is made, and other factors.
La Growth Machine
La Growth Machine is a multichannel sales prospecting platform that scrapes and enriches LinkedIn leads, then runs them through LinkedIn, email, X, and call sequences from one visual builder.
Best for:
Agencies, B2B solo founders, startups, or small sales teams running multichannel campaigns off scraped and enriched LinkedIn data.
Key Use Cases:
- Auto collection of LinkedIn profile data
- Running waterfall enrichment to fill in email, phone, and Twitter/X handles for scraped leads
- Launching coordinated LinkedIn + email + X sequences from a single lead list
Data Extraction Depth:
- Lead imports from standard LinkedIn searches
- Sales Navigator search and lead-list imports
- Individual LinkedIn profile URL imports
- CSV imports containing LinkedIn profile data
- CRM lead imports
Automation Features:
- Personalized LinkedIn messages and follow-ups
- Social Warming through profile visits, likes, and other engagement
- LinkedIn, email, X, and call actions within one sequence
- Conditional branching based on connection status and replies
Safety Features:
- Dedicated IP address for each connected identity
- Configurable daily LinkedIn activity limits
- Randomized delays between automated actions
- Campaign scheduling within normal working hours
- Automatic sequence stopping when a lead replies
Pros:
- LinkedIn data extraction paired with automatic waterfall enrichment
- Multichannel sequence builder
- Unified inbox for managing replies across channels
- AI-driven behavior simulation and activity variation for account safety
Cons:
- Each identity still needs its own connected LinkedIn account
- Advanced targeting still depends on a separate Sales Navigator subscription
- Maximum value comes from enrichment and outreach rather than scraping alone
Integrations: HubSpot, Pipedrive, Zapier, plus native support for enrichment/data partners.
Deployment: Cloud-based
Pricing: Plans start at $60/month per identity for Basic, $110/month per identity for Pro, and $165/month per identity for Ultimate, all billed annually with two months free.
Every plan includes a 14-day free trial, no credit card required.
Derrick
Derrick is a Google Sheets-based LinkedIn scraping and enrichment tool that imports leads and companies from LinkedIn and Sales Navigator, enriches them with 100+ data points, and exports the results to outreach tools or external workflows.
Best for:
B2B teams, recruiters, solopreneurs looking to build and enrich LinkedIn leads within Google Sheets.
Key Use Cases:
- Importing leads from LinkedIn and Sales Navigator into Google Sheets
- Scraping people who liked or commented on LinkedIn posts
- Finding employees associated with target companies
- Finding verified business emails and phone numbers
Data Extraction Depth:
- Up to 2,500 leads or companies per Sales Navigator query
- More than 100 available lead and company data points
- Daily refreshed data cross-referenced across 15+ providers
- Google Maps, Google News, SERP, website, and social-contact extraction
Automation Features:
- Column-based enrichment directly inside spreadsheets
- Real-time alerts on workforce changes, investment activity, hiring momentum, and technology adoption
- AI enrichment through OpenAI and Claude
Safety Features:
- Does not create continuous outreach activity through the user’s LinkedIn account
- Processes only publicly available B2B data
- Multi-source validation reduces reliance on a single data source
Pros:
- Combines LinkedIn scraping, email discovery, phone discovery, and verification
- API and MCP access support more advanced workflows
- Cross-references information across more than 15 providers
Cons:
- Works in Google Sheets but not Microsoft Excel
- Not a full CRM. Better suited to list-building than long-term pipeline management
Integrations: Google Sheets (native), HubSpot, Salesforce, Pipedrive, Zapier & Make, Airtable, Notion.
Deployment: Cloud-based Google Sheets add-on.
Pricing: Derrick offers a free plan with 100 monthly credits and no credit card required. Paid plans range from €9/month for 4,000 credits to €320/month for 200,000 credits, billed monthly.
How to Choose the Best LinkedIn Scraping Tool
With 11 tools on this list alone, the right pick depends less on which has the longest feature list and more on your use case and goal.
Things to Look For
- Account safety architecture: Chrome extensions and desktop apps that run through your personal session carry more LinkedIn detection risk than cloud-based tools with dedicated infrastructure.
- Depth of extractable data: some tools stop at name, title, and company. Others pull emails, phone numbers, skills, education, and activity signals.
- Where the data ends up: a scraper that dumps a CSV is different from one that feeds scraped leads straight into a sequence builder or CRM.
- Realistic pricing at your volume: credit-based and execution-hour pricing models can look cheap on the landing page and get expensive fast once you factor in real search and enrichment volume.
- Deployment fit: a browser extension is fine for occasional, low-volume use. Teams scraping daily at real volume are usually better served by cloud or desktop tools that don’t depend on a browser tab staying open.
Common Buying Mistakes
- Assuming all scraping tools carry the same LinkedIn risk — They don’t. Cloud tools with dedicated IPs and human-like pacing are generally less risky than raw cookie-based Chrome extensions running aggressive volume.
- Ignoring tool status — Tools in this space often go stale or shut down, so confirm a tool is actively maintained before subscribing.
- Underestimating the true cost of scale — Per-seat, per-identity, and credit-based pricing can multiply quickly as you add users or increase volume.
- Treating “scraper” and “data provider” as interchangeable — A scraper pulls what’s visible on the page in real time. An API-based data provider returns from an existing index that may be weeks or months old.
- Skipping the integration question upfront — Moving from a standalone scraper to one that plugs into your CRM or outreach tool later often means rebuilding your workflow.
Why Teams Choose Dripify For LinkedIn Scraping
Most tools on this list stop once the data is in a spreadsheet, but not Dripify.
Dripify treats the export as a starting point, not an endpoint. All the scraped names, titles, and companies from LinkedIn search results or Sales Navigator lists drop straight into a campaign builder, so there’s no gap between finding and reaching out to leads.
That’s the practical difference for an agency, recruiter, or SDR working through a list: no re-uploading a CSV into a second tool, no manually matching scraped rows to a sequence.
The lead comes in already enriched with a verified email, and the outreach can start the same day it’s scraped.
Plus, Dripify comes with the safety controls you’d expect from a platform built to run continuously rather than in short scraping bursts: gradual activity ramp-up, built-in pacing limits, and cloud execution that doesn’t depend on a browser tab staying open.
Under the hood:
- Automated connection requests, profile visits, follow-ups, skill endorsements
- Built-in email discovery & verification
- Visual, smart sequence building with conditional logic (if/then workflows) for email and LinkedIn
- CRM-like pipeline management
- CSV import/export
- Campaign analytics
Other tools may scrape faster. Dripify goes further, turning raw LinkedIn data into conversations.
Start turning today’s lead list into tomorrow’s replies. Try Dripify free for 7 days.
LinkedIn Scraping Tools FAQ
Yes, scraping publicly available data is generally legal.
However, it violates LinkedIn’s User Agreement. To minimize the risk of account restriction, always use reputable tools that mimic human behavior, respect daily activity limits, and employ cloud-based safety measures.
LinkedIn scrapers solely extract and export data (names, titles, emails).
LinkedIn automation tools include scraping capabilities but also allow you to take action on that data, such as sending connection requests, messaging, and running multichannel outreach sequences.
Cloud-based tools with dedicated infrastructure and built-in activity pacing are generally safer because they run through a consistent session and IP, mimic more natural activity patterns, and automatically control action volume and timing, unlike browser extensions that depend on your device, browser, and local IP.
Look for a tool with bulk profile extraction from LinkedIn and Sales Navigator, verified email discovery, advanced filtering, duplicate removal, CSV or ATS/CRM export, and automated candidate outreach and follow-ups.
Look for multi-account management, separate client workspaces, role-based permissions, shared templates, lead deduplication, CRM integrations, and team-level analytics.
Budget browser-extension tools start around $7 to $15/month. Cloud platforms with fuller automation typically run $39 to $100+/month.
Instead of relying on a standalone scraper that just dumps data into a CSV, Dripify turns that scraped data into immediate action.
It combines safe, scalable LinkedIn data extraction with intelligent, behavior-triggered email and LinkedIn outreach. This makes it especially effective for sales teams, agencies, and recruiters who want to build a pipeline, not just a spreadsheet.
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