LinkedIn scraping + enrichment

LinkedIn Scraper Chrome Extension

Export any LinkedIn search to a clean spreadsheet with verified emails and phone numbers. Turn Sales Navigator filters into outreach-ready lead lists in minutes, not hours.

Scrape · Enrich · Export

Scraping & enriching 2 / 3 leads processed
CSV XLSX
Name Title Company Email
Sarah Kim VP Sales Freshworks sarah@freshworks.io
Tom Reeves SDR Lead Outplay tom@outplay.com
Ana Torres Head of Ops Claravine searching...
66%

What is a LinkedIn scraper?

A LinkedIn scraper is a tool that extracts profile data — names, titles, companies, locations, and contact info — from LinkedIn search results, Sales Navigator filters, or company pages. The best LinkedIn scrapers in 2026 also enrich the data with verified work emails and phone numbers, then export everything to CSV, XLSX, or directly to your CRM. Scrupp does all three in one click via a free Chrome extension, with no risk to your LinkedIn account.

How Scrupp's LinkedIn scraper works

A simple workflow designed for speed: choose a source, export profiles, enrich contacts, download.

  1. 1
    Choose a source
    LinkedIn search, Sales Navigator, or Apollo lists.
  2. 2
    Export profiles
    Scrupp collects structured profile + company data.
  3. 3
    Enrich contacts
    Get verified emails/phones (where available) and export CSV/XLSX or JSON via API.
Good practice note

We recommend using Scrupp in line with LinkedIn's product usage policies and applicable data protection laws in your jurisdiction. Scrupp focuses on business use cases and publicly available professional data.

What data can you export?

Designed for outreach stacks — the fields your team actually uses.

Person
Names, job titles, seniority
Company
Company, industry & location
Contact
Verified emails & phone numbers
URLs
LinkedIn & Sales Navigator profile URLs

How does a LinkedIn scraper work?

Scrupp turns LinkedIn profiles, Sales Navigator searches, and Apollo lists into structured lead datasets you can actually use.

For every profile, you can collect job title, seniority, company, location, and more — then enrich it with verified business emails and phone numbers.

Instead of manually copy-pasting data or juggling multiple tools, run a search, click export, and let Scrupp handle the exporting, enrichment, and cleanup. The result is a clean list ready for outreach, CRM import, or analytics.

Export as CSV/XLSX, pull results as JSON, or pipe it through our API. It's a scalable LinkedIn scraper built for sales, growth, and recruiting teams that care about speed, cost per lead, and data quality.

Export options

Flexible output for every workflow.

  • CSV/XLSX bulk export for sales & recruiting
  • JSON via API for developers
  • Use with your CRM or outreach tools

Verified emails and phone numbers are included where available — no extra credit cost.

How to export LinkedIn leads at scale

Scrupp automates the LinkedIn export workflow. Run a search once, and let our cloud engine handle exporting, enrichment, and delivery — without manual work or browser babysitting.

Continuous collection

Schedule exports or run them on demand to keep lists fresh without repeating the same steps weekly.

Campaign-ready data

Generate lists that plug into outbound campaigns, recruiting pipelines, or reporting — no extra cleanup needed.

Built for stability

Rate-limit aware and cloud-based, Scrupp keeps exports reliable while you operate inside normal usage patterns.

Structured output
Tidy, column-based exports.
Always up to date
Run exports on a schedule.
Scale with confidence
Thousands of leads per week.

What can you do with exported LinkedIn data?

Download CSV/XLSX, use the API, or connect through automation platforms to keep your lead data in sync.

CRM & outreach tools

Push leads into tools like HubSpot, Pipedrive, Close, or email platforms for sequenced outreach.

Automation platforms

Use Scrupp with Make, Zapier, or n8n to build LinkedIn-to-CRM workflows.

Data teams

Export structured datasets for BI and scoring models without building your own scraping stack.

Can a LinkedIn scraper provide verified emails and phone numbers?

Scrupp doesn't just export profile data — it enriches each record with verified contact details so your lists are ready for campaigns.

For many leads, you'll see work email, personal email, and phone numbers, each with a verification status (where available).

That means a lower cost per usable lead and fewer tools in your stack. You don't have to pay extra for an email finder, phone finder, and verifier on top of your LinkedIn exporter.

Enrichment included

  • Verified business emails (where available)
  • Phone numbers (where available)
  • Verification status for each contact
  • No extra credit cost for enrichment

LinkedIn Scraper API for developers

Scrupp's LinkedIn scraper API gives you programmatic access to the same export and enrichment engine used in the UI.

Trigger exports, fetch results as JSON, and plug LinkedIn data directly into your internal tools, data warehouse, or CRM.

Each API call can work with saved searches or lists and returns structured profile data, company information, and verified contact details (where available).

Build dashboards, automate enrichment of existing datasets, or connect Scrupp to onboarding, scoring, and analytics pipelines.

Code examples and API usage

Trigger exports, monitor job status, and pull enriched results as JSON — ideal for internal tools, dashboards, and BI.

Overview
Create export jobs, track progress, and fetch structured results programmatically.
Scheduling
Run recurring exports to keep your CRM or warehouse populated with fresh data.
Exports
Export clean CSV/XLSX/JSON or push results into your systems with enrichment fields included.

How to use the LinkedIn data scraper extension

Step-by-step guide to scraping LinkedIn profiles and Sales Navigator searches with the free Scrupp Chrome extension. No coding required.

1

Install the LinkedIn scraper Chrome extension

Add the Scrupp LinkedIn scraper extension from the Chrome Web Store. The extension is free, takes 30 seconds to install, and works on standard LinkedIn, LinkedIn Sales Navigator, and LinkedIn Recruiter. Once installed, you'll see a Scrupp icon in your Chrome toolbar.

2

Run a LinkedIn search or open a profile

Browse LinkedIn as you normally would. Search for prospects by job title, company, location, or keywords. The Scrupp LinkedIn scraper works on search result pages (bulk export) and individual profile pages (single lead export). For best results, use Sales Navigator: 2,500 leads per search vs ~1,000 on regular LinkedIn.

3

Click "Scrape" — Scrupp does the rest

Open the Scrupp extension and click "Scrape this page". The LinkedIn data scraper paginates through results, collecting names, job titles, companies, locations, and LinkedIn profile URLs. The extension throttles requests to respect LinkedIn rate limits — your account stays safe. Scrupp does NOT send connection requests or automate any LinkedIn actions.

4

Export with verified emails and phone numbers

As leads are scraped, Scrupp finds and verifies a business email for each one — 65% find rate, under 5% bounce. Direct phone numbers are added when available. Download the result as CSV/XLSX or push to your CRM via the REST API. Then send to outreach tools like Lemlist, Instantly, or HubSpot Sequences.

Compare the Scrupp LinkedIn scraper with Evaboot, Phantombuster, Lemlist, or Lusha.

Scrupp vs Apollo vs Phantombuster vs Evaboot

The honest comparison of LinkedIn scraping tools in 2026 — features, pricing, and account safety.

Feature Scrupp Apollo Phantombuster Evaboot
LinkedIn Sales Navigator export ✅ Free, no row limit ⚠️ Paid plans only ⚠️ Setup required ✅ Yes (paid)
Verified email enrichment ✅ Built-in waterfall ✅ Built-in (40% stale data) ⚠️ Separate flow ⚠️ Separate credit
Phone numbers ✅ Where available ⚠️ Premium add-on ❌ No ❌ No
LinkedIn account safety ✅ Cloud, no automation footprint ✅ Cloud database, no scraping ⚠️ Local automation = bans ✅ Cloud-based
Free tier ✅ Yes — scrape free, pay per enrichment ✅ Limited free ⚠️ 14-day trial only ⚠️ Trial only
Starting price $0/mo (pay as you go) $49/mo $69/mo $9/mo
Chrome extension ✅ Free ✅ Free ❌ Cloud automation only ✅ Free
Best for Outbound teams who need clean LinkedIn data fast Big teams with budget for a full database Engineers building custom workflows SDRs who need basic Sales Nav export

LinkedIn scraping guides

Practical guides on scraping LinkedIn safely, exporting lead lists, and enriching contacts.

LinkedIn Scraper FAQ

Quick answers about scraping, enrichment, and export workflows.

Is LinkedIn scraping legal?

Scrupp exports publicly available professional data. You should use it in line with applicable laws and platform policies in your jurisdiction.

Does Scrupp work with Sales Navigator?

Yes — you can export Sales Navigator lead search results and enrich them with contact data.

Can I export verified emails and phone numbers?

Scrupp enriches profiles with verified business emails and phone numbers where available, and returns verification status.

What export formats are supported?

CSV/XLSX for teams and JSON via API for developers — both include enrichment fields.

Will I get personal emails too?

When available, Scrupp may return additional contact types. Availability varies by lead and data coverage.

More ways to enrich LinkedIn data

Start scraping LinkedIn with Scrupp

Ready to turn LinkedIn, Sales Navigator, and Apollo into a predictable lead source? Export leads with verified emails and phone numbers included where available.

Cloud-based engine, built-in enrichment, and flexible exports — everything you need to build high-quality B2B datasets.

No credit card required · Cancel anytime
5,000+
sales teams
4.8/5
G2 & Capterra
2M+
leads exported
65%
avg email find rate