LinkedIn scraping + enrichment

LinkedIn Scraper

A LinkedIn scraper is a B2B lead generation tool that exports public LinkedIn profile data (including Sales Navigator results) and enriches it with verified business emails and phone numbers for outreach and CRM imports.

Scrupp lets you export LinkedIn profiles, Sales Navigator leads, and Apollo lists in a few clicks. Get a clean dataset with names, titles, companies — plus verified emails and phone numbers included where available — so you can focus on outreach, not data collection.

Start your free trial and see how fast you can turn LinkedIn, Sales Navigator, and Apollo searches into ready-to-use lead lists — with verified contact data and export-ready formats.

Structured profiles
Clean B2B profile data
Bulk export
Fast list building
Verified contacts
Emails & phones
API & exports
CSV / JSON workflows

How Scrupp’s LinkedIn scraper works

  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.
Input
Search results & lead lists
Processing
Scrape → clean → enrich
Output
CSV/XLSX, JSON, CRM-ready

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.

What data can you export?

  • Names, job titles, seniority
  • Company, industry & location
  • Verified business emails & phone numbers (where available)
  • LinkedIn & Sales Navigator profile URLs

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.

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.

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 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.

Export options

  • 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.

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.

Seamless LinkedIn data for your B2B pipeline

Scrupp turns LinkedIn, Sales Navigator, and Apollo into a predictable source of qualified leads. Export fast, pay less per verified contact, and keep your pipeline supplied with fresh data.

Structured output

Tidy, column-based exports that are easy to filter, segment, and upload anywhere.

Always up to date

Run exports on a schedule to keep your lists in sync with profile changes.

Scale with confidence

Built for teams that need thousands of fresh leads per week without building infrastructure.

LinkedIn Scraper FAQ

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.

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.