AI-Powered LinkedIn Job Scraper & Cold Email Lead Engine – Full n8n Workflow

The workflow scrapes LinkedIn jobs, extracts company URLs, scrapes company websites, cleans data, analyzes the business with AI, finds emails, generates personalized multi-step cold email sequences, and automatically uploads leads to Instantly.ai — ready to send.

Everything described below is fully backed by the JSON.

WHAT THIS AUTOMATION DOES (MODULE-BY-MODULE) 1. Start Trigger + Multi-Pipeline Merge The workflow begins manually (via “Test Workflow”), then triggers the Apify LinkedIn Job Scraper.

The Merge node waits for both leads and dataset confirmation.

2. Scrape LinkedIn Jobs Using Apify HTTP Request → Apify Actor Scrapes:

Job titles

Company names

Location (United States)

Poster name

Company URL

Dataset ID

Configured with proxy & custom filters.

3. Retrieve LinkedIn Dataset Automatically The workflow retrieves the JSON dataset at: https://api.apify.com/v2/datasets/{{datasetId}}/items?format=json

If the dataset is empty, the workflow waits and retries via the Dataset Availability Check.

4. Scrape LinkedIn Company Profile Each job result contains companyUrl, which is scraped using HTTP Request. Extracts:

About text

Profile details

Industries

Company size

Description

Address

Website link

The HTML is then cleaned using multiple Remove HTML code nodes that strip scripts, styles, tags, and formatting.

5. Identify Company Website from LinkedIn Content (GPT-4o-mini) Using AI, the workflow extracts the real company homepage URL from unstructured LinkedIn text.

6. Scrape the Company Website (Homepage HTML) HTTP Request fetches full HTML of the company homepage, then removes HTML again using dedicated cleaning nodes.

This produces clean plaintext content for advanced analysis.

7. Extract Emails Automatically (AnyMailFinder API) Queries: https://api.anymailfinder.com/v5.0/search/company.json?domain=companydomain.com

Returns:

Primary email

Department emails

Contact emails

Domain-based emails

8. AI-Powered Company Analysis (GPT-4o-mini) A. Extract Testimonials, Growth, Case Studies AI scans cleaned homepage content to extract:

Testimonials

Growth milestones

Success stories

B. Full Company Analysis Report AI analyzes:

Products & services

B2B/B2C model

Industry

ICP

Value proposition

Pain points

Key messaging

Success stories

Opportunities to sell them outbound service

9. Clean Company Name Two versions of “Clean Company Name” refine the brand name into a conversational version. E.g. “Hatch LLC, Inc” → “Hatch”

10. Extract First Name from Email (GPT-4o) AI examines email structure and extracts:

Humanized first name

Removes digits

Capitalizes correctly

11. Generate Personalized Cold Emails (GPT-4o-mini) Cold Email Version 1 A 3-line outreach message using:

Testimonials

Pain points

Clean company name

Role insights

Case studies

Cold Email Version 2 Conversational outreach based on company achievements and SDR job openings.

12. Auto-Upload Lead to Instantly.ai Leads are uploaded automatically with:

Email

First name

Company name

Website domain

Personalized intro lines

Custom variables:

Email 1-1 / 1-2 / 1-3 / 1-4

Email 2-1 / 2-2 / 2-3

Email 3-1 / 3-2

WHAT YOU GET IN THIS PRODUCT ✓ Full n8n Workflow (JSON File) Preconfigured with all nodes:

Apify Job Scraper

LinkedIn Profile Scraper

Company Website Scraper

HTML Parsing System

AnyMailFinder integration

GPT-4o and GPT-4o-mini integration

Instantly.ai upload

Growth analysis modules

Testimonial extraction

Company URL extraction

Cold email generator (2 versions)

✓ AI-Powered Data Extraction Automatically turns:

LinkedIn → Structured Data → Clean Website Text → Business Insights → Emails.

✓ Instant Lead Upload Every processed company becomes a ready-to-send Instantly lead.

✓ Cold Email Engine Generates:

3-line hyper-personalized cold email

Expanded conversational cold email

Multi-email variables for follow-ups

✓ Fully Automated Job → Lead → Email Pipeline Zero manual scraping. Zero manual writing. Zero manual uploading.

WHO THIS SYSTEM IS FOR

Lead generation agencies

AI automation agencies

SMMAs

B2B outbound agencies

Recruiters

Appointment setters

Skool group owners

Those targeting hiring companies

WHY THIS WORKFLOW IS EXTREMELY POWERFUL Imagine this happening automatically:

Scrape LinkedIn jobs

Find the company

Identify the website

Scrape homepage

Clean the text

Find decision-maker emails

Analyze the company with GPT-4o

Generate 2 cold emails

Upload everything to Instantly

This turns you into a 24/7 autonomous lead generation machine.

Turn LinkedIn job postings into qualified leads + full company analysis + personalized cold emails — completely automated.

Unlock the AI-Powered LinkedIn Job Scraper & Cold Email Engine today.