Data Extraction · n8n
A custom-built n8n scraping workflow configured for your specific data sources — delivering clean, structured data to wherever you need it, on any schedule.
Built with
The Problem
Research, competitive intelligence, lead generation, and market monitoring all depend on data that currently requires hours of manual collection.
Your team's time is too valuable to spend manually copying data from websites. Every hour of manual data collection is an hour not spent on analysis.
Data collected manually is already outdated. Dynamic markets, pricing, and availability change faster than any manual process can keep up.
Monitoring 10 sources manually might be manageable. Monitoring 100 is impossible. Automation is the only path to data at real scale.
What You Get
The workflow is configured for your specific target sites and data types — structured to extract exactly what you need from wherever it lives.
Firecrawl handles modern websites that render content with JavaScript — extracting data that traditional scrapers miss.
Apify actors include rotating proxies and browser emulation — accessing data from sites with anti-scraping measures without manual intervention.
GPT-4 transforms raw extracted content into structured data — regardless of the source page's layout or formatting.
Runs automatically on any schedule — hourly, daily, weekly — keeping your data current without any manual triggering.
Extracted data is delivered to Google Sheets, Airtable, a database, or a webhook — wherever it needs to go in your workflow.
Process
Scoping
We work with you to define the sources, data fields, output format, and schedule. Full specification before any code is written.
Apify / Firecrawl
The scraping workflow is configured for your specific sources — handling JavaScript rendering, pagination, and authentication as needed.
OpenAI
GPT-4 processes extracted content into clean, consistent structured records — regardless of source page layout variation.
Validation
Extracted records are checked for completeness, duplicates are removed, and edge cases are handled before delivery.
Destination
Clean, structured data is written to your configured destination — Sheets, Airtable, database, or webhook — on schedule, automatically.
Pricing
One-time · Delivered in 3–5 business days