Data Pipeline

Web Scraping & Data Pipeline

Scheduled scrapers that extract, clean, and deliver competitor and market data automatically.

CategoryData Pipeline
Workflows12–15
Core platformn8n + AI

Overview

What we built

A scalable, automated web scraping system that extracts competitor data, product listings, pricing information, or market intelligence on a schedule—cleans it, stores it, and delivers structured reports automatically.

The challenge

Why automation was needed

Manual monitoring was always behind the market.

  • Businesses needed to monitor competitor pricing, track market trends, or aggregate listings
  • Manual monitoring was time-consuming and infrequent
  • Changes were missed for days or weeks at a time

The solution

How the workflow runs

A configurable, scheduled scraping pipeline with cleaning, validation, and reporting.

Target URLs and scraping rules configured per client

n8n config / Airtable

Scraper runs on schedule (hourly / daily / weekly)

n8n Cron + Puppeteer

Raw HTML parsed and structured data extracted

n8n HTML Extract node

Data cleaned, deduplicated, and validated

n8n Function nodes

Stored in database or spreadsheet

Airtable / Google Sheets

Summary report delivered via Email or Slack

Email / Slack

Detail

Use cases built

  • Real estate listing aggregator (price, location, specs)
  • E-commerce competitor price tracker
  • Job posting monitor for HR clients
  • News and brand mention tracker
  • Product availability monitor with restock alerts

Tech stack

Tools that power it

Workflow Automationn8n
JS-Rendered PagesPuppeteer / Playwright
Static Page Parsingn8n HTML Extract
StorageAirtable / Google Sheets
Alerts & ReportsEmail / Slack

Impact & results

What changed after launch

  • E-commerce clients respond to competitor price changes within hours instead of days
  • Real estate teams never miss a new listing
  • HR teams get daily job posting digests without any manual searching
  • Fresh, structured market intelligence delivered automatically on schedule

Outcome

The bottom line

Teams get fresh, structured market intelligence on a schedule—responding to changes in hours instead of weeks, with no manual monitoring.

Want something like this for your team?

Share your stack and the manual work you want gone—we'll scope a first slice with realistic timelines and the metrics we'd track.

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