Templates / Web site scraper for LLMs with Airtop

Web site scraper for LLMs with Airtop

Ready for 3.0

by Airtop ✓ · 10,844 views · created 2025-05-21 · Engineering

Ready for 3.0. This template uses no nodes that n8n 3.0 removes. No removed nodes, versions or helpers found. Static check, last run 2026-10-19.

What this workflow does

This workflow has 18 nodes and runs when someone submits an n8n form (“Website scraper”) (plus 1 other trigger). Along the way it connects Google Sheets, Airtop and Google Docs.

How it runs

Trigger: When someone submits an n8n form (“Website scraper”) (plus 1 other trigger).

  1. Unify params (Edit Fields (Set)): sets 3 fields: Seed url, Links must contain, Depth
  2. Create Spreadsheet (Google Sheets): work with spreadsheet
  3. Info to upload into spreadsheet (Edit Fields (Set)): sets 2 fields: URL, Scraped
  4. Load info to spreadsheet (Google Sheets): append
  5. Scrape webpage (Airtop): scrape (extraction)
  6. Create Google Docs (Google Docs): uses Google Docs
  7. Write scraped content (Google Docs): update
  8. Should scrape more? (If): checks a condition and branches into true / false
  9. Read scraped webpages (Google Sheets): uses Google Sheets
  10. Retrieve links to scrape (Airtop): query (extraction)

…plus 6 more steps. See the full node list below.

Services it uses

Google SheetsAirtopGoogle Docs

Before you upgrade to n8n 3.0

Nothing in this workflow is removed in n8n 3.0, so it should import and run after the upgrade.

Nodes used (8)

From the author

Recursive Web Scraping Use Case Automating web scraping with recursive depth is ideal for collecting content across multiple linked pages—perfect for content aggregation, lead generation, or research projects. What This Automation Does This automation reads a…

Excerpt from Airtop's description on n8n.io.

View the original on n8n.io → Check your own copy

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