Vision-Based AI Agent Scraper: Sheets, ScrapingBee & Gemini

AI-powered scraper extracts structured data from webpages using vision analysis on screenshots, with HTML fallback. Integrates Google Sheets for URLs/results, ScrapingBee for captures, and Gemini for parsing.

n8n
Vision-Based AI Agent Scraper: Sheets, ScrapingBee & Gemini

This workflow revolutionizes web scraping by employing a vision-based AI agent powered by Gemini-1.5-Pro. Instead of brittle XPath or CSS selectors, it captures full-page screenshots via ScrapingBee and uses AI vision to intelligently extract data, falling back to HTML (converted to Markdown for efficiency) when needed. Structured output parsing ensures clean JSON results.

Key benefits include DOM-independent scraping for dynamic sites, high accuracy on complex layouts (ideal for e-commerce), token-efficient processing, and seamless Google Sheets integration for input URLs and output storage. It saves hours of manual data collection and selector debugging.

Use cases: E-commerce product scraping (prices, reviews), job listings, real estate data, or any visual-heavy site. Customize prompts for specific fields like titles, images, or tables. Note: Comply with legal scraping regulations.

$24.99
Last updated August 29, 2026
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How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

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