{"product_id":"n8n-ff-e-url-extractor-gemini-google-sheets-automation","title":"n8n FF\u0026E URL Extractor: Gemini → Google Sheets Automation","description":"\u003ch3\u003eAutomatically extract FF\u0026amp;E product details from supplier URLs and push them into the right Google Sheets row—using Gemini\u003c\/h3\u003e\n\u003cp\u003eIf your FF\u0026amp;E team spends hours copying product specs from supplier websites into schedules, this n8n workflow automates the entire URL-to-worksheet process. Provide a product URL, and the workflow validates it, scrapes the usable page content, extracts structured data with \u003cstrong\u003eGemini\u003c\/strong\u003e, and writes the results back to the correct \u003cstrong\u003eGoogle Sheets\u003c\/strong\u003e record—while preserving status and source traceability.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eStarts with a webhook request\u003c\/strong\u003e containing the product URL, category, sheet reference, row context, and a unique \u003cstrong\u003eAutomation ID\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eUses Automation ID for accuracy\u003c\/strong\u003e so extracted data is written back to the correct FF\u0026amp;E record, even when multiple products are processed in parallel.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eValidates URL format up front\u003c\/strong\u003e and stops early on invalid input—before any scraping or AI stages.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eFetches the supplier page via HTTP\u003c\/strong\u003e and checks the response before extraction. If the page is blocked\/unavailable\/empty, it follows a failure path and updates the record with a clear \u003cem\u003epage-fetch error status\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eReduces HTML to extraction-ready content\u003c\/strong\u003e, excluding scripts, styles, and other non-content elements.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAttempts to capture the product image\u003c\/strong\u003e from the page’s \u003cem\u003eog:image\u003c\/em\u003e metadata.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eSends cleaned text to Google Gemini\u003c\/strong\u003e using a defined extraction schema, then writes the structured output back to the correct Google Sheets row.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReplace manual entry when adding new FF\u0026amp;E items from supplier product pages.\u003c\/li\u003e\n  \u003cli\u003eBulk-process multiple URLs while ensuring each product updates the correct schedule row via Automation ID.\u003c\/li\u003e\n  \u003cli\u003eImprove traceability with explicit success\/failure statuses tied to the source URL fetch.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003en8n nodes\/blocks:\u003c\/strong\u003e webhook, if, set, html, sticky note, HTTP Request\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAI extraction:\u003c\/strong\u003e Google Gemini with a tightly defined extraction schema\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eOutputs:\u003c\/strong\u003e structured data written back to the correct Google Sheets record (category\/row context aware)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eBuilt for n8n automation engineers and SaaS operators who need reliable, production-grade FF\u0026amp;E URL extraction workflows.\u003c\/p\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":46196320927923,"sku":"N8N-20702","price":38.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/FdTGVbwh2aMjVPGGJ8yTN_dD9ipyEF.png?v=1791623655","url":"https:\/\/buyflowscripts.com\/products\/n8n-ff-e-url-extractor-gemini-google-sheets-automation","provider":"N8N Commerce","version":"1.0","type":"link"}