{"product_id":"ragfeed-webpage-chunking-n8n-workflow-vector-ready-rag","title":"Ragfeed Webpage Chunking n8n Workflow (Vector-Ready RAG)","description":"\u003ch3\u003eTurn any webpage URL into vector-ready text chunks with Ragfeed (n8n)\u003c\/h3\u003e\n\u003cp\u003eThis \u003cstrong\u003eRagfeed Webpage Chunking n8n Workflow\u003c\/strong\u003e lets you manually send a webpage URL to the \u003cstrong\u003eRagfeed scraping API\u003c\/strong\u003e and receive \u003cstrong\u003etoken-bounded content chunks\u003c\/strong\u003e back—already split into one n8n item per chunk for easy embedding and storage in your vector database.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRuns on demand\u003c\/strong\u003e using a manual trigger.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAccepts two key inputs\u003c\/strong\u003e: the target webpage \u003cem\u003eURL\u003c\/em\u003e and a \u003cem\u003emaximum chunk size (in tokens)\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eScrapes the page via Ragfeed\u003c\/strong\u003e by sending a POST request to \u003cstrong\u003ehttps:\/\/api.ragfeed.de\/v2\/scrape\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eProcesses Ragfeed’s response\u003c\/strong\u003e: it takes the returned \u003ccode\u003edata.chunks\u003c\/code\u003e array and splits it so you get \u003cstrong\u003eone n8n item per chunk\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003eOutputs chunked text in a format that’s \u003cstrong\u003eready for embeddings\u003c\/strong\u003e and independent storage.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRAG ingestion pipelines\u003c\/strong\u003e: generate embedding inputs from a webpage while respecting token limits.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eVector database population\u003c\/strong\u003e: store each chunk as a separate record for retrieval-optimized search.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eOps for SaaS teams\u003c\/strong\u003e: automate the first step of webpage-to-RAG ingestion with a simple manual run.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eContent testing\u003c\/strong\u003e: quickly try different \u003ccode\u003emaxTokens\u003c\/code\u003e values to find the best chunk granularity.\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 used\u003c\/strong\u003e: Manual Trigger, \u003ccode\u003eSet\u003c\/code\u003e, \u003ccode\u003eSplit Out\u003c\/code\u003e, \u003ccode\u003eSticky Note\u003c\/code\u003e, \u003ccode\u003eHTTP Request\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRagfeed API endpoint\u003c\/strong\u003e: \u003ccode\u003ePOST \/v2\/scrape\u003c\/code\u003e at \u003ccode\u003ehttps:\/\/api.ragfeed.de\/v2\/scrape\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAuthentication\u003c\/strong\u003e: use an \u003cstrong\u003en8n Header Auth credential\u003c\/strong\u003e to send \u003ccode\u003eAuthorization: Bearer \u0026lt;your Ragfeed API key\u0026gt;\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eConfig to update\u003c\/strong\u003e: the webpage \u003ccode\u003eURL\u003c\/code\u003e and the \u003ccode\u003emaxTokens\u003c\/code\u003e chunk size.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":46228899233971,"sku":"N8N-20948","price":13.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/0MI5FfZCBQdQBVQx-Zf3k_1O4jRKfF.png?v=1792056185","url":"https:\/\/buyflowscripts.com\/products\/ragfeed-webpage-chunking-n8n-workflow-vector-ready-rag","provider":"N8N Commerce","version":"1.0","type":"link"}