n8n-docs/docs/advanced-ai/examples/vector-store-website.md

contentType	title	description
howto	Populate a Pinecone vector database from a website	Scrape a website, load the data into Pinecone, then query it using a chat workflow.

Populate a Pinecone vector database from a website

Use n8n to scrape a website, load the data into Pinecone, then query it using a chat workflow. This workflow uses the HTTP node to get website data, extracts the relevant content using the HTML node, then uses the Pinecone Vector Store node to send it to Pinecone.

workflowDemo("file:///advanced-ai/examples/populate_a_pinecone_vector_database_from_a_website.json")

Key features

This workflow uses:

• HTTP node: fetches website data.
• HTML node: simplifies the data by extracting the main content from the page.
• Pinecone Vector Store node and Embeddings OpenAI: transform the data into vectors and store it in Pinecone.
• Chat Trigger and Question and Answer Chain to query the vector database.

Using the example

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