This n8n workflow integrates Telegram, AI language models, and Amazon scraping to create a smart shopping assistant. When users send product queries via Telegram, the workflow cleans and analyzes the message to determine if it’s a product search. If it is, the workflow generates an Amazon search URL and calls the Apify API to scrape product details like title, URL, and price, returning the top 5 items. If the message is unrelated to shopping, the AI responds with a friendly, helpful reply. This automation enables real-time product discovery and customer engagement within Telegram, ideal for online stores, shopping bots, or comparison platforms.

Node Count	11 – 20 Nodes
Nodes Used	@n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmChatOpenRouter, code, httpRequest, stickyNote, switch, telegram, telegramTrigger