Building an Intelligent E-Commerce Chatbot with RAG Technology: A Technical Blueprint

Building an E-commerce Chatbot with RAG Technology: Technical Deep Dive into Amazon AI Chatbot Project Overview & Core Value Proposition Modern e-commerce platforms require intelligent systems that understand natural language queries while accessing product databases. This project implements a Retrieval-Augmented Generation (RAG) system using Python 3.11, featuring modular architecture for real-time product information retrieval and conversational interactions. RAG Architecture Diagram Technical Architecture Breakdown Core Components Data Processing Layer: Pandas 2.2.3 for data cleansing and structured storage Semantic Understanding Layer: LangChain 0.3.21-powered retrieval pipelines Conversational Interface: Streamlit 1.43.2-based interactive dashboard Local Deployment: Ollama 0.4.8 for localized LLM operations Key Technical Features …