A full-stack AI-powered financial analytics pipeline that ingests, processes, and analyzes real-time stock market data using Kafka, PySpark, DuckDB, and machine learning models. The system provides real-time stock price forecasting and sentiment analysis of financial news, accessible via an API and visualized through a Streamlit dashboard.