S-H2O (SMART WATER) is a decision support tool for hydroponic farming that uses Decision Tree Classification and Ridge Regression to analyze real-time pH, temperature, humidity, and water level data. It provides actionable insights and environmental factor to maximize yield and minimize resource waste. Integrated with an IoT-enabled mobile app, it allows farmers to monitor and manage their systems in real time for efficient operation.