The increasing scarcity of water, driven by population growth, unpredictable rainfall, and climate change, poses a significant challenge to water resource management. Traditional methods based on simple trend forecasts often fall short in providing accurate, actionable insights. This project based on ML is designed to support resource sustainability and ecological balance, the framework aids stakeholders in optimizing water supply, minimizing wastage, and enhancing preparedness for droughts, floods, and other water-related emergencies. Ultimately, this work contributes to promoting environmental responsibility and ensuring the resilience of future water systems.