In today's world, data science plays a crucial role in driving sustainability efforts. By analyzing vast environmental data, methodologies like predictive modeling and machine learning enable organizations to implement efficient, eco-friendly practices. This data-driven approach fosters smarter urban planning, enhances supply chains, and optimizes renewable energy integration for a greener future.