Data science combines statistics, computer science, and domain expertise to extract insights from data. Key components include data collection, exploratory analysis, statistical modeling, machine learning, data visualization, big data technologies, deployment, and ethics. Real-world applications span healthcare, finance, e-commerce, marketing, transportation, government, entertainment, agriculture, and energy, driving innovation and efficiency globally.