Big data encompasses both structured and unstructured data, with 90% of it being unstructured, complicating storage and analysis. Key sources of big data include media, the cloud, and the web, each offering unique advantages such as real-time insights, flexibility, and accessibility. Media, especially social media, is crucial for understanding consumer behavior, while cloud and web sources provide a scalable and diverse environment for data-driven insights.