Big data refers to large, complex data sets that traditional systems struggle to manage. It includes structured and unstructured data, aiding organizations in enhancing processes and decision-making. Key applications are in machine learning, predictive modeling, and risk management. Its defining traits are volume, velocity, variety, and veracity.