Big data refers to large and complex data sets that traditional data processing software cannot manage, generated from various sources including smartphones, social media, and sensors. It is classified into structured, semi-structured, and unstructured data, with unstructured data making up about 80% of the total. Understanding and processing big data is crucial for businesses to tackle challenges and make informed decisions.