Big data is typically categorized into three types: structured, semi-structured, and unstructured data. Structured data is highly organized and can be seamlessly integrated into conventional databases. Semi-structured data, such as JSON or XML, exhibits some level of organization. On the other hand, unstructured data, which includes text or multimedia, lacks a pre-established format.