Heterogeneous data refers to datasets composed of different types, formats, or sources, often requiring specialized techniques for integration and analysis due to their complexity and diversity. This type of data is increasingly prevalent in fields like big data analytics, where combining structured, semi-structured, and unstructured data can provide comprehensive insights.