Clustering is a data analysis technique used in machine learning and data mining. It involves grouping similar data points together based on their characteristics or attributes. The purpose of clustering is to discover inherent patterns, structures, or relationships in the data without any pre-defined labels or categories. It helps in identifying natural groupings and organizing large datasets, enabling insights and making data-driven decisions.