Data mining is the process of analyzing large amounts of data to discover hidden patterns and relationships. It involves collecting data, removing noise, focusing on relevant portions, analyzing the data, and extracting useful information. Key components of a data mining system include a data warehouse server, information repository, user interface, data mining engine, and pattern evaluation module. A data warehouse is a centralized repository where data is stored and organized for analysis from multiple sources.