Preprocessing is the essential first step in preparing raw data for analysis or Machine Learning. It involves cleaning, transforming, and organizing information to ensure quality and optimize performance for subsequent processes, such as Data Analysis. This vital stage shapes raw input into a usable form, paving the way for accurate insights.