Data Cleaning: Ensure the data is accurate and free from errors. Segmentation: Divide customers into segments based on demographics, behavior, or purchase history. Pattern Identification: Look for trends and patterns within the data to gain insights. Predictive Analysis: Use statistical models to predict future behaviors and trends. Reporting: Generate reports to communicate findings and actionable insights.