Data profiling is usually carried out through a series of analytical steps:
Data Collection: Gathering data from various sources such as databases, data warehouses, and data lakes. Data Assessment: Evaluating the data for completeness, consistency, and accuracy. Data Analysis: Using statistical methods to understand patterns, distributions, and relationships within the data. Data Reporting: Creating reports that summarize the findings and suggest improvements or corrective actions.