Epidemiologists deal with complex data from multiple sources such as hospitals, laboratories, and public health records. ETL tools are crucial for handling this big data as they automate the process of data integration, ensuring consistency and reliability. This allows epidemiologists to focus on analyzing the data to understand disease patterns and inform public health decisions.