In the dynamic landscape of modern business, data is the lifeblood that fuels informed decision-making and drives innovation. To harness the full potential of data, organizations often rely on (Extract, Transform, Load) ETL processes. ETL systems are the backbone of data integration, enabling seamless data movement between systems and transforming it to meet specific requirements.