For a mid-sized hospitality and retail software provider, we developed a robust AWS-based data engineering pipeline to streamline customer transaction data, improve sales forecasting, and enhance business intelligence. By leveraging cloud-based ETL processes, the solution enables real-time data synchronization, reducing manual reporting efforts and enhancing decision-making for the client.