This project involves integrating data from multiple sources, including a database, a web-based reporting platform, and client-maintained Excel files. The client currently gathers data manually from these platforms and repeatedly consolidates it before generating reports for accounting purposes. The objective is to develop an automated solution that centralizes data collection, streamlines integration, and enables scheduled updates, improving efficiency and accuracy in reporting.