The project began with a business alignment phase to confirm definitions and reporting expectations together with the relevant stakeholders. A second alignment followed with the IT team to ensure the correct SAP tables were made available in the SQL environment, where data preparation took place. Visualization was built in Power BI, and a Power Apps component was integrated directly into the dashboards so stakeholders could capture their written analysis alongside the figures themselves. Close collaboration with the business continued throughout, with several rounds of quality checks to validate that the data matched expected results.