Timesheet reporting is rarely a priority, until it breaks. As teams grow and requirements multiply, systems that once worked can quickly become brittle, noisy and hard to trust. This article explores how rethinking the architecture behind timesheet reporting using configuration driven design, dynamic task mapping in Apache Airflow, and clearer validation and communication that can turn a fragile internal tool into a scalable, reliable data pipeline.