Constructing robust and scalable data pipelines is paramount fundamental in today's data-driven environment. To ensure efficient performance and stability, pipelines must be designed to handle growing data volumes while maintaining precision. Implementing a systematic approach, incorporating mechanization and monitoring, is vital for building pipel