Constructing robust and scalable data pipelines is paramount essential in today's data-driven realm. To ensure optimal performance and trustworthiness, pipelines must be designed to handle growing data volumes while maintaining precision. Implementing a systematic approach, incorporating mechanization and observability, is vital for building pipeli