Robust data pipelines are the foundation of successful machine learning endeavors. These pipelines automate the flow of data from its origin through various steps until it's refined for training and utilization machine learning models. A robust pipeline guarantees data quality, standardization, and speed. To build a resilient pipeline, it's vital