Robust data pipelines are the foundation of successful machine learning endeavors. These pipelines automate the transfer of data from its origin through various processes until it's structured for training and implementation machine learning models. A robust pipeline guarantees data quality, uniformity, and effectiveness. To build a resilient pipe