Serialization A configured pipeline can be stored in common configuration files (e.g., JSON) and pickle (e.g., through joblib as scikit-learn uses). Serialization based on configuration files allows configured pipelines to be saved and reused, for example, the same pipeline for a different data set. With pickle-based serialization, fitted models can be stored, e.g., for deployment on a server.