Database engineers and administrators for years have been focusing on backing up and restoring data on a singular point in time basis for transaction based systems as well as data warehouses. With the popularity of Machine Learning mobilemonitoringsolutions.com/statistical-machine-learning/, Artificial Intelligence mobilemonitoringsolutions.com/deep-learning/ Algorithms, and unstructured data now enable organizations to make business decisions in seconds rather than hours or days. A new requirement and paradigm shift is emerging. The ability to manage various snapshots of raw data, training data, as well as data used to develop, test, benchmark, finalize, and validate a machine learning model.