With the growing and diverse data needs of enterprises comes a growing need for metadata management. Apache Atlas is a metadata management framework that fits the data governance needs of enterprises. Atlas provides capabilities to model types for metadata, classify data assets, track the data lineage and enable data discovery. However, when building a metadata management platform, we need to be careful not to repeat the mistakes of master data management.