Common tools used for data governance include data cataloging tools, data quality management tools, master data management (MDM) systems, and data governance platforms that offer features like policy management, data lineage, and data privacy controls. These tools help automate and streamline the governance process, making it easier to manage data assets effectively and ensure compliance.