Soda Data Quality

A data governance framework is described as a comprehensive model for managing, securing, and utilizing data within a company, emphasizing that governance is an ongoing process rather than a one-time project. It involves defining roles, decision rights, policies, processes, and tools to ensure data accuracy and alignment with business objectives. The guide outlines an 8-step implementation plan aimed at operationalizing governance through real checks and alerts, integrating quality enforcement, and using metrics to track progress. The framework emphasizes the importance of connecting policy with practice by turning governance rules into executable checks using tools like Soda, which facilitates continuous monitoring and provides evidence of data quality compliance. A maturity model is introduced to assess progress, highlighting that successful governance relies on measurable outcomes and collaboration between governance and engineering teams to ensure policies are enforced and data quality issues are promptly addressed.