Soda Data Quality

Data stewards play a crucial role in ensuring that data within an organization is usable, trusted, and understood by maintaining context through managing definitions, tracking data lineage, and bridging technical and business teams. They are distinct from data owners, who are responsible for strategic accountability, as stewards focus on operational governance by implementing policy and maintaining data quality. This role is vital for preventing the divergence of metrics and definitions across reports, thereby supporting effective data governance. There are four types of data stewards—business, technical, domain, and operational—each serving different organizational needs, and most mature data programs benefit from a combination of these roles. Despite their responsibility for data quality, stewards often lack the operational authority necessary to enforce standards, which can lead to governance failures if they are unable to directly shape how expectations are enforced. Modern data stewardship requires the use of tools like data catalogs and quality platforms to track metadata and ensure data integrity, highlighting the need for a clear division of responsibilities between stewards and engineers to maintain a healthy data ecosystem.