This article explores Snowflake's access control frameworks, comparing Role-based Access Control (RBAC) and Attribute-based Access Control (ABAC), and explaining how row-level security enables proper data governance and segregation of duties.
For any data platform, data organization and security must be treated with utmost importance. While maintaining and managing data efficiently is crucial, security ensures the right access levels by enforcing the Principle of Least Privilege so users operate within minimum necessary limits.
Snowflake, as a sophisticated data platform, treats security as an empowerment feature for platform users. Customers beginning their data journey often wonder about privilege distribution and how Snowflake handles access isolations in diverse workspaces.
Role-based Access Control is an authorization framework in Snowflake that enables administrators to limit or channel appropriate permission levels based on:
Examples include Data Engineer, Manager, or data integration platform/application roles.
Attribute-based Access Control evaluates an attribute or combination of attributes associated with a person, rather than their job role, to execute granted operations. Common user attributes include position, department, and security clearance.
Example: User 'Tony Stark', the 'Manager' of the 'IT' department is allowed 'select' access on 'Innovations Table in Org Database' as long as he has 'security clearance'.
Roles are controlling factors that enforce and drive data, object, and account access control for organizations and their associates. There are two types:
Row-level security (RLS) in Snowflake is fulfilled by the 'Row Access Policy' feature. This policy controls dataset accessibility on relational objects (tables or views) based on:
RLS is responsible for Segregation of Duties (SoD) and granular governance from an administration standpoint in centralized or decentralized manner.
Consider these essential questions about Snowflake's security framework:
Answering "YES" to all three suggests that ABAC is conceptually bound into Snowflake's security model.
Given how roles provision access in Snowflake and ABAC's interrelationship with RBAC, RLS is driven by roles and their privileges that govern access patterns and Segregation of Duties for authorized individuals on relational assets. This understanding reveals that ABAC is implicitly integrated into the platform's authorization framework, making RBAC the smart access control model in Snowflake.