Databricks 3 level namespace
Databricks 3 level namespace
Databricks’ Unity Catalog utilizes a three-level namespace for organizing and managing data assets:
- Catalog: This is the top-level container, acting like a database in a traditional system. It helps group related data assets together.
- Schema (Database): Within a catalog, schemas (or databases) provide another layer of organization, similar to folders or directories. They contain tables, views, and volumes.
- Objects: These are the actual data assets, such as tables, views, volumes, and models, stored within schemas.
Why use a three-level namespace?
- Granular organization: It allows for a more structured and logical arrangement of data assets, making finding and managing them more accessible.
- Reduced naming conflicts: With distinct namespaces, you can avoid naming collisions when dealing with similar objects from different sources.
- Improved security and access control: Permissions can be applied at each level, providing finer-grained control over who can access what.
Example:
Consider a data warehouse for sales data. You could have a catalog called “sales_data,” schemas for different regions (“north,” “south,” “east,” “west”), and tables within each schema for different quarters (“Q1_2023,” “Q2_2023,” etc.).
Additional notes:
- Unity Catalog is Databricks’ centralized metadata service. It provides a unified view of your data assets across workspaces and clouds.
- By default, Unity Catalog objects are “managed,” meaning Databricks manages their lifecycle and file layout. However, you can also have “external” objects referencing data stored outside Databricks.
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