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          Policy Behavior When Consuming Data Streams and Data Objects

          Policy Behavior When Consuming Data Streams and Data Objects

          When you view or work with data objects in Data 360, access policies determine what you can see and use.

          object type what users can do
          Data Stream
          • Users can view a data stream only if they have access to the underlying data lake object (DLO).
          • Users can see the data stream mapping if they have access to the data space. However, the mapped field counts only show fields relevant to the user, excluding any fields on data model objects (DMOs) they can't access.
          DLO
          • Users can use only those DLOs that are permitted by their policies.
          DMO
          • Users can use DMOs that are permitted by their access policies.
          • Users can use DMO relationships that are permitted by their access policies.
          CIO
          • Users can view a CIO only if they have access to the CIO object.
          • You can apply field-level security (FLS) policies to a CIO to restrict which fields are visible to each user.

          Key Enforcement Callouts When Consuming Data Objects

          Here are some key callouts on how governed data behaves in Data 360, including its unique policy rules and exceptions.

          object type what users can do
          DLO
          • Users with View All and Modify All on the DLO can view all metadata. Data space assignment and policy control query access.
          • Users can view masked fields in object-level pages such as Data Explorer, Profile Explorer, and Query Editor, depending on their access.
          CIO
          • CIOs don’t have their own dedicated tab, so enforcement in the UI relies on the CI process definition along with the CIO.
          • When an FLS policy restricts access to a dimension and you query an aggregatable metric, the metric value automatically excludes the restricted dimension and rolls up to the defined dimension level.
          • When an FLS policy restricts access to a dimension, any non-aggregatable metric is automatically restricted, even if no tags or explicit policies are defined.
          • When you add a CIO to a semantic data model and apply an FLS policy that restricts access to a dimension, users are also restricted from viewing any metric that uses the same aggregation function.
          • When you apply a masking policy, metric results in semantic data model queries can vary based on the rounding behavior defined in the policy.
          DMO
          • Users with View All and Modify All permissions on the DMO can access DMO metadata, but the policy determines if query is permitted.
          • Masked fields can still be viewed in object-level pages such as Data Explorer, Profile Explorer, and Query Editor, depending on user access. For users where masking applies, these fields appear as masked.
          Search Index When you create a search index, the system automatically generates derived objects such as chunk and vector DMOs, to store the searchable data. These derived objects inherit the security policies, including object-level, field-level, and record-level security, applied to the source DMO. This ensures that search results and retrieval augmented generation (RAG)-driven insights consistently respect the governance rules of the original data.
          Data Graph
          • Policies are enforced at a granular level when users access data through a data graph. Users can view only the portions of the data graph that they have permission to access, and restricted data model objects (DMOs) and fields are excluded from the results.
          • Tags on a data graph are inherited from source DMOs and aren’t directly assigned. Propagated tags aren’t currently displayed in the data graph UI.
           
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