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This signal belongs to the adjacent case “A frequently accessed large foreign table causes slow queries across the network,” whose remedy is Materialize selected data into Delta when latency and egress make federation inefficient. The observed result for the present requirement is Unauthorized principals cannot select the sensitive foreign tables.

That observation is a valid indicator for “A foreign schema evolves and analysts cannot see a new remote column” when using Refresh the supported foreign catalog metadata or mappings. The scenario instead tests “Only a subset of analysts may query a connected external finance database”; the relevant result is Unauthorized principals cannot select the sensitive foreign tables.

Analysts query the foreign catalog using delegated privileges would demonstrate the separate action Store connection credentials in a governed UC connection, which addresses “The external database credentials must not be embedded inside analysis notebooks.” It does not verify the requirement “Only a subset of analysts may query a connected external finance database” following Apply least-privilege UC grants on the connection/foreign objects.

Restrict allowable notebook/query execution and output governance in the Clean Room is appropriate when “A participant attempts a query that reveals prohibited per-customer attributes”; it would be verified by The prohibited row-level output is not exposed to the participant. It does not directly satisfy “The companies need cross-party join analysis with governed restrictions on raw access,” whose relevant acceptance evidence is The collaboration returns approved aggregate results without unrestricted raw extraction.

Publish and authorize the specific analytical asset under collaboration governance belongs to the separate case “Collaborators require traceable approval of a new shared analysis,” where Only the approved code and data execute for authorized participants would be expected. That differs from the condition in this stem: “The companies need cross-party join analysis with governed restrictions on raw access.”

Remove the authorized asset or access grant from the Clean Room belongs to the separate case “One party must revoke a dataset from an active collaboration,” where New collaboration queries cannot access the revoked dataset would be expected. That differs from the condition in this stem: “The companies need cross-party join analysis with governed restrictions on raw access.”

This signal belongs to the adjacent case “A participant attempts a query that reveals prohibited per-customer attributes,” whose remedy is Restrict allowable notebook/query execution and output governance in the Clean Room. The observed result for the present requirement is The collaboration returns approved aggregate results without unrestricted raw extraction.

That observation is a valid indicator for “A proposed workflow is simple one-way distribution with no joint privacy boundary needed” when using Use governed Delta Sharing rather than a full Clean Rooms collaboration. The scenario instead tests “The companies need cross-party join analysis with governed restrictions on raw access”; the relevant result is The collaboration returns approved aggregate results without unrestricted raw extraction.

This signal belongs to the adjacent case “Collaborators require traceable approval of a new shared analysis,” whose remedy is Publish and authorize the specific analytical asset under collaboration governance. The observed result for the present requirement is The collaboration returns approved aggregate results without unrestricted raw extraction.

This action solves a different issue: “The companies need cross-party join analysis with governed restrictions on raw access.” Its normal signal is The collaboration returns approved aggregate results without unrestricted raw extraction. Here the requested behavior is “A participant attempts a query that reveals prohibited per-customer attributes,” so that signal is not sufficient.

Publish and authorize the specific analytical asset under collaboration governance is appropriate when “Collaborators require traceable approval of a new shared analysis”; it would be verified by Only the approved code and data execute for authorized participants. It does not directly satisfy “A participant attempts a query that reveals prohibited per-customer attributes,” whose relevant acceptance evidence is The prohibited row-level output is not exposed to the participant.

The alternative Remove the authorized asset or access grant from the Clean Room has a distinct purpose—One party must revoke a dataset from an active collaboration. It would not establish the required outcome (A participant attempts a query that reveals prohibited per-customer attributes); the necessary verification concerns The prohibited row-level output is not exposed to the participant.

This signal belongs to the adjacent case “One party must revoke a dataset from an active collaboration,” whose remedy is Remove the authorized asset or access grant from the Clean Room. The observed result for the present requirement is The prohibited row-level output is not exposed to the participant.

That observation is a valid indicator for “The companies need cross-party join analysis with governed restrictions on raw access” when using Use a supported Databricks Clean Rooms collaboration with permitted assets and queries. The scenario instead tests “A participant attempts a query that reveals prohibited per-customer attributes”; the relevant result is The prohibited row-level output is not exposed to the participant.

That observation is a valid indicator for “A proposed workflow is simple one-way distribution with no joint privacy boundary needed” when using Use governed Delta Sharing rather than a full Clean Rooms collaboration. The scenario instead tests “A participant attempts a query that reveals prohibited per-customer attributes”; the relevant result is The prohibited row-level output is not exposed to the participant.

Use governed Delta Sharing rather than a full Clean Rooms collaboration belongs to the separate case “A proposed workflow is simple one-way distribution with no joint privacy boundary needed,” where The recipient consumes the approved shared dataset without collaborative compute would be expected. That differs from the condition in this stem: “One party must revoke a dataset from an active collaboration.”

This action solves a different issue: “A participant attempts a query that reveals prohibited per-customer attributes.” Its normal signal is The prohibited row-level output is not exposed to the participant. Here the requested behavior is “One party must revoke a dataset from an active collaboration,” so that signal is not sufficient.

Use a supported Databricks Clean Rooms collaboration with permitted assets and queries is appropriate when “The companies need cross-party join analysis with governed restrictions on raw access”; it would be verified by The collaboration returns approved aggregate results without unrestricted raw extraction. It does not directly satisfy “One party must revoke a dataset from an active collaboration,” whose relevant acceptance evidence is New collaboration queries cannot access the revoked dataset.

The recipient consumes the approved shared dataset without collaborative compute would demonstrate the separate action Use governed Delta Sharing rather than a full Clean Rooms collaboration, which addresses “A proposed workflow is simple one-way distribution with no joint privacy boundary needed.” It does not verify the requirement “One party must revoke a dataset from an active collaboration” following Remove the authorized asset or access grant from the Clean Room.

The prohibited row-level output is not exposed to the participant would demonstrate the separate action Restrict allowable notebook/query execution and output governance in the Clean Room, which addresses “A participant attempts a query that reveals prohibited per-customer attributes.” It does not verify the requirement “One party must revoke a dataset from an active collaboration” following Remove the authorized asset or access grant from the Clean Room.

Only the approved code and data execute for authorized participants pertains to a different control (Publish and authorize the specific analytical asset under collaboration governance) and a different need (Collaborators require traceable approval of a new shared analysis). It cannot establish that Remove the authorized asset or access grant from the Clean Room met the stated goal.

The alternative Remove the authorized asset or access grant from the Clean Room has a distinct purpose—One party must revoke a dataset from an active collaboration. It would not establish the required outcome (Collaborators require traceable approval of a new shared analysis); the necessary verification concerns Only the approved code and data execute for authorized participants.

This action solves a different issue: “A participant attempts a query that reveals prohibited per-customer attributes.” Its normal signal is The prohibited row-level output is not exposed to the participant. Here the requested behavior is “Collaborators require traceable approval of a new shared analysis,” so that signal is not sufficient.

Use a supported Databricks Clean Rooms collaboration with permitted assets and queries is appropriate when “The companies need cross-party join analysis with governed restrictions on raw access”; it would be verified by The collaboration returns approved aggregate results without unrestricted raw extraction. It does not directly satisfy “Collaborators require traceable approval of a new shared analysis,” whose relevant acceptance evidence is Only the approved code and data execute for authorized participants.

The prohibited row-level output is not exposed to the participant pertains to a different control (Restrict allowable notebook/query execution and output governance in the Clean Room) and a different need (A participant attempts a query that reveals prohibited per-customer attributes). It cannot establish that Publish and authorize the specific analytical asset under collaboration governance met the stated goal.

New collaboration queries cannot access the revoked dataset would demonstrate the separate action Remove the authorized asset or access grant from the Clean Room, which addresses “One party must revoke a dataset from an active collaboration.” It does not verify the requirement “Collaborators require traceable approval of a new shared analysis” following Publish and authorize the specific analytical asset under collaboration governance.

That observation is a valid indicator for “The companies need cross-party join analysis with governed restrictions on raw access” when using Use a supported Databricks Clean Rooms collaboration with permitted assets and queries. The scenario instead tests “Collaborators require traceable approval of a new shared analysis”; the relevant result is Only the approved code and data execute for authorized participants.

This action solves a different issue: “A participant attempts a query that reveals prohibited per-customer attributes.” Its normal signal is The prohibited row-level output is not exposed to the participant. Here the requested behavior is “A proposed workflow is simple one-way distribution with no joint privacy boundary needed,” so that signal is not sufficient.

This action solves a different issue: “One party must revoke a dataset from an active collaboration.” Its normal signal is New collaboration queries cannot access the revoked dataset. Here the requested behavior is “A proposed workflow is simple one-way distribution with no joint privacy boundary needed,” so that signal is not sufficient.

Publish and authorize the specific analytical asset under collaboration governance is appropriate when “Collaborators require traceable approval of a new shared analysis”; it would be verified by Only the approved code and data execute for authorized participants. It does not directly satisfy “A proposed workflow is simple one-way distribution with no joint privacy boundary needed,” whose relevant acceptance evidence is The recipient consumes the approved shared dataset without collaborative compute.

The collaboration returns approved aggregate results without unrestricted raw extraction would demonstrate the separate action Use a supported Databricks Clean Rooms collaboration with permitted assets and queries, which addresses “The companies need cross-party join analysis with governed restrictions on raw access.” It does not verify the requirement “A proposed workflow is simple one-way distribution with no joint privacy boundary needed” following Use governed Delta Sharing rather than a full Clean Rooms collaboration.

New collaboration queries cannot access the revoked dataset would demonstrate the separate action Remove the authorized asset or access grant from the Clean Room, which addresses “One party must revoke a dataset from an active collaboration.” It does not verify the requirement “A proposed workflow is simple one-way distribution with no joint privacy boundary needed” following Use governed Delta Sharing rather than a full Clean Rooms collaboration.

The prohibited row-level output is not exposed to the participant would demonstrate the separate action Restrict allowable notebook/query execution and output governance in the Clean Room, which addresses “A participant attempts a query that reveals prohibited per-customer attributes.” It does not verify the requirement “A proposed workflow is simple one-way distribution with no joint privacy boundary needed” following Use governed Delta Sharing rather than a full Clean Rooms collaboration.