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1. A Snowflake Native Application provider is troubleshooting an issue reported by a consumer during testing. The application uses a UDF to process dat a. The error message suggests the UDF is failing due to insufficient permissions to access a secure view owned by the application. The UDF and view are defined as follows:
Which of the following steps are MOST likely to resolve the permission issue without compromising security principles?
A) Grant the 'IMPORTED PRIVILEGES privilege on the application database to the application's 'app_role' .
B) No further action is required. Secure views and UDFs automatically inherit the necessary privileges within the application container.
C) Grant the ' SELECT privilege on 'app_db.app_schema.secure_view' to the consumer's account.
D) Grant the ' SELECT' privilege directly on 'app_db.app_schema.internal_table' to the 'app_role' .
E) Ensure the UDF is declared as 'SECURE and the view is also declared as 'SECURES. No explicit grants are required.
2. A Native Application provider has created a database named 'app_db' using 'CREATE DATABASE app_db WITH MANAGED ACCESS;'. They now need to create a secure view that exposes a subset of data from an underlying table 'sensitive_data' within the schema 'internal_schema' of 'app_db' to a consumer's role named 'consumer role'. They wish to minimize data exposure while adhering to managed access principles. Which set of SQL statements represents the MOST secure and correct approach?
A) CREATE OR REPLACE SECURE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT SELECT ON VIEW TO ROLE consumer_role; REVOKE ALL PRIVILEGES ON VIEW app_db.internal_schema.consumer_view FROM ROLE PUBLIC;
B) CREATE OR REPLACE SECURE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT ALL PRIVILEGES ON VIEW TO ROLE consumer_role;
C) CREATE OR REPLACE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT ALL PRIVILEGES ON VIEW TO ROLE consumer_role;
D) CREATE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT SELECT ON VIEW app_db.internal_schema.consumer_view TO ROLE consumer_role;
E) CREATE OR REPLACE SECURE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT SELECT ON VIEW TO ROLE consumer_role;
3. A Snowflake Native Application relies on a warehouse named 'ANALYTICS WH' for processing dat a. The application provider wants to implement a cost-effective strategy for managing the warehouse, ensuring it's only active when needed. Which of the following combinations of warehouse parameters will lead to the most efficient cost management?
A)
B)
C)
D)
E) 
4. You are creating a Snowflake Native Application that uses Snowpark Container Services. The application needs to process large datasets and requires a Compute Pool with specific GPU resources. You use the following SQL command to create a compute pool:
After creating the compute pool, you notice that your Snowpark Container Service is unable to start. Upon inspecting the 'SYSTEM$GET CP POLICY' for the allowed instance families list does not contain 'GPU NV M'. What is the MOST likely reason for this and how do you rectify it?
A) You need to explicitly grant the 'USAGE privilege on the instance family to the application role used by the container service using "GRANT USAGE ON INSTANCE FAMILY GPU NV M TO ROLE
B) The COMPUTE POOL needs to be explicitly associated to the application package by running ALTER APPLICATION PACKAGE ADD COMPUTE POOL my_compute_poor.
C) The specified instance family is invalid or not supported in your region. Use 'SYSTEM$GET_CP POLICY to verify the available instance families and choose a supported one.
D) The account does not have access to GPU-based instance families. Contact Snowflake support to enable GPU instance families for your account.
E) GPU instance types are automatically enabled as part of SPCS and there is no account restriction.
5. A data engineering team is developing a Snowflake Native Application that processes sensitive PII dat a. They need to update the application frequently with bug fixes and performance improvements without disrupting user access. Which of the following strategies BEST balances rapid iteration with data security and minimal downtime? Consider that the application uses a secure UDF that needs to be updated in conjunction with other application code.
A) Implement in-place upgrades to the application package every time a bug fix is released, granting UPDATE privileges on the underlying data tables to the application.
B) Use versioning, creating a new version of the application package for each set of changes, and instruct consumers to manually update their application instances to the latest version.
C) Completely rebuild the application package for each release, pushing a new application to Snowflake Marketplace, forcing users to uninstall and reinstall. This guarantees a clean state but may cause disruptions.
D) Release patches as separate SQL scripts that consumers must manually apply to their installed application instances using the ACCOUNTADMIN role.
E) Use versioning, leveraging application roles and grants to control access to specific application versions. Employ automated rollout procedures to progressively expose new versions to consumers using application lifecycle management features.
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: E | Question # 3 Answer: E | Question # 4 Answer: D | Question # 5 Answer: E |
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