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1. You are developing a Snowflake Native Application that offers a data anonymization service to consumers using Snowpark Container Services. The service accepts a dataset from the consumer's Snowflake account, performs anonymization within the container, and then writes the anonymized data back to a new table in the consumer's account. Which of the following is a correct and secure combination of actions required to successfully achieve this data transfer, assuming the container is already built and pushed to Snowflake's registry? (Select all that apply)
A) The consumer must grant the USAGE privilege on the database containing the table to be anonymized to the application during installation.
B) The container service must use Snowflake's internal API to authenticate and authorize access to the consumer's data using a database role assigned via entitlement.
C) The application package owner must grant the 'IMPORTED PRIVILEGES' privilege on the database containing the anonymization logic to the consumer's account before installation.
D) The application package must contain a setup script that creates a new stage in the consumer's account to facilitate data transfer.
E) The consumer must grant CREATE TABLE privilege on the database where the anonymized data should be stored to the application's service account via an entitlement.
2. You are tasked with designing a Snowflake Native App that requires multiple roles with different levels of access to its functionalities. The app needs to define which roles can perform specific actions, such as viewing data, modifying data, or managing app settings. Which of the following methods are CORRECT ways to control role-based access within a Snowflake Native App? (Select all that apply)
A) Using the 'allowed_roleS section in the manifest file to restrict access to certain functionalities based on the consumer's roles. This ensures that only authorized roles can interact with those components.
B) Defining roles within the setup script with specific privileges and instructing the consumer to grant their existing roles to these newly created roles.
C) Defining application roles within the provider account and mapping them to consumer roles during the installation process. These application roles can then be used for fine-grained access control.
D) Creating separate versions of the application for each role, with each version containing only the functionalities that the role is allowed to access.
E) Granting specific privileges to roles directly within the application's stored procedures and functions, checking the current role using and conditionally executing code based on the role.
3. You are packaging a Snowflake Native Application for listing on the Marketplace. You have developed a setup script (setup.sql) that creates necessary tables and stored procedures within the application container. During the security scan, you receive warnings related to 'Excessive Privileges Granted'. Review the following snippet from your setup.sql script:
What specific change(s) to the setup script would BEST address the 'Excessive Privileges Granted' warning while ensuring the application functions correctly after installation?
A) Modify the procedure to run with caller's rights (EXECUTE AS CALLER) and grant SELECT on 'app_data' directly to the end-user's role instead of the application role.
B) Revoke the EXECUTE privilege on the 'init_app' procedure from the 'app_admin' role after the application is installed.
C) Modify the procedure to use an invoker's rights approach (EXECUTE AS OWNER) and limit the SELECT privilege on sapp_data' to only the specific columns required by the application.
D) Change the GRANT statement to 'GRANT SELECT ON TABLE app_data TO APPLICATION ROLE app_public WITH GRANT OPTION'.
E) Within the procedure, use the 'SECURITY INVOKER clause on the 'CREATE TABLE statement to ensure that the table is created with the end-user's privileges instead of the application owner's privileges.
4. A data engineer, Alice, is developing a Snowflake Native Application that exposes a stored procedure, 'calculate_aggregate' , within the application schema 'app_schema'. She initially granted privilege on the application database to the 'analyst_role' and EXECUTE privilege on 'calculate_aggregate' to the same role. Later, due to a security audit, she needs to revoke the 'EXECUTE privilege from 'analyst_role' but wants to ensure users assigned to 'analyst_role' can still access other objects in the application database (but not execute this specific stored procedure). Which of the following actions achieves this goal MOST efficiently and securely?
A)
B)
C)
D)
E) 
5. You've developed a Snowflake Native Application. During the installation process in a consumer's account, the installation fails. The error message is vague and doesn't pinpoint the exact cause. What are the MOST effective steps you can take, in order , to diagnose the installation failure and provide the consumer with a resolution? (Select the top 3 steps)
A) Leverage the 'SYSTEM$GET PKG INSTALLATION ERRORS function in the provider account to retrieve detailed error messages and debugging information related to the failed installation. Correlate this with the installation version and consumer account I
B) Examine the consumer's ACCOUNT_USAGE views, specifically related to query history and errors that occurred during the installation timeframe.
C) Review the event logs generated by the application during the installation process using Snowflake Event Tables. Use the appropriate filtering and querying techniques to narrow down the relevant events.
D) Request the consumer to share their entire Snowflake account metadata with you for debugging purposes.
E) Ask the consumer to manually create all the required roles and grants before attempting the installation again.
Solutions:
| Question # 1 Answer: B,E | Question # 2 Answer: C,E | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: A,B,C |
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