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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a complex Snowflake Native Application with multiple Python modules and dependencies. You've carefully crafted your 'environment.yml' file, but during the installation process in a consumer account, you encounter intermittent errors related to package conflicts. These errors are difficult to reproduce consistently. What is the MOST effective strategy, encompassing both design and troubleshooting, to mitigate these dependency resolution issues and ensure a reliable installation experience for your users? Select TWO options.

A) Vendor all third-party Python dependencies directly into your application package (i.e., include the package code directly instead of relying on Conda installation). This creates a self-contained application with no external dependencies.
B) Implement robust error handling in your Python modules to catch potential 'ImportError' exceptions and provide informative error messages to the user, even if the underlying cause is a dependency conflict.
C) Use a broad range of package versions in your 'environment.ymr file to allow for flexibility during dependency resolution, reducing the likelihood of conflicts.
D) Pin all dependencies to specific versions in your 'environment.yml' file, including transitive dependencies, to create a deterministic and reproducible environment.
E) Examine the Snowflake logs ('SYSTEM$GET_PREDECESSORS' and 'SYSTEM$GET_DEPENDENTS') for any other applications installed in the consumer account that might be conflicting with your application's dependencies.

2. You are developing a Snowflake Native App that requires accessing a specific table within the consumer's account. The consumer should not have direct access to this table. Which of the following is the MOST secure and appropriate method to grant the necessary access?

A) Granting the CONSUMPTION usage privilege on the provider account database to the consumer account, and then granting SELECT on the specific table to a role that the app assumes.
B) Granting direct SELECT access to the consumer role on the table in the provider account, ensuring to revoke access after the app is installed.
C) Employing a Stored Procedure owned by the application role that queries the table in the provider account, and allowing access to the procedure via API integration.
D) Creating a Snowflake Secure View on the table in the provider account and sharing this view with the consumer account using Data Sharing.
E) Creating a Snowflake Secure UDF that queries the table within the provider account and exposing the UDF to the consumer account through a package.

3. You are developing a Snowflake Native App that will be listed on the Snowflake Marketplace. The application requires the consumer to grant access to their 'CUSTOMER DATA table. Which of the following statements accurately describes the process and required privileges for accessing the consumer's data?

A) The consumer grants the 'IMPORTED PRIVILEGES privilege on the database containing the 'CUSTOMER_DATX table to the application's installation role,and the application uses the CURRENT ACCOUNT() function to access the data.
B) The application automatically has full access to all tables in the consumer's account, including 'CUSTOMER_DATA' , once installed.
C) The consumer must explicitly grant the 'SELECT privilege on the 'CUSTOMER_DATR table or a secure view of that table to the application's installation role through an inbound share.
D) The consumer must explicitly grant the 'USAGE privilege on the 'CUSTOMER DATA' table to a share created by the application provider during installation.
E) The application provider defines a secure view within the consumer's account, and the consumer grants the 'SELECT privilege on the 'CUSTOMER_DATX table to the secure view.

4. You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. You've developed the application and implemented security measures. Which of the following steps are essential best practices for ensuring a successful and secure listing on the Snowflake Marketplace?

A) Clearly communicate the application's security model, including data encryption methods, access controls, and any reliance on consumer-side security configurations. Undergo and document regular security audits and penetration tests of the application.
B) Include a prominently displayed disclaimer stating that the application is provided "as is" and the provider assumes no liability for any damages arising from its use. Only provide basic installation instructions. It is the end user's responsibility to know how to use the application.
C) Implement robust error handling and logging mechanisms to provide consumers with informative error messages and aid in troubleshooting. Include mechanisms for securely collecting and storing application usage metrics (if required), ensuring compliance with privacy regulations.
D) Thoroughly document the application's functionality, installation instructions, configuration options, and any known limitations. Provide clear and concise pricing information and support contact details.
E) Avoid documenting any limitations or potential issues with the application to present a flawless image to potential consumers. Only provide limited pricing information to create a sense of urgency to potential consumer

5. A Snowflake Native App developer is designing an application that requires persisting a large volume of intermediate data during a complex data transformation process. This data is only needed during the execution of the app and can be discarded afterward. Which of the following storage options within the Snowflake Native App Framework would be MOST suitable for this purpose, considering both performance and cost-effectiveness?

A) Store the data in the user's temporary stage.
B) Use a permanent table within the application's managed database.
C) Use a transient table within the application's managed database.
D) Use an external stage pointing to AWS S3 or Azure Blob Storage.
E) Create a volatile table within the application's managed database.

Solutions: