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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are packaging a Snowflake Native App that includes a Streamlit application for data visualization. The Streamlit application needs to access a table named 'SALES DATA within the app's data container. Which of the following steps are REQUIRED to correctly grant the Streamlit application the necessary permissions to read the data? (Select all that apply)

A) Create a service account within the Snowflake Native App and grant the 'SELECT' privilege on the 'SALES_DATR table to the service account.
B) Create a secure view on the ' SALES_DATX table, using the function in the view definition, and grant the 'SELECT privilege on the secure view to the application role.
C) Grant the 'IMPORTED PRIVILEGES' on the database containing the 'SALES DATA' table to the application role.
D) Grant the 'SELECT privilege on the 'SALES_DATX table directly to the application role defined in the setup script.
E) Grant the 'APPLOG' privilege to the application role defined in the setup script on the internal stage.

2. You are developing a Snowflake Native Application that needs to access data residing in the consumer's account. The application requires specific permissions to read certain tables and execute specific functions. How should you define and manage these access privileges to ensure both security and functionality?

A) Grant the 'ACCOUNTADMIN' role to the application. This provides unrestricted access to all resources in the consumer's account, simplifying development and deployment.
B) Rely on the consumer to manually grant the necessary privileges to the application's service account after installation. Provide clear instructions in the application's documentation.
C) Create a new database role and grant the required permissions to the database role, later grant the database role to the application role. Use secure views for access to consumer data.
D) Define a custom role within the application package with the minimum required privileges (e.g., 'SELECT on specific tables, 'USAGE on specific functions). The consumer then grants this role to the application during installation. Use secure views if needed.
E) Use the 'GRANT OWNERSHIP' command to transfer ownership of the required tables and functions to the application's service account. This gives the application full control over these resources.

3. You're developing a Snowflake Native Application that performs complex data transformations within the consumer's account. These transformations require substantial compute resources. You want to optimize resource utilization and minimize cost for your consumers.
Which strategies can you employ to achieve this goal? (Select TWO)

A) Do not use transactions for data transformation pipelines as transactions introduce overhead.
B) Implement data skipping techniques to minimize the amount of data scanned during transformations. This involves clustering tables appropriately.
C) Utilize Snowflake's auto-suspend and auto-resume features for virtual warehouses to minimize compute costs when the application is idle.
D) Implement dynamic scaling by programmatically adjusting the virtual warehouse size based on the workload using stored procedures and the function to cancel long running and inefficient tasks.
E) Force consumers to use the largest possible virtual warehouse size to ensure transformations complete quickly.

4. You are developing a Snowflake Native Application. During internal testing, you need to simulate different consumer account environments to validate the application's behavior under various conditions (e.g., different Snowflake editions, security configurations). What are the recommended methods for setting up these test environments WITHIN the constraints of the Snowflake Native App framework?

A) Utilize Snowflake's Resource Monitors to limit the resources available to the application, simulating a consumer environment with limited compute.
B) Create multiple Snowflake accounts, each representing a different consumer environment, and install the application in each account.
C) Employ multiple developer accounts with different configurations to simulate consumer environments, package your application from each account and test it. Additionally, use parameters within the setup script to configure application behavior.
D) Use Snowflake's cloning capabilities to create multiple clones of your developer account, each with different configurations, and install the application in each clone.
E) Develop a configuration file within the application that allows you to simulate different consumer environments. Implement logic in the application code to adapt to these simulated environments.

5. A Snowflake Native App includes a managed task 'app_db.app_schema.daily_data_processing'. You, as the application provider, need to ensure that consumer accounts can only execute this managed task and have no other privileges. You also need to implement robust error handling to log any failed execution attempts within the consumer account. Which of the following SQL statements, when executed within the application's installation script, provides the most secure and complete solution to achieve these requirements, including error logging within the consumer account (assuming an existing table exists)?

A) GRANT EXECUTE MANAGED TASK ON MANAGED TASK TO APPLICATION ROLE app_public WITH GRANT OPTION;
B) GRANT EXECUTE MANAGED TASK ON MANAGED TASK TO APPLICATION ROLE app_public;
C)

D)

E)

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