A data science team is developing a Snowflake Native Application that provides predictive analytics for financial institutions. The application requires access to usage data from consumer accounts, but only aggregated and anonymized data should be exposed. As the application provider, you need to grant the necessary privileges while adhering to the principle of least privilege. Which combination of global privileges and application logic will achieve this?

• A. Grant the IMPORTED PRIVILEGES global privilege on the account and rely on data sharing agreements to control access to the aggregated and anonymized data.
• B. Grant the USAGE global privilege on the account and implement stored procedures within the application that perform the aggregation and anonymizatiom
• C. Grant the ACCOUNTADMIN role to the application and rely on the application code to filter and anonymize the data.
• D. Create a custom role with the MONITOR USAGE global privilege, grant this role to the application, and use secure views within the application to expose only the aggregated and anonymized data.
• E. Grant the READ global privilege on the account metadata and use Snowflake's masking policies within the application to anonymize sensitive data.

A Snowflake Native App provider is using a Snowpark Python UDF to process data before writing it to an event table for consumption by consumer applications. The UDF fails intermittently with a 'Java heap space' error. Which of the following strategies are MOST effective in mitigating this error?

• A. Optimize the Python UDF code to use more memory-efficient data structures and algorithms, reducing overall memory consumption.
• B. Increase the warehouse size used by the consumer application instance, as this controls the memory available to the UDF during event processing.
• C. Implement batch processing within the UDF to process data in smaller chunks, reducing the memory footprint at any given time.
• D. Configure the event table function to use a larger warehouse size using the EXECUTE AS OWNER clause.
• E. Switch to a Java UDF instead of a Python UDF, as Java UDFs inherently have better memory management in Snowflake.

When designing the architecture of a Snowflake Native App, which of the following architectural considerations and trade-offs should you carefully evaluate to optimize performance, security, and cost-effectiveness? (Select all that apply)

• A. Storing all application data within the provider account and accessing it directly from the consumer account using data sharing to avoid data duplication.
• B. Choosing the appropriate data access model (e.g., UDFs, stored procedures, Snowpark) based on the specific use case and performance requirements, considering the overhead associated with each approach.
• C. Minimizing data transfer between the provider and consumer accounts by leveraging Snowpark and UDFs for data processing within the consumer's environment.
• D. Using secured API integration to call the external APIs to get real time details in the app to make the app more useful.
• E. Implementing robust error handling and logging mechanisms to facilitate debugging and monitoring of the application's behavior in both the provider and consumer environments.

You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. Before submitting the application for approval, which of the following checks are essential to perform to ensure a smooth review process and avoid potential rejections by Snowflake?

• A. Make sure every SQL role and all privileges are explicitly granted and listed in setup.sql.
• B. Thoroughly test the application in various Snowflake regions to ensure compatibility and proper functionality across different environments.
• C. Verify that the application package contains a valid 'setup.sqr file with the necessary SQL statements to initialize the application environment in the consumer account.
• D. Document all external dependencies of the application in the listing description, including any required Snowflake features or limitations.
• E. Ensure the application uses only standard Snowflake features available to all accounts, avoiding any preview or unsupported functionalities.

An application provider creates a Snowflake Native App that needs to access sensitive data within the consumer's account. The provider has already defined an APPLICATION ROLE named Which of the following combination of actions are required to grant the 'app_role' the ability to select data from a table named 'customer_data' in schema of database 'consumer_db' within the consumer's account? (Choose two)

• A. Grant the 'USAGE privilege on the schema to the 'APPLICATION ROLE app_role' .
• B. Grant the 'SELECT privilege on the 'consumer_db.app_schema.customer_data' table to the 'APPLICATION ROLE app_role'.
• C. No privileges are needed as the Application already installed in consumer account.
• D. Grant the 'IMPORTED PRIVILEGES' privilege on the 'consumer_db' database to the 'APPLICATION PACKAGE.
• E. Grant the 'SELECT privilege on the 'consumer_db.app_schema.customer_data' table to the 'APPLICATION PACKAGE