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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. A Native App provider has released a new version of their application. After installation, some consumers report encountering 'SQL compilation errors' when using certain features that rely on Java UDFs. The provider has thoroughly tested the application and cannot reproduce the error in their development environment. What are the MOST LIKELY causes of this issue and how can the provider systematically troubleshoot and resolve it? (Select TWO)

A) The Java UDFs are encountering data type mismatches due to differences in regional settings or data formats between the provider's and consumer's environments. The provider should enforce strict data validation and type conversion within the UDFs.
B) The Java UDFs are using external libraries that are not compatible with the consumer's Snowflake environment or are missing entirely. The provider should explicitly declare all dependencies in the application manifest and ensure they are properly packaged and deployed.
C) The provider's development environment is using a newer version of the Snowflake Java runtime than the consumer's environment. The provider should downgrade their development environment to match the oldest supported version and re-test the application.
D) The consumer's Snowflake account has insufficient compute resources to execute the Java UDFs. The provider should instruct the consumer to upgrade their virtual warehouse size.
E) Consumer-side firewall rules are blocking access to external resources used by the Java UDF. The provider should thoroughly document the necessary network configurations for consumers.

2. A data science team is developing a Native App on Snowflake that requires access to data from multiple customer accounts (Reader Accounts). They need to ensure strict data governance and minimize the risk of data leakage. Which of the following approaches provides the MOST secure and scalable solution for accessing and managing this cross-account data?

A) Package the data extraction logic directly into the Native App using User-Defined Functions (UDFs) that establish secure connections to each consumer account using separate credentials stored securely within the application package.
B) Utilize secure data sharing with data clean rooms, exposing the required datasets via views on each data clean room.
C) Grant SELECT privileges directly to the application role on all relevant tables in the consumer accounts.
D) Create a shared database from each consumer account containing views over the required tables, granting SELECT privileges on these views to the application role.
E) Implement a data access service within the Native App that uses external functions to query data from consumer accounts, relying on network policies for security.

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

4. You are developing a Snowflake Native Application that allows consumers to schedule data transformations using a stored procedure.
This stored procedure needs to be able to access and update a configuration table within your application package, as well as read data from the consumer's tables. Which of the following approaches are valid and secure ways to grant the stored procedure the necessary privileges?

A) Create a secure view that exposes only the necessary columns from the consumer's tables. Grant the stored procedure 'SELECT privilege on the secure view using the ' EXECUTE AS OWNER clause and the application role 'USAGE on the schema containing the stored procedure.
B) Use the 'EXECUTE AS CALLER clause when creating the stored procedure and grant the application role 'USAGE' on the schema containing the stored procedure. This allows the stored procedure to execute with the privileges of the user calling it.
C) Create a custom role within the application package with the necessary privileges to access the configuration table and the consumer's data. Grant this custom role to the stored procedure using the 'EXECUTE AS OWNER clause and the application role 'USAGE' on the schema containing the stored procedure.
D) Grant the application role 'SELECT' and 'UPDATE privileges directly on the configuration table within the application package and the consumer's tables. This allows the stored procedure to access and modify the data as needed using the ' EXECUTE AS OWNER clause.
E) Grant the 'OWNERSHIP' privilege on the application package to the role executing the stored procedure. This provides the stored procedure with full control over all objects within the package.

5. A Snowflake Native App developer is creating an application that accesses a secured table 'CUSTOMER DATA' within the provider's account. The developer wants to grant the consumer read-only access to this table through the application, but only after the application is installed and the consumer has accepted the terms and conditions. Which of the following steps are necessary to achieve this goal? (Choose two)

A) Define a manifest file within the application package that specifies the 'CUSTOMER DATA' table as a resource and declares the 'SELECT privilege required by the application. Snowflake automatically grants this privilege to the application's default role upon installation.
B) Create an outbound share within the application that shares the 'CUSTOMER DATA' table with a specific application role. Configure an activation hook that runs post-installation to grant the 'SELECT' privilege on the table to the application role using the 'GRANT' command.
C) The provider creates a versioned schema in the listing and shares it with the consumer account. Once the consumer accepts the terms and conditions, the provider executes 'GRANT SELECT ON TABLE CUSTOMER_DATA TO APPLICATION ROLE app_role' within the consumer account using a secure UDF.
D) Define a stored procedure within the application package that, upon execution in the consumer account (post-installation), executes a 'GRANT SELECT ON TABLE CUSTOMER_DATA TO APPLICATION ROLE app_role' statement. The application itself doesn't directly share the data; the procedure manages the access.
E) Create a share from the provider account containing the 'CUSTOMER_DATA table and grant the consumer account access to this share using the Snowsight UI, specifically setting the ' READ ONLY' privilege on the table after the application is installed.

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