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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. An application provider, 'SecureData Solutions', wants to implement an in-app share within their Snowflake Native App. They intend to share a specific, filtered subset of a provider-owned table with consumers to enhance app functionality without exposing the entire dataset. Which of the following steps are REQUIRED to properly configure and utilize this in-app share?

A) Create a secure view on the provider-owned table with the desired filters, create a share in the provider account, grant usage on the database and schema containing the secure view to the share, and then grant SELECT privilege on the secure view directly to the share. Lastly, grant OWNERSHIP on the SHARE to the application role.
B) Create a database role in the provider account, grant SELECT privilege on the filtered view of the table to this database role, and then create a share and grant usage to this role.
C) Create a share in the provider account, grant usage on the database and schema containing the table to the share, and then grant SELECT privilege on the filtered view of the table directly to the share.
D) Create a secure view on the provider-owned table with the desired filters, create a database role in the provider account, grant SELECT privilege on the secure view to this database role, create a share, and grant usage to the role. Lastly, grant OWNERSHIP on the SHARE to the application role.
E) Create a database role in the provider account, grant SELECT privilege on the base table to the role, then create a SHARE and add the role to the SHARE as a privileged principal.

2. You are developing a Snowflake Native Application that relies on external functions (UDFs) hosted outside of Snowflake. You need to ensure that these external functions are securely accessed and that you can track their usage. Which of the following steps are required to correctly configure and manage access to external functions in your application package?

A) Grant the 'USAGE privilege on the API integration object to the application role that will be calling the external functions within the application package. This is done through the application setup script.
B) Implement robust error handling and logging within the application code to capture any issues related to external function calls, including authentication errors, network connectivity problems, and data transformation failures.
C) No explicit configuration is required within the application package; external functions are automatically accessible once defined in the developer's Snowflake account.
D) Define the external functions in the application manifest, specifying the API integration object used for secure communication and authentication.
E) Create a network rule in the application package that whitelists the IP addresses or hostnames of the external function endpoints. Ensure that the application manifest includes the property set to 'true' and references the network rule.

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) Utilize Snowflake's auto-suspend and auto-resume features for virtual warehouses to minimize compute costs when the application is idle.
B) Do not use transactions for data transformation pipelines as transactions introduce overhead.
C) 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.
D) Implement data skipping techniques to minimize the amount of data scanned during transformations. This involves clustering tables appropriately.
E) Force consumers to use the largest possible virtual warehouse size to ensure transformations complete quickly.

4. A provider is testing their Snowflake Native Application in a consumer environment. The application includes a Streamlit app that displays data from a table provisioned in the consumer account. The consumer reports that the Streamlit app is displaying an errorrelated to accessing the table. The 'streamlit.secretS dictionary is used to store the database connection details. The application role app_role' is designed to have access to the table. Which of the following could be potential causes of the problem, assuming the connection details are valid?

A) The 'streamlit.secretS dictionary is not accessible to the application due to incorrect file permissions.
B) The consumer has not shared the database containing the table with the provider account.
C) The 'app_role' does not have the privilege on the database containing the table.
D) The 'app_role' does not have the 'SELECT privilege on the table.
E) The Streamlit app is not properly configured to assume the when executing queries.

5. You're developing a Snowflake Native App with a Streamlit I-Jl. The app needs to read configuration data from a file named within your application package. The file contains sensitive information, and you want to ensure it's only accessible by your application's code and not directly readable by the consumer. What steps would you take to accomplish this?

A) Store 'config.json' in a table within your application's schema and grant the 'SELECT' privilege on the table to the consumer's role.
B) Store 'config.json' within the application package and read it using Python code within a stored procedure. Grant appropriate privileges on the stored procedure, but not on the 'config.json' file or the internal stage.
C) Store 'config.json' in an internal stage and grant the 'READ' privilege on the stage to the consumer's role.
D) Store 'configjson' outside the application package and read it directly from an external stage at runtime.
E) Store 'config.json' within the Streamlit code, and then encode and decode it to the original string when the user invokes the Streamlit application.

Solutions: