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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are responsible for managing the pricing plans for your Snowflake Native Application listed on the Marketplace. You want to offer a 'Premium' tier that includes additional features and resources. To achieve this, you need to modify the listing to include this new pricing option. Which of the following steps are NECESSARY and in the CORRECT order to successfully add the 'Premium' tier to your application's listing, ensuring existing customers are not negatively impacted? (Choose two options in their proper order)

A) 1. Modify the existing application package in place to include the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the modified application and add the 'Premium' pricing tier with appropriate settings.
B) 1. Update the Marketplace listing by adding the 'Premium' pricing tier with appropriate settings, but without modifying the application package. 2. Inform existing customers that the new pricing tier is available.
C) 1. Create a new version of the application package in your provider account with the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the new version of the application and add the 'Premium' pricing tier with appropriate settings.
D) 1. Update the listing on the Marketplace with the new pricing tier. 2. Ensure backward compatibility for existing customers by implementing logic in the application to detect their current tier and maintain existing functionality.
E) 1. Test new Pricing in a Sandbox environment with few consumers. 2. Deploy the new version to the consumer accounts.

2. You are developing a Snowflake Native Application that needs to access user-provided data through a Secure Data Sharing. The consumer must explicitly grant access to their data container. Which approach provides the MOST secure and efficient method for allowing your application to access this data and ensure proper governance?

A) Request the consumer to create a share containing the desired data and grant usage on the share to your application's account. The application then imports this share into its own environment.
B) Instruct the consumer to create a database role in their account and grant it all necessary privileges on the data container, then grant that role to your application's account.
C) Implement a custom API endpoint that the consumer must call to securely transmit their data to your application.
D) Require the consumer to create a database from their share within your application's environment.
E) Your application creates a secure view on the consumer's data container, allowing only specific data to be accessed.

3. A Snowflake Native App developer wants to externalize certain configuration values so that a consumer can adjust the app's behavior without modifying the app's code directly. Which of the following methods is the MOST appropriate for achieving this using the Snowflake Native App Framework?

A) Storing the configuration values in a separate Snowflake table within the consumer account.
B) Hardcoding the configuration values directly into the SQL code.
C) Using dynamic SQL to modify the application code at runtime based on environment variables.
D) Defining parameters in the manifest file and using them within the application code.
E) Using Snowflake variables and setting them at the session level.

4. You are troubleshooting a Snowflake Native Application installation that consistently fails with a cryptic error message: 'Internal Application Error: Check application logs for details'. You have access to the application's code package but are unsure how to effectively gather detailed logs and telemetry data from the running application. Which strategy would provide the MOST comprehensive and maintainable observability solution within the Snowflake Native App framework?

A) Implement calls within the application code to write log messages directly to a Snowflake table owned by the application provider. Consumers can then query this table to view logs.
B) Utilize the view to analyze query execution patterns and identify potential bottlenecks within the application's SQL code.
C) Integrate a third-party logging framework (e.g., Log4j) into the application code and configure it to write logs to an external logging service accessible over the internet.
D) Leverage Snowflake's event tables and configure the application to emit custom events to these tables. Consumers can then subscribe to these events to monitor application behavior.
E) Rely solely on the error messages returned by Snowflake during application execution, as these are sufficient for identifying most installation issues.

5. You are developing a Snowflake Native App that processes data in the consumer's account and presents the results in a dashboard. You need to ensure that the dashboard automatically updates when the underlying data changes. Which of the following approaches, or combination of approaches, would be MOST effective in achieving this real-time or near real-time data refresh for the dashboard?
Choose TWO.

A) Implement a serverless function using Snowflake's Snowpark Container Services to periodically query the consumer's data and update the dashboard within the Native App environment.
B) Rely solely on the consumer's existing data pipelines to update the data used by the dashboard.
C) Schedule a Snowflake Task within the application package to refresh the data used by the dashboard every minute.
D) Use Snowflake Streams and Tasks to incrementally update the dashboard's underlying data based on changes in the source tables.
E) Implement a mechanism where the consumer's application triggers a refresh of the dashboard's data through a stored procedure whenever they detect changes in their data.

Solutions: