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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a Snowflake Native Application that performs complex data transformations. You need to monitor the application's performance, identify bottlenecks, and track resource consumption. Which of the following approaches would effectively establish observability and telemetry for your application, ensuring you can gather granular insights into its operations?

A) Leverage Snowflake's event tables and Streamlit to visualize the performance and consumption of resources used by the application.
B) Log all application events directly to Snowflake tables using stored procedures. Analyze these tables periodically using SQL queries to identify trends and anomalies.
C) Implement custom logging within your application code, writing log messages to a temporary stage. Periodically download and analyze these log files using external tools.
D) Integrate with a third-party monitoring service (e.g., Datadog, New Relic) by sending application metrics and logs via HTTP endpoints. Configure alerts and dashboards in the monitoring service.
E) Utilize Snowflake's Information Schema views (e.g., 'QUERY_HISTORY', to track query performance and resource usage. Correlate this data with application-specific events using custom logging.

2. Consider the following scenario: You're developing a Snowflake Native Application that requires both data loading and complex analytical queries. You plan to use separate warehouses to optimize performance and manage resources effectively. Given the requirements, which of the following warehouse configurations is the MOST appropriate?

A) One large warehouse to handle both data loading and analytical queries, sharing resources to minimize costs.
B) Two warehouses: one dedicated to data loading, configured with to save costs and other warehouse for analytical queries.
C) One warehouse sized 'X-SMALL' for data loading and another sized URGE' for analytical queries.
D) Two warehouses: one dedicated to data loading configured with "WAREHOUSE_SIZE = X-SMALL' and another for analytical queries configured with 'WAREHOUSE SIZE = LARGE and 'MAX CONCURRENCY LEVEL = 8'.
E) Two warehouses: one with 'AUTO SUSPEND = 60' for data loading and another with 'AUTO SUSPEND = 3600' for analytical queries.

3. You are the developer of a Snowflake Native App, and you're designing a feature that allows consumer accounts to create custom reports based on data exposed by the application. These reports will be defined using SQL queries and stored as views within the consumer's account, referencing objects (tables, views) provided by the application. The application does NOT want to provide direct 'SELECT access on underlying application's tables. How can you enable this feature while adhering to best practices for security and access control within the Snowflake Native App Framework? (Select all that apply)

A) Expose secure views within the application package. Consumer accounts can then create views in their account that reference these secure views.
B) Create stored procedures that execute 'CREATE VIEW' statements in the consumer's account, controlled by parameters passed from the consumer, using EXECUTE AS OWNER.
C) Implement a UDF that constructs and executes the user's SQL query against the application's data and returns the results.
D) Grant the 'SELECT privilege directly on the application's underlying tables to a role in the consumer account.
E) Utilize Data Sharing to share the underlying tables directly with the consumer account.

4. A Snowflake Native App developer is creating an application that needs to access data from multiple tables within a provider account. The developer wants to ensure the principle of least privilege and minimize the surface area for potential security vulnerabilities. Which approach is the MOST secure and efficient for granting the necessary privileges to the application?

A) Grant the 'OWNERSHIP privilege on all relevant databases to the application role. This provides the application with full control over the data, ensuring it can perform any necessary operations.
B) Create a custom role in the provider account, grant the required privileges on the tables to this role, and then grant the 'USAGE privilege on this custom role to the application role.
C) Grant the 'ALL PRIVILEGES privilege on all relevant tables to the application role. This provides the application with all possible privileges, simplifying privilege management.
D) Grant the USAGE privilege on all relevant databases and schemas, and the 'SELECT privilege on only the tables required by the application to the application role.
E) Grant the 'SELECT privilege on all tables in the provider account to the application role.

5. You're packaging a Snowflake Native App and need to define the minimum Snowflake version required for installation. You also want to specify an optional PARAMETER that users can configure during installation to customize the app's behavior. Which section of the manifest file allows you to achieve this?

A) The 'deployment.sql' file where you define the app's deployment settings.
B) The 'setup.sqrl' file, where you define SQL commands to be executed during app installation.
C) The 'application.yaml' file under the 'configuration' section, where you can specify and define PARAMETERS with their types and default values.
D) The 'privileges.sql' file, where you define the privileges required by the application.
E) The 'metadata.json' file, which only contains descriptive information about the app.

Solutions: