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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. Your Snowflake Native App includes a JavaScript UDF that processes data from a secure view provided by the provider account. During consumer testing, the UDF fails with an 'Authorization error' even though the consumer has been granted the necessary USAGE privileges on the application package. What is the MOST likely cause of this error, and how can you resolve it within the context of a Snowflake Native App?

A) The secure view in the provider account has data masking policies applied that prevent the UDF from accessing the data. Remove the masking policies.
B) The UDF is not declared as SECURE, preventing it from accessing objects in a different security context. Declare the UDF as SECURE.
C) The consumer lacks the necessary permissions on the underlying tables referenced by the secure view in the provider account. Grant the consumer direct access to these tables.
D) The consumer's role does not have the OWNERSHIP privilege on the application object. Assign the OWNERSHIP privilege to the consumer's role.
E) The application package needs to be explicitly authorized to access secure views in the provider account. This requires a manifest update and resubmission of the package.

2. You are developing a Snowflake Native Application that relies on external functions (UDFs or external functions using API integration) to enrich dat a. After installing the application in a customer's account, you observe that the external functions are failing intermittently. The error messages indicate network connectivity issues. Which of the following troubleshooting steps would be MOST effective in diagnosing and resolving this problem from the provider's perspective, assuming you cannot directly access the customer's network configuration?

A) Monitor the external functions calls from system $ table and analyze the latency and error codes.
B) Migrate the external functions to use Snowflake's Snowpark Container Services to ensure they run within the Snowflake environment and bypass any network restrictions.
C) Create a separate Snowflake Native App that only tests network connectivity to the external API endpoint. Ask the consumer to install and run the application, and provide you with the results.
D) Instruct the customer to check their network firewall rules to ensure that outbound traffic to your API endpoint is allowed. Provide them with a list of IP addresses for your service.
E) Implement retry logic within the external function calls with exponential backoff. Log all failed attempts, including timestamps and error messages, within your provider's environment, for later analysis. Provide the customer with aggregated success/failure metrics from your logs.

3. 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) Log all application events directly to Snowflake tables using stored procedures. Analyze these tables periodically using SQL queries to identify trends and anomalies.
B) 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.
C) Leverage Snowflake's event tables and Streamlit to visualize the performance and consumption of resources used by the application.
D) Implement custom logging within your application code, writing log messages to a temporary stage. Periodically download and analyze these log files using external tools.
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.

4. You are building a Snowflake Native App that needs to store configuration settings specific to each consumer account. These settings will influence the behavior of the application. Which of the following methods is the MOST secure and recommended approach for managing these configuration settings within the Snowflake Native App Framework?

A) Utilize parameters defined in the 'setup.sql' script and accessible via SQL commands like 'SYSTEM$GET APP PARAMETER. This allows consumers to configure the application during installation.
B) Hardcode the configuration settings directly into the manifest file as environment variables.
C) Store the configuration settings directly within the application's code. This allows for easy access and modification during development.
D) Store the configuration settings in a public database table within the application's share. This makes the settings easily accessible to all consumers.
E) Use external configuration files stored in an Amazon S3 bucket and accessed via external functions. This provides flexibility and scalability.

5. You are building a Snowflake Native Application that offers a data enrichment service. You want to automate the fulfillment of new customer trials. When a customer installs your application from the Marketplace, you want to automatically provision them with a limited dataset and compute resources for a 30-day trial period. Which of the following Snowflake features and implementation steps are essential for achieving this auto-fulfillment strategy? (Choose two)

A) Use Snowflake's Resource Monitors to automatically limit the credit usage for each trial customer account.
B) Utilize Snowflake's External Functions to call an external auto-fulfillment service (e.g., AWS Lambda) that handles the provisioning logic.
C) Employ Snowflake's Event Tables to capture installation events and trigger a stored procedure within the Native App to provision the trial environment.
D) Leverage Snowflake's Marketplace Auto-Fulfillment API to automatically create a dedicated share for each customer, granting them access to the limited dataset.
E) Implement a webhook endpoint within your Native Application that listens for installation events from the Snowflake Marketplace and triggers the provisioning process.

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