Free Access Snowflake.NAS-C01.v2026-05-24.q101 Practice Test (Page 11)

Question 46

You are developing a Snowflake Native Application that provides data enrichment services. You want to monetize your application through the Snowflake Marketplace using a custom, usage-based pricing model. You need to track the number of API calls made by each consumer account and bill them accordingly. Which of the following steps are necessary to implement this in your application and listing configurations?

A.Implement a metering function within your Native Application using 'snowflake.snowpark.functions.metering'. Configure your application listing with a STANDARD listing type and set a base price.

B.Use Snowflake's data sharing capabilities to share a billing table with consumer accounts, tracking API calls externally and managing billing outside of the Snowflake Marketplace.

C.Implement a metering function within your Native Application using 'snowflake.snowpark.functions.metering'. Configure your application listing with a CONSUMPTION listing type and define metering events based on API calls made. Set the cost per metering event.

D.Implement a metering function using stored procedures, record API usage in a dedicated table within your application's container and use 'CREATE NOTIFICATION INTEGRATION' to send billing data to an external system for invoice generation.

E.Implement custom code to track API calls in a table within the application package and use a scheduled task to generate billing reports manually. This report is then shared outside of Snowflake Marketplace.

Question 47

You are packaging a Snowflake Native App that includes a file. During the packaging process, you encounter an error stating that a required Python package, 'pandas', is not found. However, you have included a 'requirements.txt' file in the application bundle with 'pandas' listed as a dependency. What is the MOST likely cause of this error, and what steps can you take to resolve it?

A.The 'requirements.txt' file is not being correctly processed by the Snowflake Native App build system. Ensure the file is in the root directory of the application bundle and is properly formatted.

B.Snowflake automatically installs all packages listed in 'requirements.txt' when the application is packaged, so the issue must lie elsewhere, such as a typo in the package name.

C.Snowflake does not automatically install packages from 'requirements.txt' during packaging. You must manually upload the pandas package to a Snowflake stage and import it within your 'streamlit.py' file.

D.The 'requirements.txt' file needs to be converted to a 'setup.py' file for Snowflake to recognize the dependencies correctly.

Question 48

You've installed a Snowflake Native Application that provides advanced data analytics. The application requires a consumer-defined function (UDF), 'MASK SENSITIVE DATA, to be created in their account and used by the application. The application's setup script includes logic to check for the UDF's existence, but you want to ensure the application gracefully handles the case where the consumer has not yet created the UDF. Which of the following strategies can you implement to improve the application's resilience and provide a better user experience in this scenario? Select all that apply.

A.In the application's setup script, create a placeholder UDF with the same name and signature as 'MASK SENSITIVE DATA' that returns 'NULL'. The application logic can then handle 'NULL' values appropriately until the consumer provides the actual UDF.

B.Within the application's SQL code, use the 'TRY FUNCTION' function to call 'MASK SENSITIVE DATA'. If the UDF does not exist, 'TRY FUNCTION' will return 'NULL' instead of raising an error.

C.Implement error handling within the application's code to catch the 'SQL compilation error: UDF does not exists exception. Provide a user-friendly error message and instructions on how to create the UDF.

D.Require the consumer to create the UDF before installing the application. The application setup script should fail if the UDF is not found, preventing installation.

E.Dynamically generate the application code using a stored procedure, only including the parts of the code that rely on if the function exists. Use 'SYSTEM$GET PRIVILEGES()' to check existence.

Question 49

You are developing a Snowflake Native Application that utilizes Snowpark Container Services (SPCS). Your application requires a Compute Pool configured with autoscaling capabilities to handle fluctuating workloads. However, you want to minimize costs when the application is idle. Which of the following considerations are MOST important when defining the 'MIN NODES' and 'MAX NODES' parameters for your Compute Pool, along with the 'AUTO RESUME setting?

A.Setting to 0 allows the Compute Pool to scale down completely when idle, eliminating costs. 'AUTO_RESUME should be set to TRUE to automatically start the pool when a new request is received.

B.Setting to a non-zero value ensures that some resources are always available, leading to faster response times for initial requests. 'AUTO RESUME' should be set to FALSE to prevent unnecessary resource usage.

C.The optimal configuration depends on the balance between cost and performance. A higher 'MIN_NODES' value provides faster initial response times but incurs higher costs when idle. 'AUTO RESUME should be set to TRUE if you want the pool to automatically restart based on incoming requests.

D.The 'AUTO_RESUME parameter is irrelevant as the compute pool automatically scales based on current workload. should be set to the expected average workload.

E.Compute Pool autoscaling is managed entirely by the underlying container orchestration system and Snowflake only provides basic resource allocation. The 'MIN NODES' and 'MAX NODES parameters are advisory only.

Question 50

You're developing a Snowflake Native App. Part of your application logic involves using a UDF (User-Defined Function) to perform complex calculations on data residing in a table within the consumer's Snowflake account. Which of the following statements correctly describes how you would package and deploy this UDF within your Native App using the application package?

A.The UDF definition must be created directly within the consumer's account after the application is installed, as UDFs cannot be included in the application package.

B.You must create the UDF within a schema in your application package, and grant USAGE privilege on the schema to the application role. The consumer will automatically be granted EXECUTE privilege on the UDF.

C.You must create the UDF within a schema in your application package. No additional privileges need to be granted, as the application role automatically has all necessary privileges within the application's namespace.

D.You must create the UDF within a schema in your application package, and grant USAGE privilege on the schema to the application role. The application code can then execute the UDF without any further privilege grants within the consumer account, and the UDF can be called from SQL or other UDFs using unqualified names.

E.The UDF definition must be created as an external function, pointing to an external API endpoint that your application controls, enabling the UDF logic to be executed outside of the consumer's Snowflake environment.

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Question 46

Question 47

Question 48

Question 49

Question 50

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