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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. A Snowflake Native App is designed to perform complex data transformations on large datasets provided by the consumer. To optimize performance and manage resource consumption, you need to choose the appropriate execution context for your application logic. Which of the following options should be considered to accomplish this?

A) Leveraging Snowflake's external functions to offload data transformations to a separate cloud-based compute environment.
B) Run entire process by calling API from provider side.
C) Using a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step.
D) Distributing the transformations across multiple SQL UDFs running in parallel using Snowflake's compute grid.
E) Executing all data transformations within a single stored procedure to minimize overhead.

2. You have created a Snowflake Native Application that includes a User-Defined Function (UDF) written in Python. The UDF processes JSON data and performs complex calculations. During testing in a consumer's account, you discover that the UDF is running slower than expected. What steps can you take to optimize the UDF's performance? (Select TWO)

A) Recompile the UDF with the latest version of the Snowflake runtime environment.
B) Increase the warehouse size allocated to the consumer's account, as this directly impacts UDF execution speed.
C) Reduce the complexity of the UDF by simplifying the calculations and minimizing the amount of data processed.
D) Switch the UDF implementation from Python to SQL, as SQL UDFs are generally faster than Python UDFs.
E) Leverage vectorization techniques within the Python UDF using libraries like NumPy to perform operations on entire arrays instead of individual elements.

3. You are preparing to publish a Snowflake Native Application on the Snowflake Marketplace. Your application requires several external functions (UDFs) that need to be securely called. Which of the following steps are crucial to correctly configure these external functions within your application package to ensure they function as expected after installation by consumers?

A) Grant the ' USAGE privilege on the API integration object to the application role used by the consumer. This will be automatically inherited when the consumer installs the application.
B) Define external functions with 'VOLATILE keyword to bypass security restrictions. As it needs to be executed during installation, define it in application setup scripts and the API integration object's details will be automatically configured at the consumer end.
C) Provide clear documentation for the consumer to manually configure the API integration object in their Snowflake account after installing the application.
D) Set the application version as 'TRUSTED' using the 'ALTER APPLICATION VERSION' command after installation.
E) Ensure that the external functions are defined using the 'SECURE' keyword and that the API integration object associated with the functions is included in the application package setup script.

4. You are managing a Snowflake Native Application that provides data enrichment services. Over time, you've accumulated several application package versions: v1 .0 (initial release), v1.1 (bug fixes), v2.0 (new features and schema changes), and v2.1 (performance improvements for v2.0). Some consumers are still using v1 .0, while others have upgraded to v2.1. You need to retire v1.0 to reduce maintenance overhead. Which of the following actions and considerations are MOST important when deprecating vl .0? Select TWO that apply.

A) Identify consumers still using v1.0. Communicate the deprecation timeline and provide clear instructions on how to upgrade to a supported version. Offer support during the transition.
B) Immediately drop version v1.0 from the application package to free up storage space.
C) Automatically migrate all consumers still using v1.0 to the latest version (v2.1 ) without their consent to simplify management.
D) Keep v1.0 indefinitely to ensure compatibility with all existing application instances, regardless of usage.
E) Update the application's metadata in the Snowflake Marketplace to indicate that v1.0 is no longer supported.

5. You are managing a Snowflake Marketplace listing for your native application. You need to update the application logic and schem a. Which of the following actions is the correct sequence to perform the update in a non-breaking way for existing consumers?

A) Create a new version of the application with the updated logic and schema, test it thoroughly, and then release it as an upgrade on the Marketplace.
B) Directly modify the application's code and schema in the production environment, then announce the changes to consumers.
C) Create a patch version with bug fixes and create a new minor version with schema changes, and release it as an upgrade on the Marketplace.
D) Modify the existing application's code and schema, create a new listing for the updated version, and remove the old listing.
E) Deprecate the existing version of the application and force all consumers to upgrade to the new version within 24 hours.

Solutions: