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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Deployment and Marketplace Publishing	25%	- Distribution and lifecycle management 1. Marketplace listings and publishing 2. Version upgrades and release management
Native Application Design and Creation	35%	- Application development workflow 1. Building and versioning applications 2. Application roles and privileges
Installation, Testing and Troubleshooting	20%	- Validation and debugging 1. Tracing and troubleshooting workflows 2. Logging and event tables
Snowflake Native App Framework Overview	20%	- Native application concepts and architecture 1. Manifest files and setup scripts 2. Application packages and structure

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q376-Q381):

NEW QUESTION # 376
A data analytics company, 'Data Insights Pro', develops a Snowflake Native Application that provides advanced data visualizations. They want to publish this application on the Snowflake Marketplace as a public listing. Which of the following steps are required in addition to the standard application creation and packaging, specifically focusing on the public listing aspects? Assume the necessary roles and privileges are already granted.

A. Create a detailed listing description, including features, benefits, and example use cases, and define the support channels.
B. Implement robust application usage monitoring and metering to ensure accurate billing if a commercial model is used.
C. Submit the application package to Snowflake for security and compliance review before making it available on the Marketplace.
D. Define a pricing model using Snowflake's monetization features and configure the listing visibility to 'Public'.
E. Ensure that the application is compatible with all Snowflake regions before publishing to a public listing.

Answer: A,C,D

Explanation:
Publishing a Snowflake Native Application to the public Marketplace requires several key steps beyond basic application development. Defining a pricing model and setting visibility to 'Public' (A) are crucial for a commercial app. Submitting the package for review (C) is mandatory for public listings to ensure security and compliance. A detailed listing description (D) improves discoverability and user understanding. While monitoring (B) is recommended, and region compatibility (E) is ideal, they aren't strictly required steps specifically for the public listing itself, although Snowflake's listing process will likely have checks related to this.

NEW QUESTION # 377
You are designing a Snowflake Native Application package. You need to include a specific version of a Javascript UDF that calculates a complex statistical metric. You want to ensure that even if you update the application in the future, older installations continue to use the original Javascript UDF version. You also want to ensure that the javascript code is obfuscated. How do you design the application package directory structure and the UDF creation to achieve this? (Assume the UDF javascript source is named 'metric_vl .js' and is placed in the correct location within the application source code directory). The relevant 'manifest.yml' excerpt is:

A. Option D
B. Option A
C. Option C
D. Option E
E. Option B

Answer: D

Explanation:
Option E correctly addresses the requirements. By creating the 'udfs' subdirectory and placing 'metric_vl .js' within it, and 'versioned: true' inside the 'manifest.ymr file allows for versioning of the script. Use of the .js' syntax within the UDF definition ensures that the correct version is referenced even after application updates. By using the upload command, this ensures that the file is obfuscated, and by referencing the original name in the UDF creation, this will ensure that the obfuscated version is used for all consumer instances. Options A and B do not provide versioning or obfuscation. Option C is incorrect because it does not utilize Snowflake's versioning or correct syntax, and the uploaded, obfuscated javascript can no longer be referenced. Option D is incorrect since the command upload command does not rename the js file, and the file would not be referenced correctly.

NEW QUESTION # 378
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 CONSUMPTION listing type and define metering events based on API calls made. Set the cost per metering event.
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 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.
D. 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.
E. 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.

Answer: A

Explanation:
The correct approach is to use 'snowflake.snowpark.functions.metering' to track API calls and configure a CONSUMPTION listing. CONSUMPTION listings allow you to define metering events and their corresponding costs, enabling usage-based pricing. Options A is partially correct regarding the metering function but incorrect about the listing type. Standard listing is for free apps. Other options bypass native monetization and require manual billing processes, defeating the purpose of leveraging the Marketplace's monetization features.

NEW QUESTION # 379
You are developing a Snowflake Native Application that uses a UDF to process data in the consumer's account. The UDF needs to access a specific table in the consumer's account but the UDF is running as Invoker's Rights (IR). Select all that apply to securely configure data access for this scenario using a data access framework and least privilege principles:

A. Create a secure view that exposes only the necessary columns of the table, granting 'SELECT privilege on the secure view to the application's invoker role. Configure the UDF to select from this secure view.
B. Grant 'SELECT privilege on the specific table directly to the application's invoker role.
C. Create an API integration that enables the UDF to securely authenticate and access the data through an external service.
D. Create a stored procedure running as OWNER, grant necessary privileges, then call this SP from UDF running as Invoker.
E. Grant 'SELECT privilege on the specific table to the application's service user role. Configure the UDF to run as OWNER, and use 'EXECUTE AS OWNER.

Answer: A,D

Explanation:
Options B and E are correct. Option B implements the data access framework with least privilege using secure views. Granting direct SELECT access (Option C) to the table to the invoker role is not recommended because it exposes the entire table and it will not work as IR UDF cannot directly access consumer data. Using external services(Option D) is an option, but not the most efficient for accessing local data. Option A won't work directly without proper data access framework as it is. Data access framework will solve this issue. Using an intermediate SP as OWNER called by the UDF as INVOKER is a valid approach.

NEW QUESTION # 380
You have listed a Snowflake Native Application on the Marketplace. Several customers have installed your application and are actively using it. You discover a critical bug that requires an immediate fix. What is the MOST effective approach to deploy this fix to all existing installations of your application with minimal disruption to the consumers?

A. Use the 'ALTER APPLICATION ... UPGRADE' command in the provider account to forcibly upgrade all consumer installations to the latest version.
B. Update the listing on the Marketplace with the corrected version of the application. Snowflake will automatically push the update to all consumers during their next maintenance window.
C. Create a new version of the application package with the fix. Then send a notification to all consumers with instructions on how to manually upgrade their applications to the new version.
D. Unlist the current application version from the Marketplace and relist the new, corrected version. This will force consumers to reinstall the application.
E. Create a new version of the application package with the fix. Consumers will be notified of the available update and can choose when to upgrade.

Answer: E

Explanation:
The best approach is to create a new version of the application package (B). Snowflake provides a mechanism for consumers to be notified of available updates and allows them to choose when to upgrade, providing control and minimizing disruption. Option A is incorrect because Snowflake does not automatically push updates. Option C is not a valid command and forcefully upgrading is generally discouraged. Option D is less efficient as it relies on manual consumer action. Option E is the worst option, as it would cause significant disruption and data loss for consumers. The application provider creates a new version of the application and publishes that to the marketplace, making it available for consumers to upgrade their installations.

NEW QUESTION # 381
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