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Snowflake NAS-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q21-Q26):

NEW QUESTION # 21
A consumer installs a Snowflake Native Application from the Marketplace. The application requires access to a specific table, 'CUSTOMER DATA' , in the consumer's account. Which of the following steps are essential for the consumer to properly grant the application the necessary permissions, following least privilege principles, and ensuring the application functions as intended? Assume the application developer has properly requested the table grant in the setup script.

A. Grant the 'IMPORTED PRIVILEGES privilege on the database containing 'CUSTOMER_DATX to the application role created during installation.
B. Grant the 'USAGE privilege on the database and schema containing 'CUSTOMER_DATA' to the application role and then grant 'SELECT on the 'CUSTOMER DATA table to the application role.
C. Create a share from the provider account granting access to the 'CUSTOMER DATA' table and import it into the consumer account.
D. Grant the 'SELECT privilege directly on the 'CUSTOMER_DATA' table to the 'SNOWFLAKE.APP_ROLE' role associated with the application instance.
E. Grant 'OWNERSHIP' on the "CUSTOMER_DATR table to the application role. This provides the application with complete control over the table.

Answer: B

Explanation:
Option D is correct because it grants the minimum required privileges for the application to access the 'CUSTOMER_DATX table. Granting USAGE' on the database and schema allows the application to navigate to the table. Granting 'SELECT' on the table itself allows the application to read the data. Options A, B, C and E are incorrect because they either grant excessive privileges, are not the correct approach for Native Apps (Shares), or grant permissions to the wrong role.

NEW QUESTION # 22
You are developing a Snowflake Native Application that uses Snowpark Container Services. Your application consists of multiple containerized services that require varying levels of computational resources. You want to optimize resource utilization and minimize costs by using a single Compute Pool for all services, while ensuring that each service has guaranteed access to resources. Which of the following strategies and SQL commands (or configurations) can be used to achieve this?

A. Use a single Compute Pool and rely on the container orchestration system to dynamically allocate resources among the services. Monitor utilization and adjust the Compute Pool size as needed. No SQL commands are needed.
B. Create a resource monitor and assign it to the COMPUTE POOL to manage cost. Resource monitors cannot be used to granular control the compute pool usage for native applications.
C. Use a single Compute Pool, create separate user-defined functions (UDFs) for each service and control resource allocation using the 'RESOURCE MONITOR parameter for each UDF.
D. Create separate Compute Pools for each service, sizing each pool according to the service's peak resource requirements.
E. Create a single Compute Pool and configure resource quotas for each service using container orchestration-specific configurations (e.g., Kubernetes resource quotas). While not directly managed via SQL, proper configuration of the container orchestrator is required.

Answer: A,E

Explanation:
Option B is valid because the underlying container orchestration system dynamically allocates resources. Option C is also valid because resources can be configured in container orchestration systems to achieve resource guarantees for each service. Creating separate compute pools may be costly and inefficient in terms of resource management. Resource Monitors are for cost control not fine-grained service-level resource management. It provides control to monitor cost. The correct configuration of the container orchestrator is critical to achieve desired outcomes.

NEW QUESTION # 23
You are developing a Snowflake Native Application that needs to be deployed across multiple Snowflake accounts. The application includes a setup script that creates several tables and stored procedures. However, some consumers might have naming conflicts with the objects created by your setup script. Which of the following strategies can you use to minimize naming conflicts and ensure smooth application deployment? (Select all that apply)

A. Utilize the 'CREATE OR REPLACE syntax for all objects in the setup script to overwrite any existing objects.
B. Instruct consumers to drop any conflicting objects before installing the application.
C. Package all application objects into a dedicated schema within the consumer's database.
D. Dynamically generate object names within the setup script using the application's name and a random suffix.
E. Prefix all objects created by the setup script with a unique, application-specific identifier.

Answer: C,D,E

Explanation:
Prefixing objects with an application-specific identifier provides a clear and consistent way to avoid naming collisions. Dynamically generating object names makes it very unlikely for conflicts to occur. Packaging objects into a dedicated schema isolates the application's objects and prevents them from interfering with the consumer's existing objects. Asking consumers to drop objects is not user-friendly and can lead to data loss. Using 'CREATE OR REPLACE might unintentionally overwrite important objects belonging to the consumer.

NEW QUESTION # 24
You are tasked with publishing a Snowflake Native Application to the Snowflake Marketplace. Your application relies on specific external packages available through Anacond a. You've already built your application and are preparing to create the listing. Which steps are NECESSARY to ensure that consumer accounts can successfully install and use your application, considering external package dependencies?

A. Include a 'requirements.txt file within your application package listing all required Python packages and their versions.
B. Explicitly import all required external packages within the application's setup script using 'import
C. Distribute the packages directly as part of the application code. This avoids external dependencies.
D. When creating the Snowflake Marketplace listing, specify the required external packages under the 'External Packages' section using the fully qualified package name (e.g., 'snowflake.ml.modeling').
E. Consumers are automatically prompted to install any missing external packages upon installing the application; no specific action is required during listing creation.

Answer: D

Explanation:
Option C is correct. The Snowflake Marketplace listing requires you to explicitly declare the external packages your application depends on in the 'External Packages' section. This allows Snowflake to automatically handle the package installation in the consumer's account. Options A and B are relevant during application development, not listing creation. Option D is not scalable for commonly used packages. Option E is incorrect because consumer intervention may be necessary but Snowflake must be aware of dependencies to guide them.

NEW QUESTION # 25
You are responsible for managing the pricing plans for your Snowflake Native Application listed on the Marketplace. You want to offer a 'Premium' tier that includes additional features and resources. To achieve this, you need to modify the listing to include this new pricing option. Which of the following steps are NECESSARY and in the CORRECT order to successfully add the 'Premium' tier to your application's listing, ensuring existing customers are not negatively impacted? (Choose two options in their proper order)

A. 1. Update the Marketplace listing by adding the 'Premium' pricing tier with appropriate settings, but without modifying the application package. 2. Inform existing customers that the new pricing tier is available.
B. 1. Modify the existing application package in place to include the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the modified application and add the 'Premium' pricing tier with appropriate settings.
C. 1. Create a new version of the application package in your provider account with the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the new version of the application and add the 'Premium' pricing tier with appropriate settings.
D. 1. Update the listing on the Marketplace with the new pricing tier. 2. Ensure backward compatibility for existing customers by implementing logic in the application to detect their current tier and maintain existing functionality.
E. 1. Test new Pricing in a Sandbox environment with few consumers. 2. Deploy the new version to the consumer accounts.

Answer: C,D

Explanation:
The correct answer is A then E. First, a new version of the application package (A) is created with the code changes to support the 'Premium' features. Then, the Marketplace listing is updated with the new version and the 'Premium' pricing tier. It's also important to ensure backward compatibility for existing customers (E) so their experience is not negatively affected after the update. Option B is incorrect because modifying the existing application package in place can cause issues for existing installations. Option C is incorrect because you must implement the new features. Option D is relevant but it's not what the question is asking for and it is not a comprehensive answer.

NEW QUESTION # 26
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