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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Installation, Testing and Troubleshooting	20%	- Validation and debugging 1. Tracing and troubleshooting workflows 2. Logging and event tables
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
Deployment and Marketplace Publishing	25%	- Distribution and lifecycle management 1. Marketplace listings and publishing 2. Version upgrades and release management

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q306-Q311):

NEW QUESTION # 306
You are creating a Snowflake Native Application that uses Snowpark Container Services. The application needs to process large datasets and requires a Compute Pool with specific GPU resources. You use the following SQL command to create a compute pool:

After creating the compute pool, you notice that your Snowpark Container Service is unable to start. Upon inspecting the 'SYSTEM$GET CP POLICY' for the allowed instance families list does not contain 'GPU NV M'. What is the MOST likely reason for this and how do you rectify it?

A. The COMPUTE POOL needs to be explicitly associated to the application package by running ALTER APPLICATION PACKAGE ADD COMPUTE POOL my_compute_poor.
B. The account does not have access to GPU-based instance families. Contact Snowflake support to enable GPU instance families for your account.
C. You need to explicitly grant the 'USAGE privilege on the instance family to the application role used by the container service using "GRANT USAGE ON INSTANCE FAMILY GPU NV M TO ROLE
D. The specified instance family is invalid or not supported in your region. Use 'SYSTEM$GET_CP POLICY to verify the available instance families and choose a supported one.
E. GPU instance types are automatically enabled as part of SPCS and there is no account restriction.

Answer: B

Explanation:
GPU instance families are not automatically enabled for all accounts. Access must be explicitly granted. Without the necessary account permissions, the compute pool creation might succeed, but the container service will fail to start. The account admin needs to contact Snowflake to enable it.

NEW QUESTION # 307
You are designing the setup script for a Snowflake Native Application. This application requires the creation of several views based on data residing in the consumer's account. These views need to be dynamically created based on a configuration table that is part of your application package. The configuration table contains view names, the underlying tables in the consumer's account, and the specific SQL queries for each view. The design must adhere to best practices for security and data governance. Which approach would you use for designing this setup script, considering security vulnerabilities and execution context?

A. Use a stored procedure, owned by the application, to dynamically generate and execute the 'CREATE VIEW statements. The stored procedure reads the view definitions from the configuration table and creates the views using dynamic SQL.
B. Employ parameterized SQL (using '?' 7 placeholders) within the 'CREATE VIEW' statements, binding the view names and queries read from the configuration table. Execute these statements using 'EXECUTE IMMEDIATE to prevent SQL injection vulnerabilities.
C. Create a series of static 'CREATE VIEW' statements within the setup script, each targeting a predefined table in the consumer's account. The application will handle data filtering within these views.
D. Use dynamic SQL generation with proper escaping functions (e.g., to prevent SQL injection. Store the generated SQL in a temporary table, and then execute each statement from the temporary table using 'EXECUTE IMMEDIATE
E. Directly construct and execute the 'CREATE VIEW' statements within the setup script using string concatenation, reading the view definitions from the configuration table. This minimizes code complexity and ensures immediate view creation.

Answer: A

Explanation:
Option D represents the most secure and maintainable approach. By using a stored procedure owned by the application, you encapsulate the dynamic SQL generation and execution within a controlled environment. This reduces the risk of SQL injection vulnerabilities because the stored procedure is executed with the privileges of the application, and not the installer or end user. Parameterized SQL (Option B) is not directly supported for object names or complex SQL structures in Snowflake. String concatenation (Option A) is highly vulnerable to SQL injection. Using a temporary table (Option C) adds unnecessary complexity without significantly improving security. Static views (Option E) are inflexible and don't address the requirement of dynamic view creation.

NEW QUESTION # 308
A Native App provider has created an application package and wants to control the versions of the application available to different consumers. They need to ensure that a specific consumer account, 'CUSTOMER R, only has access to version '1.0' of the application. Which of the following steps are necessary to achieve this?

A. The provider must first create a new version of the application package containing only version 1 .C , and then create an authorization grant for the role to CUSTOMER A that includes version '1.0'
B. Specify the version '1.0' when creating the share object for 'CUSTOMER_A'.
C. Create a new application package specifically for 'CUSTOMER A' and only include version '1.0' in that package.
D. When creating the authorization grant for for the APPLICATION ROLE, specify VERSION = '1.01.
E. No specific steps are required. By default, consumers will automatically receive the latest version of the application.

Answer: D

Explanation:
The correct approach is to specify the VERSION parameter within the CREATE AUTHORIZATION GRANT statement. This allows the provider to control which version of the application a specific consumer is authorized to use. Creating separate packages or shares is not the intended mechanism for version control within the Native App Framework. It's important to grant authorization to application roles.

NEW QUESTION # 309
You are designing a Snowflake Native Application that performs sentiment analysis on customer reviews. The application needs to store intermediate results and provide aggregated sentiment scores to the consumer. You are considering using either temporary tables or regular tables within your application package. Which of the following considerations are most important when deciding between these two options?

A. Temporary tables are visible to all roles within the application package, simplifying data access and management for different components of the application.
B. The data retention period for regular tables can be used to implement data versioning and auditing within the application package.
C. Regular tables are persisted across sessions and can be queried by the consumer after the application has completed its processing. This allows the consumer to analyze the intermediate results and gain further insights.
D. Temporary tables are automatically dropped at the end of each session, ensuring that no sensitive data is persisted longer than necessary. This is crucial for maintaining data privacy and compliance.
E. Regular tables require specifying a data retention period, which adds complexity to the application's setup script and can potentially lead to data loss if not configured correctly.

Answer: B,C,D

Explanation:
Options A, C, and E are correct. Temporary tables ensure data privacy by being session-bound. Regular tables allow consumers access to results and enable data versioning. Option B is incorrect because temporary tables are only available to the session that created them. Option D is partially correct, but the benefit of data versioning outweigh the cost of implementing retention period.

NEW QUESTION # 310
You are developing a Snowflake Native Application that requires configurable settings for different customer environments. These settings include API endpoint URLs, authentication keys, and resource limits. You want to allow the consumer to configure these parameters during installation. Which of the following options are valid methods for securely and effectively handling these configurations in a Snowflake Native App?

A. Store configuration parameters directly in the application code as environment variables. This simplifies initial setup and reduces dependencies on external services.
B. Implement configuration tables within the application's shared data, secured by appropriate grants and roles, and provide a setup script that the consumer can execute to populate these tables with their desired values. Use secure views to access this configuration data.
C. Expose configuration parameters as secure UDFs (User-Defined Functions) that the consumer can modify after installation. This allows for dynamic adjustments without direct access to internal application logic.
D. Utilize the 'SNOWFLAKE.ACCOUNT_USAGE schema to store configuration values. This ensures high availability and scalability, as it leverages Snowflake's managed infrastructure.
E. Create a dedicated Snowflake stage for configuration files. Consumers can upload their configuration files to this stage during installation, and the application reads these files upon startup.

Answer: B

Explanation:
Option C is the most suitable and recommended approach. Storing configuration parameters in secure configuration tables within the application's shared data, secured by appropriate grants and roles, allows the consumer to set configurations without compromising the application's code or security. Option A is not ideal because secure UDFs are meant for other purposes. Option B is incorrect because 'SNOWFLAKE.ACCOUNT_USAGE schema is read-only. Option D is a security risk. Option E is less secure and less manageable.

NEW QUESTION # 311
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