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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
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
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 (Q164-Q169):

NEW QUESTION # 164
Consider a scenario where a Snowflake Native Application contains a task named "daily data sync'. This task needs to be executed in the consumer's account. To enable proper monitoring and governance within the consumer's account, the consumer wants to tag the executions of this task. Which of the following actions must the application provider take to ensure that the consumer can successfully tag the 'daily data sync' task executions without compromising the security of the application or requiring the consumer to have elevated privileges on the application database?

A. The provider must grant the APPLY TAG privilege on the account to the consumer s account role.
B. The provider must grant the APPLY MASKING POLICY privilege on the task to the consumer's account role, enabling the consumer to configure tags via masking policies.
C. The provider cannot enable the consumer to tag the task executions without granting elevated privileges on the application database or compromising security; tagging is solely the provider's responsibility.
D. The provider must grant the APPLY TAG privilege on the task to the consumer's account role. No other configuration is necessary.
E. The provider must grant the OWNERSHIP privilege on the task to the consumer's account role, allowing the consumer to set tags directly.

Answer: A

Explanation:
Granting the 'APPLY TAG' privilege on the account to the consumer s account role enables the consumer to tag objects (including task executions) within their own account. This approach avoids granting elevated privileges on the application database or compromising the application's security, as the consumer is only able to apply tags and not modify the underlying task definition or data. The 'APPLY MASKING POLICY privilege is irrelevant for tagging, and 'OWNERSHIP' is too broad, potentially compromising security. Providers can create tasks with appropriate roles and grants to permit tagging for consumers.

NEW QUESTION # 165
You are deploying a Snowflake Native Application that utilizes a UDF (User-Defined Function) to perform complex data transformations. The UDF is written in Python and depends on several external packages. You need to ensure that the consumer of your application can seamlessly install and use the UDF without encountering dependency conflicts or versioning issues. How should you manage the UDF and its dependencies during the deployment process, considering Snowflake's Native App framework?

A. Utilize the Snowflake Native Apps framework to bundle the Python UDF and its dependencies within the application package. Snowflake will automatically handle dependency resolution during application installation.
B. Package the Python UDF and its dependencies into a ZIP file and include it in the application package. Consumers will need to manually install the dependencies using 'conda install' after installing the application.
C. Use Anaconda packages within the Snowflake environment to manage Python dependencies. Ensure all required packages are explicitly listed in the setup script used during the application installation process.
D. Upload the Python UDF code directly into a stage and create a Snowflake function using the 'CREATE FUNCTION' command. Rely on the consumer's existing Python environment to resolve dependencies.
E. Document the Python UDF dependencies in the application's documentation and instruct consumers to manually install them before using the function. No packaging is required.

Answer: A

Explanation:
The Snowflake Native Apps framework is designed to handle dependency management automatically. Option D is the correct answer. The framework ensures that the UDF and its dependencies are packaged together and resolved seamlessly during installation, avoiding conflicts and versioning issues for the consumer. Options A, C, and E place the burden of dependency management on the consumer, which is not ideal. While B uses Anaconda packages, it's less seamless and automatic than using the Native Apps framework's built-in capabilities. This automatic dependency resolution is a key benefit of the Native Apps framework.

NEW QUESTION # 166
You are responsible for deploying a Snowflake Native Application that processes sensitive financial dat a. Your team is concerned about data leakage and unauthorized access. Which of the following security measures should you implement to mitigate these risks and comply with Snowflake Marketplace best practices? (Select THREE)

A. Disable network policies on the application container to allow unrestricted access to external resources.
B. Use Snowflake Secrets to securely store and manage any API keys or credentials required by the application.
C. Implement Dynamic Data Masking on sensitive columns within the application's data container.
D. Grant the APPLICATION ROLE access to all tables within the consumer's Snowflake account.
E. Implement Role-Based Access Control (RBAC) within the application, granting only the necessary privileges to each role.

Answer: B,C,E

Explanation:
Dynamic Data Masking protects sensitive data from unauthorized users. Snowflake Secrets prevent hardcoding credentials in the application code. RBAC ensures that users only have the necessary privileges. Granting access to all tables (Option B) is a major security risk. Disabling network policies (Option D) increases the attack surface.

NEW QUESTION # 167
You are developing a Snowflake Native App that needs to perform asynchronous tasks in the consumer's account. Which of the following approaches is the MOST suitable and secure way to achieve this, ensuring minimal impact on the consumer's resources and maintaining data integrity?

A. Implement a Snowpark UDF that starts a new thread to handle the asynchronous task within the consumer's compute environment.
B. Create a Snowflake Task that is executed within the consumer's account, triggered by events within the application, and configured to run on a Snowflake-managed compute pool.
C. The Native App can create task and warehouse in the consumer account to execute the code using CREATE APPLICATION command. The application uses SNOWFLAKE.CORE.AUTHZ.PASS PRIVILEGES() to execute these tasks.
D. Utilize an external message queue (e.g., AWS SQS, Azure Queue Storage) to offload asynchronous tasks, requiring the consumer to configure network policies to allow egress traffic to the queue.
E. Implement a scheduled stored procedure that polls for new tasks every minute and processes them, potentially consuming significant compute resources in the consumer's account. The stored procedure is deployed in the consumer's account using CREATE APPLICATION.

Answer: B

Explanation:
Using Snowflake Tasks (Option A) is the recommended approach for asynchronous task execution within a Snowflake Native App. The task is managed within the consumer's account but still deployed as part of app package, avoiding the need for external dependencies or extensive consumer configuration. Option B introduces complexity and security concerns with external message queues. Option C can be resource-intensive and inefficient. Option D is incorrect as apps are not allowed to create warehouses. Option E is not supported, UDFs do not run in separate threads.

NEW QUESTION # 168
You are designing a Snowflake Native App that processes sensitive customer dat a. To comply with data residency requirements, you need to ensure the application processes data exclusively within the consumer's Snowflake account and does not transmit data outside.
Which features of the Snowflake Native App Framework support this requirement? (Select all that apply)

A. Secure Data Sharing: Allows the application to access data directly within the consumer's account without copying or moving it.
B. External Functions: Enables the application to call external services for data processing and enrichment, ensuring all data remains within the Snowflake environment.
C. Stored Procedures: Allows the application to execute custom logic within the consumer's Snowflake environment, processing data locally.
D. Application Packages: Package the entire application including code and configuration, ensuring data locality and not data transfer outside environment
E. Snowflake Marketplace: Provides a secure and governed platform for distributing the application without requiring direct access to the consumer's account.

Answer: A,C,D

Explanation:
The correct answers are A, D and E. Secure Data Sharing enables direct access to data without movement. Stored Procedures execute logic within the consumer's environment. Application packages ensures everything within the consumer's environment. External Functions (B) inherently involve sending data outside of Snowflake, violating the residency requirement. Snowflake Marketplace (C) is about distribution and governance, not data processing location.

NEW QUESTION # 169
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