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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Advanced Features & Management	20%	- Integration with Snowpark and external services - Governance and compliance - Billing events and cost monitoring - Event logging and telemetry
Application Design & Creation	35%	- Native App Framework architecture - Setup scripts and application logic - Application packages and objects - Manifest files and configuration - Security and access control
Application Installation & Testing	20%	- Provider and consumer workflows - Debugging and troubleshooting - Testing strategies and validation - Installation procedures and dependencies
Application Deployment & Distribution	25%	- Upgrades and lifecycle management - Publishing to Snowflake Marketplace - Listing types and monetization - Versioning and release management

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q134-Q139):

NEW QUESTION # 134
You are designing a Snowflake Native Application that utilizes Snowpark Container Services to provide a data enrichment service for customer dat a. This service requires the application to securely store and manage API keys and other sensitive configuration data. Which of the following methods offers the MOST secure and compliant approach for managing these secrets within the context of a Snowflake Native Application deployed in the customer's environment?

A. Encrypting the API keys using a symmetric key and storing them in a Snowflake table. The container retrieves and decrypts the keys at runtime.
B. Hardcoding the API keys within the application's source code. The source code is obfuscated to make it difficult to extract the keys.
C. Storing the API keys directly within the container's environment variables during the container build process.
D. Leveraging Snowflake secrets to securely store and manage the API keys. The container retrieves the secrets at runtime using the Snowflake API or Snowpark.
E. Storing the API keys in an external key management system (KMS) and granting the container access to the KMS using its assigned service account.

Answer: D

Explanation:
Option C is the most secure and compliant approach. Snowflake secrets provide a secure and managed way to store and manage sensitive data within the Snowflake environment. The container can retrieve the secrets at runtime using the Snowflake API or Snowpark, without exposing the keys directly in the container image or environment variables. Option A is insecure. Option B requires key management. Option D is complex and depends on external systems. Option E is highly insecure.

NEW QUESTION # 135
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 MASKING POLICY privilege on the task to the consumer's account role, enabling the consumer to configure tags via masking policies.
B. The provider must grant the APPLY TAG privilege on the task to the consumer's account role. No other configuration is necessary.
C. The provider must grant the APPLY TAG privilege on the account to the consumer s account role.
D. 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.
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: C

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 # 136
You are developing a Snowflake Native Application that processes sensitive customer dat a. You need to ensure that the application is secure and compliant with data privacy regulations. Which of the following security measures are MOST effective when designing your application package? (Select TWO)

A. Bypass Snowflake's RBAC and authentication to manage access within the application.
B. Implement role-based access control (RBAC) to restrict access to sensitive data based on user roles within the application.
C. Store all sensitive data in external stages managed by the provider account to isolate it from the consumer's Snowflake environment.
D. Use obfuscation techniques on the data within the application, making it harder to be read.
E. Encrypt all data at rest and in transit using Snowflake's built-in encryption features.

Answer: B,E

Explanation:
Encrypting data at rest and in transit (A) is crucial for protecting sensitive information. Implementing RBAC (B) ensures that only authorized users can access specific data, enhancing security and compliance. Storing data in provider-managed external stages (C) would not allow consumer access to the data via Snowflake's data sharing capabilities. Obfuscation(D) is not the strongest mechanism. Bypassing Snowflake's RBAC(E) is a security risk and should never be done.

NEW QUESTION # 137
You are tasked with deploying a Snowflake Native Application that performs real-time data analysis. The application requires a warehouse to run and a user with specific privileges to access dat a. You want to automate the deployment process as much as possible, including warehouse creation, user provisioning, and privilege granting, all within the application package. Given the security considerations and best practices for Snowflake Native Applications, which of the following approaches is the MOST secure and recommended?

A. Include a SQL script within the application package that uses the 'CREATE WAREHOUSE, 'CREATE USER , and 'GRANT commands to create the warehouse, user, and grant necessary privileges. The script will be executed by the consumer upon installation.
B. Employ a secure deployment pipeline that leverages a separate, pre-authorized Snowflake account to provision the warehouse and useL The application package then only includes the application logic, assuming the resources already exist.
C. Request the consumer to manually create the warehouse and user with the required privileges before installing the application. Provide detailed instructions in the application documentation.
D. Utilize the 'INSTALL' privilege when creating the application package and execute the SQL script (containing 'CREATE WAREHOUSE, 'CREATE USER , and 'GRANT) within the application's setup script using the 'EXECUTE IMMEDIATE command. This allows the application to create resources within the consumer's account.
E. Use a setup script within the application package, granting it the 'APPLY APPLICATION PASSTHROUGH PRIVILEGES privilege. This will enable the application to inherit the privileges of the user who installed the application, allowing it to create the warehouse and user on their behalf.

Answer: D

Explanation:
Option C is the most appropriate. Snowflake Native Apps are designed to operate within a secure sandbox. The INSTALL privilege, combined with EXECUTE IMMEDIATE within the setup script, allows the application to create the necessary resources within the consumer's account in a controlled and automated manner. Option A is less secure, as it relies on the consumer executing arbitrary SQL. Option B increases the burden on the consumer. option D is overly complex for this scenario. APPLY APPLICATION PASSTHROUGH PRIVILEGES is about leveraging the consumer's privileges for accessing THEIR data, not for the creation of resources (option E).

NEW QUESTION # 138
You have released version 1.0 of your Snowflake Native Application. After receiving feedback, you release version 1.1 with breaking changes to the data schema in the application's managed database. Some consumers haven't upgraded yet. How can you ensure that the older version continues to function correctly while allowing new consumers to use the updated schema?

A. Maintain two separate application packages: one for version 1.0 and one for version 1.1. Version 1.1 includes logic to automatically migrate data for consumers who upgrade.
B. Implement a data virtualization layer on the consumer's side, mapping the old schema to the new schema.
C. Create a compatibility layer within version 1.1 that detects the application version and adapts the data access logic accordingly. This would require use of the 'APPLICATION$VERSION' function.
D. Force all consumers to upgrade to version 1.1 immediately, providing detailed migration instructions.
E. Deprecate version 1.0 and provide a limited support window, after which it will be removed. All consumers will need to upgrade within the window.

Answer: A,C

Explanation:
The best approaches are (B) and (C). Option (B) allows the new version (1.1 ) to handle requests from older versions by adapting its data access logic based on the reported application version. The 'APPLICATION$VERSION' function can be invaluable here. Option (C) maintains two separate application packages. The upgrade process for consumers moving to version 1.1 should include a data migration step. Forcing immediate upgrades (A) is disruptive. Simply deprecating the old version (D) without a smooth transition will upset consumers. Option E places undue burden on the consumer.

NEW QUESTION # 139
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