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Snowflake NAS-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q357-Q362):

NEW QUESTION # 357
You are developing a Snowflake Native Application that processes customer orders. The application needs to securely store sensitive customer data (e.g., credit card numbers) within the provider's account but must grant the consumer's account access to analyze aggregated, de-identified order statistics. Which combination of features is BEST suited to achieve this while adhering to security best practices and Snowflake Native App constraints?

A. Store sensitive data in an internal stage within the provider account. Create a stored procedure that reads data from the stage, aggregates and de-identifies it, and writes the results to a shareable table. The consumer application can query the shareable table.
B. Store sensitive data in a table within the provider account. Use dynamic data masking policies to de-identify the data when accessed by the consumer account. Share the underlying table directly with the consumer account through a share.
C. Store sensitive data in a table within the provider account. Create a user-defined function (UDF) that aggregates and de-identifies the data. Share the table and the UDF with the consumer account through a share. The consumer application can then use the UDF to query the data.
D. Store sensitive data in a secured view within the provider account. Grant the consumer account usage privileges on this secured view. Create a setup script using 'CREATE APPLICATION ROLE and 'GRANT to give the consumer's application role access to the secured view.
E. Store sensitive data in a table within the provider account. Create a stored procedure that aggregates and de-identifies the data, writing the results to a new table. Share this new, aggregated table with the consumer account via a data share.

Answer: E

Explanation:
Option C is best. Storing sensitive data in the provider account and then sharing only the aggregated, de-identified data is the most secure approach. Using a stored procedure isolates the sensitive data processing and ensures only the intended output is shared. Options A and D expose sensitive data directly or indirectly through secured views/masking which are less secure. Option B uses an internal stage unnecessarily. Option E is less secure since it shares direct table access and consumer needs to call the UDF for aggregation.

NEW QUESTION # 358
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. 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.
B. 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.
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. 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.
E. Implement a Snowpark UDF that starts a new thread to handle the asynchronous task within the consumer's compute environment.

Answer: D

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 # 359
You are developing a Snowflake Native Application that offers a data anonymization service to consumers using Snowpark Container Services. The service accepts a dataset from the consumer's Snowflake account, performs anonymization within the container, and then writes the anonymized data back to a new table in the consumer's account. Which of the following is a correct and secure combination of actions required to successfully achieve this data transfer, assuming the container is already built and pushed to Snowflake's registry? (Select all that apply)

A. The consumer must grant the USAGE privilege on the database containing the table to be anonymized to the application during installation.
B. The application package owner must grant the 'IMPORTED PRIVILEGES' privilege on the database containing the anonymization logic to the consumer's account before installation.
C. The container service must use Snowflake's internal API to authenticate and authorize access to the consumer's data using a database role assigned via entitlement.
D. The consumer must grant CREATE TABLE privilege on the database where the anonymized data should be stored to the application's service account via an entitlement.
E. The application package must contain a setup script that creates a new stage in the consumer's account to facilitate data transfer.

Answer: C,D

Explanation:
To enable data transfer from the consumer's account to the container service and back, several steps are crucial: C: Correct. The consumer needs to grant CREATE TABLE privilege using an entitlement, specifically to the service account associated with the Snowpark Container Service within the Native App, for the database where the anonymized data will be writtem This ensures the application can create the new table. E: Correct. Snowflake's internal APIs provide a secure and managed way for the container service to authenticate and authorize against the consumer's Snowflake account. Database roles and entitlements are key for managing these permissions. Roles are assigned to the container's service account, enabling it to perform actions with the necessary privileges. A: Incorrect . IMPORTED PRIVILEGES grant access to objects within the provider's (application developer) account, not objects within the consumer's account. B: Incorrect. While the consumer may grant USAGE on the database, this doesn't give specific access to the table. SELECT privileges would be required for the application to read the data from the specified table. D: Incorrect. Creating stages programmatically within the consumer's account is not a standard or recommended part of Native Apps. Stages are generally managed separately and access is granted via roles and privileges.

NEW QUESTION # 360
Consider the following snippet from a Snowflake Native App manifest file (application.yaml):

Which of the following statements are TRUE regarding how these parameters can be accessed and used within the application's SQL code?

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

Answer: C,D

Explanation:
Snowflake Native Apps use 'SYSTEM$GET PARAMETER to access parameter values defined in the manifest. This function retrieves the current value of the parameter, which can be either the default value defined in the manifest or a value overridden by the app package consumer during installation. Thus C is also correct. Direct variable access (A) is incorrect and Parameters are not restricted only to manifest file. They are accessible at runtime. So D and E are also incorrect

NEW QUESTION # 361
You are developing a Snowflake Native Application that needs to securely access data in a consumer's account. The application requires the consumer to grant specific privileges to a custom role created and managed within the application package. Which of the following steps are absolutely essential for correctly configuring the application package to ensure this secure data access, and how should the setup script handle the privilege granting?

A. Grant the 'USAGE privilege on the consumer's database and schema to the application's role within the setup script. This implicitly allows the application to read all data within that schema.
B. Define the required privileges in the application package manifest (snowflake.yml). Ensure that the setup script includes commands to grant the specific privileges on the consumer's data to the application's custom role, using 'GRANT ON TO ROLE within an EXECUTE IMMEDIATE statement in the setup script. The setup script should also define the application role.
C. Utilize a service account to access the data, providing the service account's credentials as part of the application setup. The application will then use the service account to access the consumer's data.
D. Create a share from the provider account to the consumer account, granting the consumer read access to the application package's data. Then, use a setup script to grant ownership of the data to the application role after installation.
E. The consumer must manually grant the necessary privileges to the application's role after the application is installed, as the application package cannot automatically modify the consumer's security settings.

Answer: B

Explanation:
Option B is correct because it outlines the necessary steps for secure data access in a Snowflake Native Application. The application package manifest informs Snowflake about the app's requirements. The setup script handles granting privileges using EXECUTE IMMEDIATE' because the application role doesn't exist in the consumer account until installation. Options A, C, D, and E are incorrect because they either describe insecure practices, inaccurate assumptions about application capabilities, or fail to address the secure granting of privileges to the application's role within the consumer's environment. Shares are not used to grant privileges to roles in the consumer account; privileges must be granted directly. Consumers are not typically required to manually grant privileges. Service accounts are not a supported method. 'USAGE' does not provide read access to the tables.

NEW QUESTION # 362
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