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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Snowflake Native Applications Design and Creation	35%	- Create and manage billing events and cost monitoring techniques 1. Formulate Snowflake native application workflows and procedures - Apply Snowflake best practices while building native application workloads 1. Build, distribute, and monetize apps in Snowflake 2. Design scalable applications
Snowflake Native App Framework Overview	20%	- Understand Snowflake architecture, features, tools, and best practices 1. Cloud-based computing and storage concepts 2. Data sharing and protection mechanisms 3. Account security and access management
Snowflake Native Applications Installation and Testing	20%	- Install and test native applications 1. Validate application functionality and performance
Snowflake Native Applications Deployment	25%	- Build, version, and release native applications 1. Use Snowflake's marketplace 2. Use data sharing for app interoperability

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q225-Q230):

NEW QUESTION # 225
Consider the following 'manifest.yml' file for a Snowflake Native App:

A. The application version will default to '0.1.0' and the application can be installed successfully by any consumer account.
B. The application will fail to install because the version property is missing. Each version must explicitly be specified in the manifest file.
C. The application version will be automatically assigned by Snowflake during the installation process on the consumer side.
D. The application version will default to '0.0.1'. If the application includes a view, then the view needs access to the user data and must have a privilege declared to allow users to view data from the application.
E. The application will fail to install because no 'privileges' are listed in the manifest file. All applications must declare the necessary privileges.

Answer: B

Explanation:
A valid version is mandatory in 'manifest.yml' to install native apps. When version is missing, the installation will fail.

NEW QUESTION # 226
You are developing a Snowflake Native Application and want to implement comprehensive cost monitoring for your application's resource consumption within a consumer's Snowflake account. Which of the following approaches provide the MOST effective and granular cost visibility for both you (as the provider) and your consumers?

A. Implement custom logging within your application to track resource usage (e.g., CPU time, data scanned) for each function or query. Aggregate and analyze these logs to generate cost reports for consumers.
B. Combine Snowflake's query history (accessed via the ACCOUNT_USAGE schema) with custom tagging of resources and queries within your application. This allows you to attribute resource consumption to specific application features and provide detailed cost breakdowns for consumers.
C. Utilize Snowflake's query history and function within your application to capture query execution statistics. Create views or tables to summarize resource consumption metrics for specific application components.
D. Rely solely on Snowflake's global account-level cost dashboards and resource monitors to track overall Snowflake usage, including the resources consumed by your application. Analyze these dashboards manually to identify potential cost optimization opportunities.
E. Leverage Snowflake's Resource Monitor feature to set budget limits for the entire consumer account and receive alerts when these limits are exceeded. This provides a general overview of spending but lacks application-specific granularity.

Answer: B

Explanation:
Option E provides the most granular and effective cost monitoring. Using Snowflake's query history from the ACCOUNT USAGE schema allows access to detailed resource consumption data. Combining this with custom tagging (e.g., using 'ALTER WAREHOUSE ... SET TAG allows associating specific queries and resources with your application and its features. This enables creating detailed cost breakdowns for consumers, showing exactly how much each feature is costing them. While B and C are useful, they require more manual effort and custom coding for aggregation. A and D lack application-specific detail. This allows for better chargeback, cost control and optimization.

NEW QUESTION # 227
You are designing a setup script for a Snowflake Native Application. This script needs to perform the following actions: 1. Create a secure view that exposes a subset of data from a table owned by the provider account. 2. Grant 'SELECT privilege on this secure view to a specific role within the consumer account, but ONLY if that role already exists in the consumer account. 3. Create a UDF in the provider account which calls external function. This UDF needs access to a secret stored in a Snowflake secret object. Which of the following code snippets BEST implements these requirements, ensuring both security and proper privilege management?

Answer: E

Explanation:
Option B correctly implements all requirements. It uses a 'BEGIN...ENDS block with an statement to check for the existence of the 'consumer_role' before granting the privilege. This prevents errors if the role doesn't exist. Also it creates a UDF which utilizes Snowflake Secret object to fetch secretes. Using Javascript code inside UDF directly to fetch secrets is not allowed. Options A, C and D do not check for role existence and doesn't configure Snowflake secret object

NEW QUESTION # 228
Consider the following Snowflake Native Application design scenario: You are building a data enrichment application. This application requires a consumer to grant usage on a specific database in their account. The application will then use a user-defined function (UDF) to access and enrich the dat a. To minimize the risk of data exposure and adhere to best practices, which of the following approaches should you take when designing the UDF?

A. Create the UDF with the EXTERNAL_ACCESS' keyword to explicitly allow it to access data outside of the application package.
B. Create the UDF with the 'VOLATILE' keyword to ensure it only runs when explicitly called, limiting the potential for unintended data access.
C. Create the UDF with the 'SECURE keyword and implement granular access control within the UDF code, restricting access based on the application role.
D. Create the UDF with the 'IMMUTABLE keyword to prevent any data modification within the consumer's database.
E. Create the UDF without any special keywords, relying solely on the consumer's permissions to control data access.

Answer: C

Explanation:
The 'SECURE keyword (Option B) is crucial for protecting data within a Snowflake Native Application. By creating a secure UDF, you can ensure that the UDF's code is protected from unauthorized inspection and modification. Furthermore, implementing granular access control within the UDF allows you to restrict data access based on the application's role, minimizing the risk of data exposure and adhering to best practices. 'VOLATILE, 'IMMUTABLE , and ' EXTERNAL_ACCESS' are irrelevant in this context. Not using any special keyword will not protect your data.

NEW QUESTION # 229
You are tasked with automating the deployment of your Snowflake Native Application Package to an external stage using a CI/CD pipeline. Your pipeline needs to first build the application package, then securely copy it to an AWS S3 bucket, and finally notify Snowflake about the new package version. Which sequence of steps provides the most secure and efficient approach, assuming you are using infrastructure-as-code principles?

A. 1. Build the application package using 'CREATE APPLICATION PACKAGE'. 2. Use SNOWFLAKE_DEPLOYMENT role's credential to copy the package files to S3. 3. Refresh the APPLICATION using REFRESH command so consumer automatically receive updates.
B. 1. Build the application package using 'CREATE APPLICATION PACKAGE'. 2. Use AWS CLI with temporary credentials obtained via IAM roles to copy the package files to S3. 3. No need to ALTER the application package because it automatically detects new package versions in the external stage. Consumers receive updates automatically.
C. 1. Build the application package using 'CREATE APPLICATION PACKAGE. 2. Use AWS CLI with temporary credentials obtained via IAM roles to copy the package files to S3. 3. Execute a SALTER APPLICATION PACKAGE command in Snowflake with the 'EXTERNAL_STAGE' parameter pointing to the S3 location.
D. 1. Build the application package using 'CREATE APPLICATION PACKAGE. 2. Use AWS CLI with temporary credentials obtained via IAM roles to copy the package files to S3. 3. Execute a SALTER APPLICATION PACKAGE command in Snowflake with the 'REFRESH' parameter to update the package metadata.
E. 1. Build the application package using 'CREATE APPLICATION PACKAGE'. 2. Package file are copied to S3 using SNOWFLAKE DEPLOYMENT role's credential. 3. No need to ALTER the application package, it automatically detects new versions in the external stage.

Answer: D

Explanation:
The correct sequence involves building the application package, securely copying the files to S3 using temporary credentials (obtained via IAM roles), and then explicitly refreshing the application package metadata in Snowflake using 'ALTER APPLICATION PACKAGE . REFRESH'. This refresh operation informs Snowflake about the new package version available in the external stage. Using temporary credentials obtained via IAM roles for AWS CLI operations is a secure practice. Also, Snowflake does not automatically detect new versions; a REFRESH' operation is required.

NEW QUESTION # 230
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