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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Application Installation & Testing	20%	- Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows - Testing strategies and validation
Topic 2: Application Design & Creation	35%	- Setup scripts and application logic - Native App Framework architecture - Application packages and objects - Manifest files and configuration - Security and access control
Topic 3: Application Deployment & Distribution	25%	- Versioning and release management - Upgrades and lifecycle management - Listing types and monetization - Publishing to Snowflake Marketplace
Topic 4: Advanced Features & Management	20%	- Governance and compliance - Event logging and telemetry - Billing events and cost monitoring - Integration with Snowpark and external services

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q368-Q373):

NEW QUESTION # 368
You are tasked with developing a Snowflake Native Application that allows consumers to securely access and analyze data from an external API. Your application needs to handle API authentication using OAuth 2.0, refresh tokens automatically, and provide a user- friendly interface for consumers to configure the API connection. Which of the following steps are CRITICAL for ensuring secure and seamless integration with the external API within your Snowflake Native Application?

A. Require consumers to manually configure the OAuth 2.0 connection details (client ID, client secret, token endpoint, etc.) within their Snowflake account and then pass these details as parameters to your application's functions.
B. Embed the OAuth 2.0 client library directly into your application's code and handle token management within the application logic.
C. Utilize Snowflake's Secret objects to securely store the client ID and client secret. Use the object within your Snowflake Native App to make the application consumer-configurable.
D. Store the client ID and client secret directly within the application's setup script.
E. Use Snowflake's External Functions to call an API Gateway to obtain authentication tokens and then make calls to External API.

Answer: C,E

Explanation:
Options B and D represent the most secure and manageable approaches. Option B leverages Snowflake's built-in security features for storing credentials and allows for consumer configuration through the 'EXTERNAL_OAUTH_INTEGRATION'. This decouples the credentials from the application code and allows for updates without requiring application redeployment. Option D uses an API Gateway, adding an abstraction layer for security and management. Options A and E expose credentials directly within the application and are highly insecure. Option C places an undue burden on the consumer and increases the risk of misconfiguration and security vulnerabilities.

NEW QUESTION # 369
You are building a Snowflake Native App that aggregates data across multiple consumer accounts. Your app needs to securely access data in each consumer's Snowflake account without requiring them to share their credentials directly. You are evaluating different options for secure data access. Which of the following strategies are viable and recommended to implement this, maximizing security and minimizing administrative overhead for the consumer?

A. Implement a data sharing agreement where consumers create a share from their account and grant usage to your application's account using secure data sharing. The application account can then create a database from this share.
B. Utilize Snowflake's Native App data sharing capabilities where the provider app shares data products back to the consumer account and the consumer account can use this inside their apps.
C. Use Snowflake Data Clean Rooms to allow the app to query data from the consumers accounts.
D. Have consumers create and share a JWT (JSON Web Token) with your application. The JWT will be used to authenticate against their Snowflake instance via an external function.
E. Require consumers to grant SELECT privileges on their tables directly to the application's account. This necessitates the consumer to manage grants directly.

Answer: A,B

Explanation:
Granting SELECT directly (A) requires the consumer to manage grants directly, which is not ideal for scalability or security. Passing JWT tokens (D) is complex and requires careful management of keys. Snowflake Data Clean Rooms(B) are not the correct solution to get consumer data in Provider App.. Secure data sharing (C) is a viable and secure option, as it allows consumers to share data without exposing credentials. Snowflake's Native App sharing Data Products back to the consumer account (E) is the best option for secure data access.

NEW QUESTION # 370
You are designing a Snowflake Native Application that uses Snowpark Container Services to process dat a. The application needs to store intermediate results in a Snowflake table. You have the following requirements: 1. The table should only be accessible to the Native App. 2. The table schema should be automatically updated when the application is upgraded. 3. You want to minimize the privileges granted to the container service's service account. Which of the following approaches should you use? (Select TWO)

A. Create the table manually in the consumer's account and grant 'USAGE' and 'SELECT privileges on the table to the Native App's service account.
B. Create the table within the application's package using a setup script. The setup script should execute during the application installation and upgrade process.
C. Create the table within the application's package using a setup script. Grant the 'USAGE privilege on the application's schema to the Native App's service account.
D. Create a separate database for the Native App's internal data and grant the 'OWNERSHIP' privilege on this database to the Native App's service account.
E. Grant 'ALL PRIVILEGES on the database containing the table to the Native App's service account. This allows the application to manage the table and its schema.

Answer: B,C

Explanation:
Option A grants excessive privileges. Option C requires manual intervention and doesn't guarantee schema updates on upgrade. Option E is also too permissive. Option B is correct because creating the table within the application's package ensures that it's automatically created and updated during installation and upgrade. Option D is correct because we only need to grant USAGE on the application's schema to allow the Native App's service account to access the objects within the application. This follows least privilege and makes schema updates possible.

NEW QUESTION # 371
You are building a Snowflake Native App that needs to store configuration settings specific to each consumer account. These settings will influence the behavior of the application. Which of the following methods is the MOST secure and recommended approach for managing these configuration settings within the Snowflake Native App Framework?

A. Use external configuration files stored in an Amazon S3 bucket and accessed via external functions. This provides flexibility and scalability.
B. Store the configuration settings directly within the application's code. This allows for easy access and modification during development.
C. Hardcode the configuration settings directly into the manifest file as environment variables.
D. Utilize parameters defined in the 'setup.sql' script and accessible via SQL commands like 'SYSTEM$GET APP PARAMETER. This allows consumers to configure the application during installation.
E. Store the configuration settings in a public database table within the application's share. This makes the settings easily accessible to all consumers.

Answer: D

NEW QUESTION # 372
You are developing a Streamlit application within a Snowflake Native App that needs to access a custom Python module ('my_module.py') containing utility functions. The module resides in the same stage as your Streamlit application code. How would you ensure that the Streamlit application can correctly import and use this module?

A. Modify the ' PYTHONPATHS environment variable within the Snowflake environment to include the stage where 'my_module.py' is located.
B. Use the function to dynamically load 'my_module.py' directly from the stage, specifying the full stage path.
C. Use the method in your Streamlit application code to add the stage location to the Python module search path before importing my_module' .
D. Place 'my_module.py' in the same directory as your main Streamlit application file. Snowflake automatically includes all files in the same directory when deploying the application.
E. Include in a 'requirements.txt' file and use 'pip install -r requirements.txt' within the Streamlit application's entrypoint script.

Answer: C

Explanation:
The correct approach is to use 'sys.path.append()' (Option C) to add the stage location to the Python module search path. Snowflake Native Apps do not automatically include all files in the same directory (A), and modifying 'PYTHONPATH' (B) or using 'requirements.txt' and 'pip' (D) are not supported or necessary in this context. (E) could work but is unnecessarily complex compared to 'sys.path.append()' for modules within the same deployment package.

NEW QUESTION # 373
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