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Snowflake NAS-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Installation, Testing and Troubleshooting	20%	- Validation and debugging 1. Logging and event tables 2. Tracing and troubleshooting workflows
Native Application Design and Creation	35%	- Application development workflow 1. Building and versioning applications 2. Application roles and privileges
Deployment and Marketplace Publishing	25%	- Distribution and lifecycle management 1. Version upgrades and release management 2. Marketplace listings and publishing
Snowflake Native App Framework Overview	20%	- Native application concepts and architecture 1. Manifest files and setup scripts 2. Application packages and structure

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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q229-Q234):

NEW QUESTION # 229
You have developed a Snowflake Native Application that utilizes a Python UDF to perform sentiment analysis on customer reviews. During consumer testing, you notice that the application is throwing 'ModuleNotFoundError: No module named 'transformers" errors on the consumer's account, even though the 'transformers' library is included in your application's packages directory. Select the two options that best address this issue:

A. Verify that the application role has sufficient privileges (USAGE) on the 'transformers' library and that the consumer account's security policies allow access to external packages. The consumer account must explicitly allow the usage of external packages in their account-level security settings.
B. In the UDF code, explicitly add the application's packages directory to the Python path using 'sys.path.append('/app/packages')' before importing the 'transformers' library. Also, bundle the 'transformers' package along with its dependencies into a single zip file and upload it to an internal stage.
C. Ensure the 'transformers' library is explicitly listed in the 'manifest.ymr file under the 'packages' section and that the application's setup script correctly installs the package using 'pip install transformers.
D. Check if the consumer account has any conflicting Python packages installed that might be shadowing the 'transformers library. Use the 'SHOW PACKAGES' command in Snowflake to list installed packages and their versions on the consumer account.
E. Confirm that the application is built using a compatible Python version (e.g., 3.8) with the consumer's environment, and that the 'PYTHON_VERSION' property in the 'manifest.ymr file is set accordingly. Additionally, regenerate the package directory with all dependencies using 'conda' instead of 'pip'.

Answer: B,C

Explanation:
Option A ensures the 'transformers' library is correctly declared in the manifest and installed during the application deployment process. Option C explicitly adds the application's packages directory to the Python path, ensuring the UDF can find the installed module at runtime. These two steps together guarantee that the library is available and discoverable by the Python UDF within the consumer's environment. Option B is incorrect because the correct application creation and upload ensure the correct role and required permissions on the resources. Options D and E might provide additional insight into specific compatibility issues; however, they won't fix the problem on their own without also correctly declaring the dependencies.

NEW QUESTION # 230
You are developing a Snowflake Native Application that interacts with a user-provided data source. The application needs to validate that the user has granted the necessary permissions on their dat a. The application package contains the following setup script:

Which of the following approaches is the MOST secure and reliable way to check for SELECT privileges within the procedure?

A. Attempt a 'SELECT COUNT( ) FROM within a "TRY...CATCH' block and infer permissions based on the error message.
B. Assume SELECT privileges are granted as part of the application installation process without explicit validation.
C. Use 'SHOW GRANTS TO ROLE app_role' and parse the output to see if SELECT privilege on 'user_schema.user_table' exists.
D. Query the 'INFORMATION SCHEMA.TABLE PRIVILEGES' view to check if 'app_role' has SELECT privilege on 'user_schema.user_table'.
E. Use function with appropriate parameters to directly check if the 'app_role' has SELECT privilege on 'user schema.user table'.

Answer: E

Explanation:
'SYSTEM$PRIVILEGE_CHECK' is the recommended and most secure method. It directly checks for the existence of a specified privilege for a role on an object. Parsing the output of 'SHOW GRANTS' is less reliable and prone to errors. 'TRY...CATCH' is inefficient and relies on error message parsing, which is discouraged. provides metadata but not a definitive check in the context of the application role having the necessary grants made by the consumer. Assuming privileges are granted is a security risk.

NEW QUESTION # 231
A Snowflake Native App developer wants to externalize certain configuration values so that a consumer can adjust the app's behavior without modifying the app's code directly. Which of the following methods is the MOST appropriate for achieving this using the Snowflake Native App Framework?

A. Using Snowflake variables and setting them at the session level.
B. Defining parameters in the manifest file and using them within the application code.
C. Hardcoding the configuration values directly into the SQL code.
D. Using dynamic SQL to modify the application code at runtime based on environment variables.
E. Storing the configuration values in a separate Snowflake table within the consumer account.

Answer: B

Explanation:
Defining parameters in the manifest file is the most appropriate way to externalize configuration values in a Snowflake Native App. This allows the consumer to set these parameters during installation or upgrade, effectively tailoring the app's behavior without needing to modify the underlying code. Hardcoding values is inflexible, session variables are not persistent for the app, using a separate table adds unnecessary complexity, and dynamic SQL for code modification is generally discouraged for security and maintainability reasons.

NEW QUESTION # 232
An application provider, 'SecureData Solutions', wants to implement an in-app share within their Snowflake Native App. They intend to share a specific, filtered subset of a provider-owned table with consumers to enhance app functionality without exposing the entire dataset. Which of the following steps are REQUIRED to properly configure and utilize this in-app share?

A. Create a database role in the provider account, grant SELECT privilege on the filtered view of the table to this database role, and then create a share and grant usage to this role.
B. Create a secure view on the provider-owned table with the desired filters, create a database role in the provider account, grant SELECT privilege on the secure view to this database role, create a share, and grant usage to the role. Lastly, grant OWNERSHIP on the SHARE to the application role.
C. Create a database role in the provider account, grant SELECT privilege on the base table to the role, then create a SHARE and add the role to the SHARE as a privileged principal.
D. Create a secure view on the provider-owned table with the desired filters, create a share in the provider account, grant usage on the database and schema containing the secure view to the share, and then grant SELECT privilege on the secure view directly to the share. Lastly, grant OWNERSHIP on the SHARE to the application role.
E. Create a share in the provider account, grant usage on the database and schema containing the table to the share, and then grant SELECT privilege on the filtered view of the table directly to the share.

Answer: D

Explanation:
In-app sharing requires using secure views for filtering. A share is created, and usage rights on the database and schema containing the secure view must be granted to the share. Then, SELECT privilege on the secure view is granted to the share directly. Finally, OWNERSHIP on the SHARE is granted to the application role. Database Roles cannot be directly be granted to share, as shares need access to concrete securable objects, views or tables.

NEW QUESTION # 233
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 within the application's package using a setup script. The setup script should execute during the application installation and upgrade process.
B. 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.
C. 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.
D. 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.
E. 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.

Answer: A,D

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 # 234
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