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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q371-Q376):

NEW QUESTION # 371
Your Snowflake Native App includes a JavaScript UDF that processes data from a secure view provided by the provider account. During consumer testing, the UDF fails with an 'Authorization error' even though the consumer has been granted the necessary USAGE privileges on the application package. What is the MOST likely cause of this error, and how can you resolve it within the context of a Snowflake Native App?

Answer: E

Explanation:
The most likely cause is that the UDF needs to be declared as 'SECURE' (Option B). When a UDF accesses objects in a different security context (such as a secure view provided by the provider), it must be declared as SECURE to inherit the privileges of the caller (in this case, the application). This allows the UDF to access the data without requiring the consumer to have direct access to the underlying tables. A: Granting direct access to the underlying tables defeats the purpose of using a secure view and is generally not recommended. C: There is no explicit authorization needed in the manifest for a native app to access secure views if the secure UDF accesses the view D: While data masking policies could cause issues, the 'Authorization error' specifically points to a privilege problem, making the SECURE UDF the more likely culprit. E: The OWNERSHIP privilege on the application is not relevant to the UDF's ability to access data within the provider account.


NEW QUESTION # 372
A Snowflake Native App developer is building an application package that contains multiple versions. They want to ensure that a consumer upgrading from version 1.0 to version 2.0 MUST execute a specific set of SQL scripts as part of the upgrade process to migrate existing application dat a. Which Snowflake Native App feature should they leverage to achieve this?

Answer: E

Explanation:
Option C is the correct approach. A version change handler is a dedicated script that runs automatically when a consumer upgrades or downgrades the application. This handler can contain the necessary SQL scripts to migrate data, update schemas, or perform any other actions required during the version transition. Option B executes only during initial installation, not during upgrades. Option A, RBAC, manages permissions but doesn't execute scripts. Option D, Streams and Tasks, could be used, but it's more complex than a version change handler. Option E is used for continuous data loading.


NEW QUESTION # 373
A provider develops a Snowflake Native Application that requires access to consumer's 'ORDERS' table for data enrichment. The provider has created an object role 'app_role'. Which of the following steps are REQUIRED for the application to successfully access and query the 'ORDERS table in the consumer's environment during the installation phase?

Answer: B

Explanation:
Option D is correct. To access the 'ORDERS' table, the consumer must grant necessary privileges to the application's 'app_role' within their account. Creating a new role, granting SELECT on the table to this role, and then granting the role to the application's role is the correct procedure. Options A, C, and E are incorrect because direct granting of privileges to the provider account is not the right way to provide application access, since Native Apps have to be securely isolated. Option B is incorrect because ownership transfer is generally not related to access within the consumer account.


NEW QUESTION # 374
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:

Answer: A,E

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 # 375
You are developing a Snowflake Native App that will be listed on the Snowflake Marketplace. The application requires a specific version of a Python library that may conflict with other libraries used by consumers. How can you ensure that your application uses the correct library version without causing conflicts in the consumer's environment?

Answer: C

Explanation:
Bundling the required Python library within your application package and leveraging Anaconda is the recommended approach. This creates an isolated environment for your application's dependencies, preventing conflicts with other libraries in the consumer's environment. Manual installation by the consumer is inconvenient and prone to errors. Modifying the is not a supported or recommended practice. Snowflake's dependency resolution may not guarantee the correct version for all cases, especially with conflicts. Limiting to SQL UDFs might not be feasible or efficient for complex Python-based logic.


NEW QUESTION # 376
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