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Snowflake NAS-C01 Exam Syllabus Topics:

Snowflake SnowPro Specialty - Native Apps Sample Questions:

Question 1

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. 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'.
B. 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.
C. 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.
D. 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.
E. 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.

Question 2

You are developing a Snowflake Native Application that provides data enrichment services. You want to offer tiered pricing based on the number of API calls made by consumers. Which of the following is the most effective approach to implement usage-based billing and track API call consumption within your application?

A. Leverage Snowflake's built-in metering framework using and 'SYSTEM$METER STAGE_STORAGE BYTES' to indirectly estimate API calls.
B. Implement a UDF within the application that increments a counter in a shared table each time an API endpoint is called. Query this table to determine usage.
C. Utilize Snowflake's events table to capture API call events based on function executions, enabling precise tracking and reporting of API usage for each consumer.
D. Implement a custom logging mechanism within the application to track API calls and store the logs in a separate Snowflake database, accessible only to the provider. Use scheduled tasks to analyze these logs and generate billing data.
E. Use Snowflake's resource monitors to limit the compute resources available to consumers based on their chosen tier.

Question 3

You are packaging a Snowflake Native Application for listing on the Marketplace. You have developed a setup script (setup.sql) that creates necessary tables and stored procedures within the application container. During the security scan, you receive warnings related to 'Excessive Privileges Granted'. Review the following snippet from your setup.sql script:

What specific change(s) to the setup script would BEST address the 'Excessive Privileges Granted' warning while ensuring the application functions correctly after installation?

A. Revoke the EXECUTE privilege on the 'init_app' procedure from the 'app_admin' role after the application is installed.
B. Within the procedure, use the 'SECURITY INVOKER clause on the 'CREATE TABLE statement to ensure that the table is created with the end-user's privileges instead of the application owner's privileges.
C. Change the GRANT statement to 'GRANT SELECT ON TABLE app_data TO APPLICATION ROLE app_public WITH GRANT OPTION'.
D. Modify the procedure to run with caller's rights (EXECUTE AS CALLER) and grant SELECT on 'app_data' directly to the end-user's role instead of the application role.
E. Modify the procedure to use an invoker's rights approach (EXECUTE AS OWNER) and limit the SELECT privilege on sapp_data' to only the specific columns required by the application.

Question 4

You are designing a Snowflake Native Application that requires granular control over the privileges granted to different application roles. You want to follow the principle of least privilege. You have the following requirements: Application roles , and app_read_only'. What is the most effective strategy to implement this using definer's rights?

A. Create stored procedures owned by the application, with each stored procedure performing actions within the app. Grant OWNERSHIP on each stored procedure to the application admin. Consumers must then grant USAGE on these procedures to their desired roles.
B. Create separate schemas for each application role, placing objects with different privileges into these schemas. Then, grant the appropriate privileges on each schema to the corresponding application role.
C. Grant all privileges on all application objects to the 'app_admin' role and rely on the consumer to manage privilege inheritance for other roles.
D. Create stored procedures owned by the application, with each stored procedure explicitly granting the required privileges to the corresponding role. Consumers must then grant USAGE on these procedures to their desired roles.
E. Create views for each application role, granting SELECT privilege on the necessary tables to each view. Then, grant SELECT privilege on the appropriate view to each application role.

Question 5

A Snowflake Native App developer is creating an application that needs to access data from multiple tables within a provider account. The developer wants to ensure the principle of least privilege and minimize the surface area for potential security vulnerabilities. Which approach is the MOST secure and efficient for granting the necessary privileges to the application?

A. Grant the 'ALL PRIVILEGES privilege on all relevant tables to the application role. This provides the application with all possible privileges, simplifying privilege management.
B. Grant the USAGE privilege on all relevant databases and schemas, and the 'SELECT privilege on only the tables required by the application to the application role.
C. Grant the 'OWNERSHIP privilege on all relevant databases to the application role. This provides the application with full control over the data, ensuring it can perform any necessary operations.
D. Create a custom role in the provider account, grant the required privileges on the tables to this role, and then grant the 'USAGE privilege on this custom role to the application role.
E. Grant the 'SELECT privilege on all tables in the provider account to the application role.

Solutions: