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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. 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?

A) The application package needs to be explicitly authorized to access secure views in the provider account. This requires a manifest update and resubmission of the package.
B) The consumer's role does not have the OWNERSHIP privilege on the application object. Assign the OWNERSHIP privilege to the consumer's role.
C) The secure view in the provider account has data masking policies applied that prevent the UDF from accessing the data. Remove the masking policies.
D) The consumer lacks the necessary permissions on the underlying tables referenced by the secure view in the provider account. Grant the consumer direct access to these tables.
E) The UDF is not declared as SECURE, preventing it from accessing objects in a different security context. Declare the UDF as SECURE.

2. You are packaging a Snowflake Native App that includes Python code and several supporting data files (e.g., configuration files, sample datasets). What are the correct steps to upload these files to a stage for inclusion in your application package, and how do you ensure the Python code is correctly referenced?

A) Use the Snowflake web interface to upload all files to an internal stage. Reference the Python code within the setup.py file using relative paths.
B) Upload the Python code directly to a Snowflake UDF using the web interface. Upload the data files to an external stage accessible via a URL, and reference them in the application code.
C) Employ the Snowflake JDBC driver to programmatically upload the files to an internal stage. Update the setup.py file to install the Python dependencies and reference the data files as resources.
D) Use the 'snowcli' command-line tool to upload the files to a stage. In the setup.py file, ensure that the Python code is referenced correctly, and the data files are listed as package data.
E) Use 'snowcli' to create and manage stages. Structure the application directory appropriately, listing Python code and data files in 'manifest.yml' for correct packaging.

3. You are developing a Snowflake Native App that needs to perform asynchronous tasks in the consumer's account. Which of the following approaches is the MOST suitable and secure way to achieve this, ensuring minimal impact on the consumer's resources and maintaining data integrity?

A) Implement a Snowpark UDF that starts a new thread to handle the asynchronous task within the consumer's compute environment.
B) Create a Snowflake Task that is executed within the consumer's account, triggered by events within the application, and configured to run on a Snowflake-managed compute pool.
C) Implement a scheduled stored procedure that polls for new tasks every minute and processes them, potentially consuming significant compute resources in the consumer's account. The stored procedure is deployed in the consumer's account using CREATE APPLICATION.
D) The Native App can create task and warehouse in the consumer account to execute the code using CREATE APPLICATION command. The application uses SNOWFLAKE.CORE.AUTHZ.PASS PRIVILEGES() to execute these tasks.
E) Utilize an external message queue (e.g., AWS SQS, Azure Queue Storage) to offload asynchronous tasks, requiring the consumer to configure network policies to allow egress traffic to the queue.

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

5. You are developing a Snowflake Native Application package and want to publish it. You have created the necessary setup script, version, and patch. However, you encounter an error during the 'ALTER APPLICATION PACKAGE' command. The error message indicates an issue with the setup script. Identify the most probable cause of this error and the solution.

A) The setup script uses unqualified object names (e.g., TABLEI instead of MY DATABASE.MY SCHEMA.TABLEI). Fully qualify all object names in the setup script.
B) The setup script contains syntax errors. Run the setup script manually in a Snowflake worksheet to identify and correct the errors before creating the application package version.
C) The setup script lacks necessary privileges on the objects it attempts to create or modify. Grant appropriate privileges to the application package owner role.
D) All of the above.
E) The setup script attempts to create objects that already exist. Implement IF NOT EXISTS clauses in your CREATE statements to prevent errors.

Solutions: