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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing the setup script for a Snowflake Native Application. The application requires a specific Snowflake Edition (e.g., Enterprise) to function correctly due to certain feature dependencies. How can you ensure that the installation fails gracefully and provides a clear error message if the consumer's account does NOT meet the required edition?

A) Include a comment in the setup script indicating the required Snowflake Edition. Rely on the consumer to manually verify their edition before installation.
B) Use the 'SYSTEM$GET SNOWFLAKE EDITION()' function within the setup script and raise an exception using 'RAISE' if the edition is not compatible. Provide a descriptive error message.
C) Use a configuration file included in the application package to specify the required Snowflake Edition. The setup script reads this file and displays an error message if the edition is not compatible.
D) Attempt to create objects that are specific to the required Snowflake Edition within the setup script. If the creation fails due to edition limitations, the installation will automatically fail.
E) The Snowflake Marketplace automatically checks for edition compatibility before allowing installation of a Native Application. No explicit checks are needed in the setup script.

2. After publishing your Snowflake Native Application on the Marketplace, you discover that a critical security vulnerability has been identified in a third-party library included in your application package. You need to quickly address this issue and push an updated version to your consumers. What is the recommended sequence of steps to remediate this vulnerability with minimal disruption to your users?

A) 1. Deprecate the current version of the application. 2. Develop and test a new version with the updated library. 3. Publish the new version to the Marketplace. 4. Announce the new version to consumers.
B) 1. Immediately unlist the current version of the application. 2. Develop and test a new version with the updated library. 3. Publish the new version to the Marketplace. 4. Announce the new version to consumers.
C) 1. Develop and test a new version with the updated library. 2. Publish the new version to the Marketplace. 3. Deprecate the vulnerable version. 4. Announce the new version to consumers.
D) 1. Create a patch for the existing application. 2. Deploy the patch to all consumer accounts. 3. Notify consumers of the updated patch.
E) 1. Develop and test a new version with the updated library. 2. Publish the new version as a private listing to selected consumers for testing. 3. Once validated, publish the new version to the Marketplace. 4. Deprecate the vulnerable version. 5. Announce the new version to consumers.

3. A Snowflake Native Application provider is troubleshooting an issue reported by a consumer during testing. The application uses a UDF to process dat a. The error message suggests the UDF is failing due to insufficient permissions to access a secure view owned by the application. The UDF and view are defined as follows:

Which of the following steps are MOST likely to resolve the permission issue without compromising security principles?

A) Grant the ' SELECT privilege on 'app_db.app_schema.secure_view' to the consumer's account.
B) No further action is required. Secure views and UDFs automatically inherit the necessary privileges within the application container.
C) Ensure the UDF is declared as 'SECURE and the view is also declared as 'SECURES. No explicit grants are required.
D) Grant the ' SELECT' privilege directly on 'app_db.app_schema.internal_table' to the 'app_role' .
E) Grant the 'IMPORTED PRIVILEGES privilege on the application database to the application's 'app_role' .

4. A data engineer needs to upload a large (10 GB) data file to an internal stage within a Snowflake Native App package using Snowsight. Which of the following methods is the MOST efficient and recommended approach, considering factors like network stability and potential interruptions?

A) Using a third-party file transfer tool (e.g., rsync) to upload the file to an external stage and then copying it to the internal stage using Snowflake SQL commands.
B) Using the Snowsight web interface directly to upload the file in a single operation.
C) Compress the file before uploading using Snowsight, this reduces size and ensures faster upload.
D) Using the Snowflake CLI (SnowSQL) with the 'PUT command, enabling automatic retries and parallel uploads.
E) Breaking the file into smaller chunks (e.g., 100 MB each) and uploading them sequentially using Snowsight.

5. A Snowflake Native App provider is using a Snowpark Python UDF to process data before writing it to an event table for consumption by consumer applications. The UDF fails intermittently with a 'Java heap space' error. Which of the following strategies are MOST effective in mitigating this error?

A) Configure the event table function to use a larger warehouse size using the EXECUTE AS OWNER clause.
B) Optimize the Python UDF code to use more memory-efficient data structures and algorithms, reducing overall memory consumption.
C) Increase the warehouse size used by the consumer application instance, as this controls the memory available to the UDF during event processing.
D) Switch to a Java UDF instead of a Python UDF, as Java UDFs inherently have better memory management in Snowflake.
E) Implement batch processing within the UDF to process data in smaller chunks, reducing the memory footprint at any given time.

Solutions: