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| Section | Weight | Objectives |
|---|---|---|
| Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
|
Question 1
You are developing a Snowflake Native Application that relies on external Python packages. You've successfully added the necessary packages to the stage associated with your application package using 'snowflake-cli' during development. However, when testing the application in a consumer account, you encounter errors indicating that these packages are not found. What are the most likely reasons for this issue and how can you resolve them?
A. The 'snowflake.yml' file does not correctly specify the stage where the Python packages are located. Update the 'snowflake.yml' file to include the correct stage URL and ensure the application's setup script creates the stage and uploads the packages.
B. The consumer account does not have access to the Snowflake Marketplace where the packages are hosted. Request the consumer to enable access to the required marketplace listings.
C. The consumer account's Python environment is incompatible with the packages used by the application. Instruct the consumer to update their Python environment to match the application's requirements.
D. The packages were not correctly added to the stage. Verify that the packages are in the stage specified in the 'snowflake.yml' file, and that the application has the necessary permissions to read from the stage within the setup script.
E. The stage is not automatically shared with the consumer account as part of the application package. Ensure that your setup script includes a step to create a share and grant usage on the stage to the consumer account.
Question 2
You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. You've developed the application and implemented security measures. Which of the following steps are essential best practices for ensuring a successful and secure listing on the Snowflake Marketplace?
A. Avoid documenting any limitations or potential issues with the application to present a flawless image to potential consumers. Only provide limited pricing information to create a sense of urgency to potential consumer
B. Thoroughly document the application's functionality, installation instructions, configuration options, and any known limitations. Provide clear and concise pricing information and support contact details.
C. Include a prominently displayed disclaimer stating that the application is provided "as is" and the provider assumes no liability for any damages arising from its use. Only provide basic installation instructions. It is the end user's responsibility to know how to use the application.
D. Implement robust error handling and logging mechanisms to provide consumers with informative error messages and aid in troubleshooting. Include mechanisms for securely collecting and storing application usage metrics (if required), ensuring compliance with privacy regulations.
E. Clearly communicate the application's security model, including data encryption methods, access controls, and any reliance on consumer-side security configurations. Undergo and document regular security audits and penetration tests of the application.
Question 3
You are packaging a Snowflake Native App using the 'snowflake nativeapp package' command. The app relies on a specific external Python library that isn't available by default in Snowflake. Which methods can you use to include this library in your application package and ensure it's accessible within your application's procedures and functions?
A. Combine options B and C. Use the Anaconda channel integration when possible, and for custom or unavailable packages, use the ZIP file import method for individual functions. Prioritize Anaconda for easier dependency management.
B. Upload the Python library using the 'PUT' command and explicitly reference it in the 'manifest.ymr under the 'artifacts' section, pointing to the internal stage location. Use the 'IMPORT statement within your stored procedure or UDF handler code to make the library available during execution.
C. Use the Anaconda channel integration. Specify the required package in the 'manifest.ymr file, and Snowflake automatically downloads and installs the library during application installation. This only works for packages available through Anaconda.
D. Upload the Python library as a stage object and reference it in the 'manifest.ymr file using the 'artifacts' section. Snowflake will automatically include it in the application package and make it available during runtime using the 'IMPORT' statement in the handler code.
E. Bundle the Python library as a ZIP file along with your application code. When creating the function using 'CREATE FUNCTION' , specify the ZIP file as part of the 'IMPORTS' clause. Snowflake automatically extracts and makes the library available to the function.
Question 4
You are developing a Snowflake Native App that leverages shared data from the consumer's account. The app needs to dynamically determine the existence of a specific table (e.g., 'CUSTOMER DATA) in the consumer's shared database before attempting to query it. Which of the following SQL commands or approaches within the application package provides the MOST reliable way to programmatically check for the existence of the table?
A. Use the 'INFORMATION SCHEMA.TABLES' view and query it to check if a table with the name 'CUSTOMER DATA' exists in the shared database.
B. Execute a 'SELECT 1 FROM CUSTOMER_DATA LIMIT 1' query within a 'TRY...CATCH' block and handle the exception if the table does not exist.
C. Use the 'DESCRIBE TABLE CUSTOMER_DATX command within a 'TRY...CATCH' block and handle the exception if the table does not exist.
D. Use the ' SHOW TABLES LIKE 'CUSTOMER_DATA" command and check if any rows are returned.
E. Attempt to grant SELECT privilege on the table and check if an error occurs
Question 5
A provider is developing a Snowflake Native Application that uses a managed task to perform critical data transformations. The provider wants to ensure the managed task is only ever executed when the application is in a 'RUNNING' state. They have defined a secure view which returns a single row and a column named 'status' of type VARCHAR. The provider intends to use the 'EXECUTE MANAGED TASK' privilege in conjunction with a user-defined function (UDF) to control task execution. Which of the following approaches, utilizing a UDF and the 'EXECUTE MANAGED TASK' privilege, will correctly and securely prevent the managed task from running unless the application status is 'RUNNING'? Assume the UDF is created with the 'SECURE keyword.
A. Create a UDF that returns TRUE only if 'SELECT status FROM app_db.app_schema.app_status_view' returns 'RUNNING'. Then, in the managed task definition, use the WHEN clause with the UDF. Grant 'EXECUTE MANAGED TASK' on the managed task and 'SELECT on the to the application role.
B. Create a UDF that executes ' if 'SELECT status FROM app_db.app_schema.app_status_view' returns 'RUNNING'. Grant 'EXECUTE MANAGED TASK' on the managed task to the application role. Grant SELECT on the view.
C. Create a UDF that returns TRUE only if 'SELECT status FROM app_db.app_schema.app_status_view' returns 'RUNNING'. Then, in the managed task definition, use the WHEN clause with the UDF. Grant 'EXECUTE MANAGED TASK' on the managed task to the application role. Do not grant SELECT on the view.
D. Create a UDF that executes 'SYSTEM$TASK SUSPEND('app_db.app_schema.my_managed_task'Y if 'SELECT status FROM app_db.app_schema.app_status_view' does not return 'RUNNING', otherwise executes Grant 'EXECUTE MANAGED TASK' on the managed task to the application role. Grant 'SELECT on the view.
E. create a UDF that executes if 'SELECT status FROM app_db.app_schema.app_status_view' does not return 'RUNNING'. Grant 'EXECUTE MANAGED TASK' on the managed task to the application role. Do not grant SELECT on the view.
Solutions:
| Question 1 Answer: A,D | Question 2 Answer: B,D,E | Question 3 Answer: A | Question 4 Answer: A | Question 5 Answer: C |
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