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| Section | Weight | Objectives |
|---|---|---|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
|
| Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
|
Question 1
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 lacks necessary privileges on the objects it attempts to create or modify. Grant appropriate privileges to the application package owner role.
B. 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.
C. The setup script attempts to create objects that already exist. Implement IF NOT EXISTS clauses in your CREATE statements to prevent errors.
D. All of the above.
E. 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.
Question 2
A Snowflake Native App developer is designing an application that requires persisting a large volume of intermediate data during a complex data transformation process. This data is only needed during the execution of the app and can be discarded afterward. Which of the following storage options within the Snowflake Native App Framework would be MOST suitable for this purpose, considering both performance and cost-effectiveness?
A. Use an external stage pointing to AWS S3 or Azure Blob Storage.
B. Use a transient table within the application's managed database.
C. Use a permanent table within the application's managed database.
D. Store the data in the user's temporary stage.
E. Create a volatile table within the application's managed database.
Question 3
You are setting up an external stage to host your Snowflake Native Application Package on AWS S3. You've created an IAM role and Snowflake integration. However, when you try to create the application package with 'EXTERNAL STAGE , you receive an error indicating that Snowflake cannot access the S3 bucket. Which of the following could be the potential causes and solutions?
A. The Snowflake integration object is not correctly configured with the IAM role ARN. Solution: Verify the parameter in the integration object matches the IAM role ARN.
B. The IAM role does not have sufficient permissions to access the S3 bucket. Solution: Update the IAM role's policy to grant 's3:GetObject' and 's3:ListBuckeV permissions on the bucket.
C. The external stage URL is incorrect. Solution: Ensure the URL provided in the 'CREATE APPLICATION PACKAGE EXTERNAL STAGE command is the correct S3 bucket URL.
D. The S3 bucket policy does not allow access from the Snowflake AWS account. Solution: Update the bucket policy to explicitly allow access from the Snowflake AWS account, using the IAM role's principal.
E. The SNOWFLAKE DEPLOYMENT role is not granted access to the Integration object. Solution: Grant USAGE privilege on the Integration to the SNOWFLAKE DEPLOYMENT role.
Question 4
You are responsible for managing the pricing plans for your Snowflake Native Application listed on the Marketplace. You want to offer a 'Premium' tier that includes additional features and resources. To achieve this, you need to modify the listing to include this new pricing option. Which of the following steps are NECESSARY and in the CORRECT order to successfully add the 'Premium' tier to your application's listing, ensuring existing customers are not negatively impacted? (Choose two options in their proper order)
A. 1. Create a new version of the application package in your provider account with the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the new version of the application and add the 'Premium' pricing tier with appropriate settings.
B. 1. Test new Pricing in a Sandbox environment with few consumers. 2. Deploy the new version to the consumer accounts.
C. 1. Modify the existing application package in place to include the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the modified application and add the 'Premium' pricing tier with appropriate settings.
D. 1. Update the listing on the Marketplace with the new pricing tier. 2. Ensure backward compatibility for existing customers by implementing logic in the application to detect their current tier and maintain existing functionality.
E. 1. Update the Marketplace listing by adding the 'Premium' pricing tier with appropriate settings, but without modifying the application package. 2. Inform existing customers that the new pricing tier is available.
Question 5
You are developing a Snowflake Native Application and need to track changes made to the application code across different versions. You want to leverage Snowflake's built-in capabilities for version control and auditing. Which of the following approaches is the MOST suitable and efficient for achieving this?
A. Use Snowflake's Streams feature to capture changes made to application code objects and store them in a separate change table for auditing.
B. Manually maintain a change log in a separate Snowflake table, documenting each code modification with associated version numbers and timestamps.
C. Utilize Snowflake's Information Schema views (e.g., 'INFORMATION_SCHEMA.PROCEDURES, 'INFORMATION SCHEMA.FUNCTIONS) in conjunction with Time Travel to query historical metadata and code definitions.
D. Integrate with an external version control system (e.g., Git) and store application code and deployment scripts in the repository. Use CI/CD pipelines to manage deployments to Snowflake.
E. Use Snowflake's Time Travel feature to query historical versions of application code objects (e.g., stored procedures, UDFs) and compare differences between versions.
Solutions:
| Question 1 Answer: D | Question 2 Answer: E | Question 3 Answer: A,B,C,D | Question 4 Answer: A,D | Question 5 Answer: C |
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