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| Section | Weight | Objectives |
|---|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Version upgrades and release management
- 2. Marketplace listings and publishing
|
| Native Application Design and Creation | 35% | - Application development workflow
- 1. Building and versioning applications
- 2. Application roles and privileges
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Logging and event tables
- 2. Tracing and troubleshooting workflows
|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Application packages and structure
- 2. Manifest files and setup scripts
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q367-Q372):
NEW QUESTION # 367
You are developing a Snowflake Native Application that integrates with an external API to enrich data within the consumer's account. You need to design the setup script to handle API credentials securely and ensure that consumers can configure their own API keys. Which of the following methods is the MOST secure and recommended approach for managing API credentials within a Snowflake Native Application?
- A. Store the API credentials in a publicly accessible stage and instruct consumers to download and configure them manually.
- B. Encrypt the API credentials using a simple symmetric key and include the decryption key in the setup script.
- C. Hardcode the API credentials directly into the setup script and distribute them to consumers.
- D. Use Snowflake's secret management capabilities (e.g., SECRETS feature) to store the API credentials securely, allowing consumers to create and manage their own secrets and reference them within the application.
- E. Store the API credentials as environment variables within the application's deployment environment.
Answer: D
Explanation:
Using Snowflake's secret management capabilities (C) provides the most secure way to store and manage API credentials. This allows consumers to control their own credentials and prevent them from being exposed in the application code. Hardcoding credentials (A) is a major security risk. Storing credentials in a publicly accessible stage (B) is also insecure. Storing them as environment variables (D) might not be persistent. Encrypting with a symmetric key included in the setup script (E) does not provide adequate security as the decryption key is readily available.
NEW QUESTION # 368
You are developing a Snowflake Native Application that uses a custom Python handler to perform data transformations. This handler requires access to a third-party Python package not included in the standard Anaconda environment provided by Snowflake. To ensure the application functions correctly on consumer accounts, what steps must you take? (Select all that apply)
- A. Create a stage and upload the python package(s). Then in the Python UDF code, reference the python package from the stage.
- B. Use the SALTER FUNCTION' command after installation on the consumer's account to add the required Python package to the function definition. This option is not possible.
- C. Instruct consumers to manually install the necessary Python package using 'pip install' in a Snowflake Snowpark Python worksheet after installing the application.
- D. Include the required Python package in the application package as a zip file using the 'CREATE or REPLACE FUNCTION' command with the 'imports' clause.
- E. Specify the Python package as a dependency in the application's setup script using a install command.
Answer: A,D
Explanation:
Snowflake Native Applications cannot rely on consumers manually installing dependencies or executing arbitrary shell commands for security reasons. Including the Python package as a zip file via the 'imports' clause within the 'CREATE or REPLACE FUNCTION' command ensures that the dependency is automatically available when the Python handler is executed within the application environment on the consumer's account. Option C is not a valid command and not permissible in Snowflake. Also, consumers cannot use alter after the installation, Hence it will not work. A and D are the correct choices.
NEW QUESTION # 369
You are developing a Snowflake Native Application for a financial institution that needs to be deployed across multiple cloud providers (AWS, Azure, GCP) to minimize latency for their global customer base. The application relies on a secure and consistent method for accessing external services for real-time market dat a. Which of the following strategies would BEST ensure cross-cloud functionality and adherence to Snowflake Marketplace best practices for secure data access?
- A. Package the external service client libraries directly within the Native Application and configure the application to dynamically discover the nearest available endpoint at runtime, storing credentials within a Snowflake secret.
- B. Create separate versions of the Native Application for each cloud provider, each with customized configurations for accessing the external services. Publish each version separately on the Snowflake Marketplace.
- C. Use Snowflake's Network Rules feature in conjunction with external functions that leverage API integration objects, storing the secret material necessary to authenticate with the external API. Leverage Snowflake's built-in cross-cloud replication capabilities to ensure data consistency.
- D. Hardcode cloud-specific endpoint URLs for the external services in your application code, using conditional statements to determine the correct endpoint based on the Snowflake cloud region.
- E. Use Snowflake's external functions with secure OAuth authentication to access the external services, leveraging Snowflake's built-in cross-cloud replication capabilities to ensure data consistency.
Answer: C
Explanation:
Using Network Rules in conjunction with external functions that use API integration objects and secrets provides the most secure and flexible approach. Network Rules allow you to specify which external networks the application can access, which API integration objects handle authentication and manage external access details, and secrets securely store the credentials. Snowflake replication ensures data consistency across clouds.
NEW QUESTION # 370
A Native App provider has created an application package and wants to control the versions of the application available to different consumers. They need to ensure that a specific consumer account, 'CUSTOMER R, only has access to version '1.0' of the application. Which of the following steps are necessary to achieve this?
- A. Create a new application package specifically for 'CUSTOMER A' and only include version '1.0' in that package.
- B. The provider must first create a new version of the application package containing only version 1 .C , and then create an authorization grant for the role to CUSTOMER A that includes version '1.0'
- C. No specific steps are required. By default, consumers will automatically receive the latest version of the application.
- D. Specify the version '1.0' when creating the share object for 'CUSTOMER_A'.
- E. When creating the authorization grant for for the APPLICATION ROLE, specify VERSION = '1.01.
Answer: E
Explanation:
The correct approach is to specify the VERSION parameter within the CREATE AUTHORIZATION GRANT statement. This allows the provider to control which version of the application a specific consumer is authorized to use. Creating separate packages or shares is not the intended mechanism for version control within the Native App Framework. It's important to grant authorization to application roles.
NEW QUESTION # 371
You're packaging a Snowflake Native App and need to define the minimum Snowflake version required for installation. You also want to specify an optional PARAMETER that users can configure during installation to customize the app's behavior. Which section of the manifest file allows you to achieve this?
- A. The 'deployment.sql' file where you define the app's deployment settings.
- B. The 'setup.sqrl' file, where you define SQL commands to be executed during app installation.
- C. The 'metadata.json' file, which only contains descriptive information about the app.
- D. The 'privileges.sql' file, where you define the privileges required by the application.
- E. The 'application.yaml' file under the 'configuration' section, where you can specify and define PARAMETERS with their types and default values.
Answer: E
Explanation:
The 'application.yaml' file is the core configuration file for a Snowflake Native App. It's where you define the to ensure compatibility and declare PARAMETERS with their data types, descriptions, and optional default values, enabling customization during app installation.
NEW QUESTION # 372
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