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| Section | Weight | Objectives |
|---|
| Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Manifest files and setup scripts
- 2. Application packages and structure
|
| Native Application Design and Creation | 35% | - Application development workflow
- 1. Building and versioning applications
- 2. Application roles and privileges
|
| Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Version upgrades and release management
- 2. Marketplace listings and publishing
|
| Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Logging and event tables
- 2. Tracing and troubleshooting workflows
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q135-Q140):
NEW QUESTION # 135
You are tasked with publishing a Snowflake Native Application to the Snowflake Marketplace. Your application relies on specific external packages available through Anacond a. You've already built your application and are preparing to create the listing. Which steps are NECESSARY to ensure that consumer accounts can successfully install and use your application, considering external package dependencies?
- A. Explicitly import all required external packages within the application's setup script using 'import
- B. Consumers are automatically prompted to install any missing external packages upon installing the application; no specific action is required during listing creation.
- C. Include a 'requirements.txt file within your application package listing all required Python packages and their versions.
- D. Distribute the packages directly as part of the application code. This avoids external dependencies.
- E. When creating the Snowflake Marketplace listing, specify the required external packages under the 'External Packages' section using the fully qualified package name (e.g., 'snowflake.ml.modeling').
Answer: E
Explanation:
Option C is correct. The Snowflake Marketplace listing requires you to explicitly declare the external packages your application depends on in the 'External Packages' section. This allows Snowflake to automatically handle the package installation in the consumer's account. Options A and B are relevant during application development, not listing creation. Option D is not scalable for commonly used packages. Option E is incorrect because consumer intervention may be necessary but Snowflake must be aware of dependencies to guide them.
NEW QUESTION # 136
A Native Application developer is creating a data product to be sold on the Snowflake Marketplace. The application needs read access to a shared database called 'RETAIL DATA'. The application logic includes a function that reads a lookup table, 'PRODUCT CATEGORIES', within this shared database. Which sequence of actions, executed by the application provider, ensures the application can access this table at installation time and after updates, following least privilege principles?
- A. Grant 'SELECT on to the application role during the application's setup script. Do not grant 'IMPORTED PRIVILEGES' on the database.
- B. Grant 'IMPORTED PRIVILEGES' on 'RETAIL DATA' to the application role. The application setup script should also GRANT USAGE on database RETAIL_DATA and then GRANT SELECT on to the application role.
- C. Grant 'IMPORTED PRIVILEGES' on to the application role. Grant 'SELECT on to the application role during the application's setup script.
- D. Grant 'IMPORTED PRIVILEGES' on 'RETAIL DATA to the application role. Rely on the consumer to grant 'SELECT access to tables within 'RETAIL DATA' to the application role.
- E. Grant USAGE on ' RETAIL_DATX to the application role during the application's setup script. Do not grant 'IMPORTED PRIVILEGES' on the database.
Answer: B
Explanation:
The correct answer is E. IMPORTED PRIVILEGES is required so the application can even see that shared database. USAGE is required on the database before you can select from the table. SELECT is required on the table. This is all done within the application setup script so the consumer does not need to take manual action.
NEW QUESTION # 137
You are the developer of a Snowflake Native Application. You've created a new version of your application package, v2.0. You want to perform a controlled rollout, first releasing it to a subset of your consumers for testing before making it generally available. Which sequence of steps, leveraging Snowflake's lifecycle management features, would you use to achieve this?
- A. 1. Create a new APPLICATION role for beta testers. 2. Grant USAGE privilege on version v2.0 to the beta testers APPLICATION role. 3. Instruct beta testers to manually specify VERSION = 'v2.0' when creating their application instances.
- B. 1. Create a new APPLICATION role for beta testers. 2. Grant USAGE privilege on version v2.0 to the beta testers APPLICATION role. 3. Update the default version of the application package to v2.0.
- C. 1. Create a new APPLICATION role for beta testers. 2. Grant USAGE privilege on the application package to the beta testers APPLICATION role. 3. Grant USAGE privilege on version v2.0 to the beta testers APPLICATION role. 4. Update the default version of the application package to v2.0.
- D. 1. Instruct consumers to use the 'ALTER APPLICATION' command to upgrade to v2.0. 2. Monitor consumer feedback on the upgraded version.
- E. 1. Create a dedicated APPLICATION role for the application. 2. Grant OWNERSHIP on the application package to the application's APPLICATION role. 3. Update the default version of the application package to v2.0.
Answer: A
Explanation:
The correct answer is C because creating a dedicated role, granting usage on the specific version, and instructing beta testers to specify the version during application instance creation allows for controlled access to the new version. Option A and B would expose the new version after setting default version. Option D only grants ownership and does not control version access for consumers. Option E requires manual intervention from all consumers which defeats controlled rollout purpose.
NEW QUESTION # 138
Consider the following Snowflake Native App manifest file (manifest.yml):

Which statements accurately describe the implications of this manifest file? (Choose two)
- A. The application code defined in setup.sql will run during the installation of the Application Package by the provider.
- B. Consumers can share data with the application without any limitations.
- C. The consumer must provide a value for the secret during application installation.
- D. The application can interact with external network resources.
- E. The application is not listed on the Snowflake Marketplace.
Answer: C,E
Explanation:
Because 'private: true', the application won't be listed on the marketplace. The 'secrets' section indicates that the consumer must supply a value for 'API_KEY' during installation. 'external_network: false' prevents the app from making outbound network connections. The execute' ensures 'setup.sql' runs during installation. false' limits secure data sharing capabilities.
NEW QUESTION # 139
You are developing a Snowflake Native Application that relies on external functions (UDFs/UDTFs) for data processing. A new version of your application includes significant changes to these external functions, potentially affecting existing consumer data and queries. How should you manage the upgrade process to minimize disruption and ensure data integrity in consumer accounts? Assume consumers rely on your function names in their queries. Which of the following approach is MOST suitable?
- A. Rename all the external functions in the new version and instruct consumers to update their queries accordingly after the upgrade.
- B. Use release directives to direct users to an intermediate version that provides a compatibility layer for the external function changes. This layer translates calls to the old function names into calls to the new functions, allowing for a phased transition.
- C. Update the external functions in place with the new logic. Snowflake's versioning will automatically handle any compatibility issues for existing queries.
- D. Develop wrapper functions in the new version that call the original external functions with the new logic applied. Consumers can then gradually migrate to the wrapper functions without immediately changing their queries.
- E. Create new versions of the external functions with different names while maintaining the old functions in the new version. Consumers can then migrate to the new functions at their own pace. Use release directives to route new users to new functions.
Answer: B
Explanation:
Option E is the MOST suitable approach. Using release directives to direct users to an intermediate version with a compatibility layer provides a smooth transition. This allows consumers to continue using their existing queries while the compatibility layer translates the calls to the updated external functions. It minimizes disruption and allows consumers to migrate at their own pace. Option A will cause immediate breakage for consumers. Option B is viable and recommended for consumers to migrate to new functions with no compatibility layers. Option C assumes a level of compatibility that may not exist. Option D might work, but it requires all the consumers to gradually migrated and update their functions calls.
NEW QUESTION # 140
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