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| Section | Weight | Objectives |
|---|
| Topic 1: Advanced Features & Management | 20% | - Integration with Snowpark and external services - Billing events and cost monitoring - Event logging and telemetry - Governance and compliance
|
| Topic 2: Application Design & Creation | 35% | - Manifest files and configuration - Security and access control - Application packages and objects - Native App Framework architecture - Setup scripts and application logic
|
| Topic 3: Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows
|
| Topic 4: Application Deployment & Distribution | 25% | - Versioning and release management - Upgrades and lifecycle management - Publishing to Snowflake Marketplace - Listing types and monetization
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q219-Q224):
NEW QUESTION # 219
You are developing a Snowflake Native App that requires specific privileges to access data in the consumer's account. In your manifest file, you want to request these privileges. Which of the following statements best describes the correct way to request these privileges within the 'privileges' section of the manifest file?
- A. Privileges are managed entirely through the application's setup scripts. The manifest file does not play a role in privilege management.
- B. You can only request privileges for future grants. Existing object grants are not supported in manifest file.
- C. Use the 'allowed_roles' section in the manifest to list the roles that are allowed to access data in the consumer's account, Snowflake automatically grants necessary privileges to these roles.
- D. Specify a list of required privileges under the 'privileges' section, detailing the specific objects (databases, schemas, tables) and actions (SELECT, INSERT, UPDATE) the application needs to perform.
- E. Privileges are automatically granted to the application based on the roles specified in the application code. No explicit declaration is needed in the manifest file.
Answer: D
Explanation:
The 'privileges' section of the manifest file is used to declare the specific privileges required by the application. This includes specifying the objects (databases, schemas, tables) and actions (SELECT, INSERT, UPDATE) that the application needs to perform in the consumer's account. Snowflake uses this information to manage access control and ensure that the application has the necessary permissions to function correctly.
NEW QUESTION # 220
A Snowflake Native App developer wants to utilize a README.md file within their application package. Which of the following statements accurately describe the supported usage and purpose of the README.md file in this context?
- A. The README.md file is a Markdown formatted file and used only for internal documentation by the app developer and is not exposed to consumers through any Snowflake interface.
- B. The README.md file is automatically displayed to consumers within the Snowflake Marketplace listing, providing a detailed overview of the app's functionality and installation instructions.
- C. Snowflake automatically renders the READMmd file as part of the application s user interface within the consumer s account, allowing them to view documentation directly from Snowflake.
- D. The README.md file must adhere to a specific Snowflake schema for metadata to be automatically extracted and displayed within the consumer's Snowflake environment post-installation.
- E. The README.md file can be programmatically accessed within the application logic using a Snowflake-provided API to dynamically generate documentation for the consumer.
Answer: B
Explanation:
The README.md file in a Snowflake Native App package is primarily used to populate the app's listing in the Snowflake Marketplace. It provides information about the app to potential consumers. It's not used for internal documentation only, nor is it rendered within the consumer's account post-installation. It doesn't require a specific Snowflake schema, nor is it programmatically accessible from the app.
NEW QUESTION # 221
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. Create a patch for the existing application. 2. Deploy the patch to all consumer accounts. 3. Notify consumers of the updated patch.
- B. 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.
- C. 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.
- D. 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.
- E. 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.
Answer: D
Explanation:
The recommended approach prioritizes a swift update with minimal disruption. Developing and testing a new version, publishing it, deprecating the old version, and then announcing it ensures continuous availability. Unlisting (D) or immediately deprecating (A) the application causes disruption. Patches (B) are not the standard procedure for Native Apps. A private listing (C) adds unnecessary complexity in this urgent scenario.
NEW QUESTION # 222
You are creating a Snowflake Native Application that uses Snowpark Container Services. The application needs to process large datasets and requires a Compute Pool with specific GPU resources. You use the following SQL command to create a compute pool:

After creating the compute pool, you notice that your Snowpark Container Service is unable to start. Upon inspecting the 'SYSTEM$GET CP POLICY' for the allowed instance families list does not contain 'GPU NV M'. What is the MOST likely reason for this and how do you rectify it?
- A. The specified instance family is invalid or not supported in your region. Use 'SYSTEM$GET_CP POLICY to verify the available instance families and choose a supported one.
- B. You need to explicitly grant the 'USAGE privilege on the instance family to the application role used by the container service using "GRANT USAGE ON INSTANCE FAMILY GPU NV M TO ROLE
- C. The COMPUTE POOL needs to be explicitly associated to the application package by running ALTER APPLICATION PACKAGE ADD COMPUTE POOL my_compute_poor.
- D. GPU instance types are automatically enabled as part of SPCS and there is no account restriction.
- E. The account does not have access to GPU-based instance families. Contact Snowflake support to enable GPU instance families for your account.
Answer: E
Explanation:
GPU instance families are not automatically enabled for all accounts. Access must be explicitly granted. Without the necessary account permissions, the compute pool creation might succeed, but the container service will fail to start. The account admin needs to contact Snowflake to enable it.
NEW QUESTION # 223
You are tasked with creating a new version (2.0) of a Snowflake Native Application. This new version introduces significant schema changes and requires data migration from the old schema in version 1.0 to the new schem a. You need to write the 'setup.sqr script for version 2.0. Which of the following steps or considerations are MOST critical to ensure a smooth and successful upgrade for existing customers? (Select TWO)
- A. Before applying schema changes, backup the existing data using 'CREATE TABLE AS SELECT to safeguard against data loss during the upgrade process.
- B. Use 'setup.sqr to perform a direct 'INSERT INTO ... SELECT FROM operation to move data from the old tables to the new tables after the new tables are created.
- C. Include only the schema changes in 'setup.sql' without any data migration logic. Assume users will manually migrate the data.
- D. Use external stages for data backup, and leverage Snowflake Data Sharing to provide access to the older version data for consumers after upgrade.
- E. Implement robust error handling and logging within the 'setup.sqr script to capture any issues during schema migration or data transfer.
Answer: A,E
Explanation:
Options C and D are critical for a smooth and successful upgrade. Option C: Backing up the data before making any changes is a crucial safeguard against data loss during the upgrade process. The 'CREATE TABLE AS SELECT command provides an easy way to create a backup of the data before schema modifications. Option D: Implementing robust error handling and logging is essential to monitor the upgrade process and identify any potential issues during schema migration or data transfer. This allows for quick intervention and troubleshooting, minimizing downtime and ensuring data integrity. Option A is incorrect because relying on manual data migration is impractical and error-prone for users. Option B might work for simple data migrations, but it lacks error handling and rollback capabilities. Option E is good practice from security perspective.
NEW QUESTION # 224
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