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| Section | Weight | Objectives |
|---|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Data sharing and protection mechanisms
- 2. Account security and access management
- 3. Cloud-based computing and storage concepts
|
| Snowflake Native Applications Design and Creation | 35% | - Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
- Apply Snowflake best practices while building native application workloads
- 1. Build, distribute, and monetize apps in Snowflake
- 2. Design scalable applications
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use Snowflake's marketplace
- 2. Use data sharing for app interoperability
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q115-Q120):
NEW QUESTION # 115
You are managing versions of a Snowflake Native App that persists data to tables within the consumer's account. You want to provide consumers with the ability to rollback to a previous version of the application without losing dat a. Which combination of Snowflake features and practices would best support this requirement?
- A. Combine Snowflake's Time Travel feature with automated scripts within your application that identify and restore tables affected by the rollback to the specific point in time when the previous version was active. Provide users with a simplified rollback process.
- B. Store data version history within the application and reconstruct historical states on demand. This requires complex data modeling and coding.
- C. Rely solely on Snowflake's Time Travel feature on the consumer's tables, instructing users to manually restore data to the desired point in time after rolling back the application.
- D. Require consumers to manually back up their data before each application upgrade and provide instructions on how to restore it.
- E. Implement a backup and restore mechanism within your application, creating regular snapshots of the consumer's tables and storing them in a secured location. Provide a rollback procedure that restores data from the appropriate snapshot.
Answer: A,E
Explanation:
Combining Time Travel with automated scripts (D) gives consumers a simple process and maintains data integrity. The backup and restore mechanism (B) adds an extra layer of protection, and could potentially allow for longer retention than the standard Time Travel configuration. (A) places too much burden on the consumer. (C) is too complex. (E) is not user friendly and prone to errors. Implementing scripts to manage time travel on the consumers' data warehouse is more effective than relying on them to do it themselves.
NEW QUESTION # 116
You are designing a Snowflake Native App that processes sensitive customer dat a. To comply with data residency requirements, you need to ensure the application processes data exclusively within the consumer's Snowflake account and does not transmit data outside.
Which features of the Snowflake Native App Framework support this requirement? (Select all that apply)
- A. Secure Data Sharing: Allows the application to access data directly within the consumer's account without copying or moving it.
- B. Application Packages: Package the entire application including code and configuration, ensuring data locality and not data transfer outside environment
- C. Stored Procedures: Allows the application to execute custom logic within the consumer's Snowflake environment, processing data locally.
- D. External Functions: Enables the application to call external services for data processing and enrichment, ensuring all data remains within the Snowflake environment.
- E. Snowflake Marketplace: Provides a secure and governed platform for distributing the application without requiring direct access to the consumer's account.
Answer: A,B,C
Explanation:
The correct answers are A, D and E. Secure Data Sharing enables direct access to data without movement. Stored Procedures execute logic within the consumer's environment. Application packages ensures everything within the consumer's environment. External Functions (B) inherently involve sending data outside of Snowflake, violating the residency requirement. Snowflake Marketplace (C) is about distribution and governance, not data processing location.
NEW QUESTION # 117
You are preparing a Snowflake Native Application for its initial release. You have a 'setup.sqP file that creates necessary tables and roles. You are also planning for future updates. Which of the following practices will BEST ensure smooth, version-upgrade compatible deployments for your application's consumers?
- A. Avoid using 'CREATE OR REPLACE TABLE in 'setup.sqr and always use 'CREATE TABLE IF NOT EXISTS.
- B. Always drop and recreate all application objects in each new version's 'setup.sqr to ensure a clean slate.
- C. Include detailed comments in 'setup.sql' explaining the purpose of each SQL statement and the logic behind schema changes.
- D. Use a consistent naming convention for all application objects and clearly document any breaking changes in release notes.
- E. Use stored procedures within 'setup.sqr to encapsulate schema changes and data migrations, making them idempotent.
Answer: C,D,E
Explanation:
Options B, D, and E will BEST ensure smooth, version-upgrade compatible deployments: Option B: A consistent naming convention and clear documentation of breaking changes enable consumers to understand the impact of updates and adjust their applications accordingly. Option D: Encapsulating schema changes and data migrations within idempotent stored procedures ensures that 'setup.sqr can be run multiple times without causing unintended side effects. This is crucial for handling failed upgrades or re-deployments. Option E: Detailed comments within setup.sqr make the script easier to understand and maintain, both for the application developer and for consumers who may need to troubleshoot or customize the application. Option A is good practice but 'CREATE OR REPLACE TABLE is appropriate for views and functions. Option C is generally a bad practice, as it can lead to data loss or disruption if not handled carefully.
NEW QUESTION # 118
A Snowflake Native Application, leveraging Snowpark Container Services (SPCS), is designed to perform complex data transformations on data residing within the customer's Snowflake account. The transformations require significant computational resources, and the container occasionally encounters resource constraints, leading to performance degradation. Which of the following strategies can you employ to optimize resource utilization and ensure the container runs efficiently within the customer's SPCS environment?
- A. Optimize the container image by removing unnecessary dependencies and libraries, reducing its overall size and startup time.
- B. Increase the memory and CPU limits specified in the 'spec.yaml' file for the Snowpark Container Services deployment. This provides the container with more resources within the allocated compute pool.
- C. Increase the size of the virtual warehouse associated with the SPCS compute pool. This directly provides more computational resources to the container.
- D. Implement horizontal scaling within the container by deploying multiple replicas of the application and distributing the workload among them using a load balancer. The consumer must configure the number of replicas.
- E. Rewrite the data transformation logic to utilize Snowflake's built-in SQL functions and stored procedures whenever possible. Move the transformation workload out of the container.
Answer: A,B,E
Explanation:
Options B, D, and E are all effective strategies. Option B reduces the container's resource footprint. Option D offloads the resource- intensive transformations to Snowflake's native engine. Option E increases the resource allocation for the container, and setting limits ensures containers cannot monopolize resources. Option A does not directly control container resources. Option C is valid but, the provider should consider how the consumer would set replicas, as typically, the provider should have no control over customer resources.
NEW QUESTION # 119
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. 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.
- B. 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.
- C. 1. Create a patch for the existing application. 2. Deploy the patch to all consumer accounts. 3. Notify consumers of the updated patch.
- 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. 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.
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 # 120
......
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