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| Section | Weight | Objectives |
|---|
| Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Cloud-based computing and storage concepts
- 2. Account security and access management
- 3. Data sharing and protection mechanisms
|
| Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Snowflake Native Applications Design and Creation | 35% | - Apply Snowflake best practices while building native application workloads
- 1. Build, distribute, and monetize apps in Snowflake
- 2. Design scalable applications
- Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q80-Q85):
NEW QUESTION # 80
You are developing a Snowflake Native Application that needs to be deployed across multiple Snowflake accounts. The application includes a setup script that creates several tables and stored procedures. However, some consumers might have naming conflicts with the objects created by your setup script. Which of the following strategies can you use to minimize naming conflicts and ensure smooth application deployment? (Select all that apply)
- A. Dynamically generate object names within the setup script using the application's name and a random suffix.
- B. Prefix all objects created by the setup script with a unique, application-specific identifier.
- C. Utilize the 'CREATE OR REPLACE syntax for all objects in the setup script to overwrite any existing objects.
- D. Instruct consumers to drop any conflicting objects before installing the application.
- E. Package all application objects into a dedicated schema within the consumer's database.
Answer: A,B,E
Explanation:
Prefixing objects with an application-specific identifier provides a clear and consistent way to avoid naming collisions. Dynamically generating object names makes it very unlikely for conflicts to occur. Packaging objects into a dedicated schema isolates the application's objects and prevents them from interfering with the consumer's existing objects. Asking consumers to drop objects is not user-friendly and can lead to data loss. Using 'CREATE OR REPLACE might unintentionally overwrite important objects belonging to the consumer.
NEW QUESTION # 81
You are developing a Snowflake Native Application and want to implement a usage-based pricing model. Your application writes usage data to a table 'APPLICATION USAGE' in the provider account. You need to create a listing on the Snowflake Marketplace that charges customers based on the number of processed records. Which of the following steps are crucial to correctly setting up the pricing plan within the listing, ensuring that usage data is properly captured and reflected in the customer's bill?
- A. Define a usage-based price metric within the listing that directly queries the 'APPLICATION_USAGE table in the consumer account using a secure view.
- B. Establish a Data Exchange between the provider and consumer accounts, sharing the 'APPLICATION_USAGE' table directly. The listing then references this Data Exchange for pricing.
- C. Configure a usage-based price metric within the listing, pointing it to a secure view created on top of the 'APPLICATION_USAGE' table, explicitly granted to the 'snowflake' account. The secure view should aggregate usage data.
- D. Create a stored procedure in the provider account that aggregates the usage data in 'APPLICATION USAGE' , and then configure the listing to execute this stored procedure at regular intervals to calculate charges.
- E. Define a resource monitor on the provider account that tracks resource consumption of the application, and use this as the basis for pricing. This requires no customer interaction.
Answer: C
Explanation:
The correct answer is C. A usage-based price metric must point to a secure view that aggregates usage data from the 'APPLICATION_USAGE table. The secure view ensures that data access is controlled and that consumers only see the aggregated usage information required for billing. Option A is partially correct, but misses explicitly granting access to snowflake account, vital for pricing. Other options are incorrect because they either expose raw data (D), rely on procedures which are hard to manage within the marketplace (B), try to query consumer data which is impossible using provider side secure view (A) or irrelevant to usage based pricing (E).
NEW QUESTION # 82
A Snowflake Native Application provider is deploying their application in multiple regions (AWS US-East-l and AWS EU-Central-l). The application relies on external functions that interact with a third-party API. The provider wants to optimize for both latency and cost while ensuring high availability. Which of the following strategies represents the MOST effective approach for configuring and deploying these external functions to meet these requirements? Select two.
- A. Configure a global load balancer in front of the third-party API endpoints and point all external functions to the load balancer's endpoint. This allows the load balancer to route requests to the closest available API endpoint.
- B. Deploy separate external functions in each region, pointing to API endpoints hosted in the respective regions. Configure each external function with the same security integration to simplify access management.
- C. Host the external function code directly within the Snowflake application package and leverage Snowflake's serverless compute to execute the function logic without relying on external APIs.
- D. Create a single external function that uses a conditional statement to route requests to different API endpoints based on the Snowflake region where the function is being called. This approach reduces management overhead.
- E. Utilize Snowflake's cross-region replication feature to automatically replicate the external functions between regions. This ensures that the functions are always available in both regions.
Answer: A,B
Explanation:
Options B and D are the most effective. Deploying separate external functions in each region (B) allows for regional optimization, reducing latency by calling API endpoints hosted in the same region. Configuring the same security integration simplifies access management. Using a global load balancer (D) adds another layer of resilience and allows for dynamic routing to the closest available API endpoint, improving availability and potentially reducing costs. Option A could introduce latency due to conditional logic and potentially suboptimal routing. Option C is not applicable as external functions are not replicated by Snowflake replication. E cannot be hosted directly to the Snowflake application package
NEW QUESTION # 83
You are developing a Snowflake Native Application that processes customer order dat a. As part of the setup script, you need to create a shared database and a secure view to expose aggregated order statistics to consumer accounts. Which of the following is the MOST secure and efficient way to achieve this, considering data governance and performance?
- A. Create a regular view in the application database using the APPLICATION role. Create a shared database and share the APPLICATION database. The consumer account then uses a local view pointing to the shared view.
- B. Create a secure view in the provider account and grant SELECT privileges to the application role. Then, create a shared database and share this view.
- C. Create a secure materialized view in the provider account and grant SELECT privileges to the application role. Then, create a shared database and share this materialized view.
- D. Create a regular view in the provider account and grant SELECT privileges to the application role. Then, create a shared database and share this view.
- E. Create a secure view in the application database using the APPLICATION role. Create a shared database and share the APPLICATION database. The consumer account then uses a local view pointing to the shared secure view.
Answer: E
Explanation:
Creating a secure view in the application database with the APPLICATION role and then sharing the application database is the most secure option. Using the APPLICATION role ensures only the application can access the underlying data. Secure views ensure that data is masked according to the view's definition when accessed by consumers. Consumer accounts use a local view to interact with the shared data, providing an abstraction layer. Materialized views are generally not shared directly because they represent pre-computed data and may not reflect the latest changes.
NEW QUESTION # 84
Consider the following setup script intended to install a Snowflake Native Application in test mode. The application relies on a custom role 'APP ROLE' and a secured view 'SECURE VIEW'. Analyze the script and identify which line, if any, contains a critical error that would prevent successful testing:
Answer: A
Explanation:
While the code seems correct at first glance, the critical missing piece is the 'GRANT USAGE ON SCHEMA privilege. Without this, the 'APP_ROLE won't be able to access objects within the schema containing the 'SECURE_VIEW'. The rest are valid commands.
NEW QUESTION # 85
......
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