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| Section | Weight | Objectives |
|---|
| Topic 1: Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use data sharing for app interoperability
- 2. Use Snowflake's marketplace
|
| Topic 2: 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
|
| Topic 3: Snowflake Native Applications Design and Creation | 35% | - Apply Snowflake best practices while building native application workloads
- 1. Design scalable applications
- 2. Build, distribute, and monetize apps in Snowflake
- Create and manage billing events and cost monitoring techniques
- 1. Formulate Snowflake native application workflows and procedures
|
| Topic 4: Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q212-Q217):
NEW QUESTION # 212
You are developing a Snowflake Native App. Your app needs to interact with the consumer's Snowflake account to retrieve dat a. You want to ensure that your app only has access to the necessary data and that the consumer can control the data access. Which of the following methods is the MOST secure and recommended way to achieve this?
- A. Create a shared secret between the provider and consumer accounts and use this secret to authenticate API calls for data access.
- B. Use a Snowflake account administrator role to execute all queries within the app.
- C. Utilize Snowflake's secure data sharing feature combined with granular access control policies (row access policies, masking policies) within the provider's app, granting access to specific views or tables.
- D. Expose an API endpoint within the consumer's account that grants access to the data without any restriction.
- E. Create a service account within the consumer's Snowflake account and grant the necessary privileges to this account.
Answer: C
Explanation:
Snowflake's secure data sharing feature, coupled with granular access control policies, provides the MOST secure and controlled way to access data within a consumer's Snowflake account. This approach allows the provider to define which data the app can access and the consumer to control the access through policies.
NEW QUESTION # 213
A Snowflake Native App is designed to perform complex data transformations on large datasets provided by the consumer. To optimize performance and manage resource consumption, you need to choose the appropriate execution context for your application logic. Which of the following options should be considered to accomplish this?
- A. Run entire process by calling API from provider side.
- B. Using a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step.
- C. Leveraging Snowflake's external functions to offload data transformations to a separate cloud-based compute environment.
- D. Distributing the transformations across multiple SQL UDFs running in parallel using Snowflake's compute grid.
- E. Executing all data transformations within a single stored procedure to minimize overhead.
Answer: B
Explanation:
Choosing the correct execution context for your application logic requires a combination of stored procedures, SQL UDFs, and external functions to orchestrate the data transformation process, depending on the specific requirements of each step, offering the best balance of performance, scalability, and resource management. A single stored procedure may not be efficient for complex transformations. SQL UDFs in parallel can be effective but might have limitations depending on the complexity. External functions offer flexibility for offloading but introduce latency and complexity. API call will be more appropriate to transfer the data.
NEW QUESTION # 214
You are designing a Snowflake Native App that needs to store temporary state information specific to each consumer account. This state information should not be directly accessible to the consumer but must be persistent across application sessions. Which of the following approaches are valid and recommended for storing this data?
- A. Create a public schema in the application package and store the state information in tables within that schema. Grant SELECT access to the consumer's account on these tables.
- B. Use external stages connected to a provider controlled AWS S3 bucket or similar.
- C. Store the state information in a private schema within the application package, ensuring that consumers do not have direct access.
- D. Utilize internal stages within the application package to store the state data as files.
- E. Create secured views that expose the state data but control access through application roles.
Answer: C,D
Explanation:
Options B and D are the correct approaches. Option D: Private schema, Consumers should not have direct access to the app's internal data. Storing state information in a private schema within the application package ensures that consumers cannot directly query or modify this data, preserving the application's internal state and security. Option B: Internal Stages, offer a way to store file-based data that is tightly coupled with the application package. It enables you to persist the state information for each consumer securely. Option A is incorrect as it gives consumers direct access. Option C is incorrect because the requirement says the data cannot be accessible, not that it should be controlled. Option E creates dependency on external infrastructure.
NEW QUESTION # 215
You are developing the setup script for a Snowflake Native Application. The application requires a specific Snowflake Edition (e.g., Enterprise) to function correctly due to certain feature dependencies. How can you ensure that the installation fails gracefully and provides a clear error message if the consumer's account does NOT meet the required edition?
- A. Attempt to create objects that are specific to the required Snowflake Edition within the setup script. If the creation fails due to edition limitations, the installation will automatically fail.
- B. Use the 'SYSTEM$GET SNOWFLAKE EDITION()' function within the setup script and raise an exception using 'RAISE' if the edition is not compatible. Provide a descriptive error message.
- C. Use a configuration file included in the application package to specify the required Snowflake Edition. The setup script reads this file and displays an error message if the edition is not compatible.
- D. The Snowflake Marketplace automatically checks for edition compatibility before allowing installation of a Native Application. No explicit checks are needed in the setup script.
- E. Include a comment in the setup script indicating the required Snowflake Edition. Rely on the consumer to manually verify their edition before installation.
Answer: B
Explanation:
Option A is the most reliable and user-friendly approach. allows you to programmatically determine the Snowflake Edition. Using provides a controlled and informative error message, ensuring a graceful failure. Option B is unreliable as it depends on the consumer's diligence. Option C might work, but it's less predictable and provides a less specific error message. Option D is incorrect; the Marketplace does not currently handle edition compatibility checks automatically. Option E adds unnecessary complexity with an external configuration file; the check can be performed directly within the setup script.
NEW QUESTION # 216
You've built a Snowflake Native Application and are ready to test it in test mode. The application utilizes both internal stages and external stages for data storage. Which of the following statements accurately describe the behavior of stages and data access during test mode installations from the provider's perspective?
- A. During test mode, the provider has full access to all data stored in both internal and external stages associated with the application, mimicking the access rights in a production environment.
- B. Data loaded into internal stages during test mode is automatically persisted to the consumer's account upon final installation of the application.
- C. Internal stages defined within the application package are accessible to the application code running in test mode. Data placed in these stages before installation is available immediately.
- D. External stages, regardless of their access permissions, are inaccessible during test mode installations to prevent unintended data leakage.
- E. The provider can configure specific external stages to be accessible in test mode by granting appropriate privileges to the application role and explicitly defining these stages in the setup script.
Answer: C,E
Explanation:
Option A is correct because internal stages are accessible in test mode, allowing providers to pre-populate data for testing. Option C is correct because external stages can be configured for access with proper permissions. Option B is incorrect, as external stages can be accessed. Option D is incorrect because test mode data doesn't persist to consumer's account automatically. Option E is partially incorrect; the Provider must configure the external stages.
NEW QUESTION # 217
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