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| Section | Weight | Objectives |
|---|
| Topic 1: Snowflake Native App Framework Overview | 20% | - Understand Snowflake architecture, features, tools, and best practices
- 1. Account security and access management
- 2. Cloud-based computing and storage concepts
- 3. Data sharing and protection mechanisms
|
| Topic 2: Snowflake Native Applications Installation and Testing | 20% | - Install and test native applications
- 1. Validate application functionality and performance
|
| Topic 3: Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use Snowflake's marketplace
- 2. Use data sharing for app interoperability
|
| Topic 4: 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. Design scalable applications
- 2. Build, distribute, and monetize apps in Snowflake
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q37-Q42):
NEW QUESTION # 37
You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. Before submitting the application for approval, which of the following checks are essential to perform to ensure a smooth review process and avoid potential rejections by Snowflake?
- A. Thoroughly test the application in various Snowflake regions to ensure compatibility and proper functionality across different environments.
- B. Document all external dependencies of the application in the listing description, including any required Snowflake features or limitations.
- C. Verify that the application package contains a valid 'setup.sqr file with the necessary SQL statements to initialize the application environment in the consumer account.
- D. Ensure the application uses only standard Snowflake features available to all accounts, avoiding any preview or unsupported functionalities.
- E. Make sure every SQL role and all privileges are explicitly granted and listed in setup.sql.
Answer: A,B,C,D
Explanation:
All the above checks are essential. A valid 'setup.sqr is needed to initialize the application. Using only standard features is crucial for compatibility. Documenting dependencies helps consumers understand the requirements. Regional testing ensures the application works correctly everywhere. Proper authorization is key for security, but that is not just in 'setup.sql'.
NEW QUESTION # 38
A consumer installs a Snowflake Native App that performs data transformations. The consumer wants to monitor the resource consumption (e.g., credits used) of the application. Which of the following SQL queries can the consumer use to retrieve the warehouse- level credit usage information associated with the installed application 'my_app'?
- A. SELECT start_time, end_time, warehouse_name, credits_used FROM snowflake.account_usage.query_history WHERE application_name = 'my_app';
- B. SELECT start_time, end_time, warehouse_name, credits_used FROM snowflake.account_usage.database_storage_usage_history WHERE application_name = 'my_app';
- C. SELECT start_time, end_time, warehouse_name, credits_used FROM snowflake.account_usage.resource_monitors WHERE application_name = 'my_app';
- D. SELECT start_time, end_time, warehouse_name, credits_used FROM snowflake.account_usage.metering_history WHERE application_name = 'my_app';
- E. SELECT start_time, end_time, warehouse_name, credits_used FROM snowflake.account_usage.warehouse_metering_history WHERE application_name = 'my_app';
Answer: E
Explanation:
The 'snowflake.account_usage.warehouse_metering_history& view provides warehouse-level credit usage information. Filtering by application_name = 'my_app" allows the consumer to see the credit consumption specifically for the installed application. 'metering_history' contains overall account usage. 'query_history' contains query details, not credit usage. 'resource_monitorS are for setting limits, not usage. database_storage_usage_history' shows storage usage, not credit consumption for compute.
NEW QUESTION # 39
A data science team is developing a Native App on Snowflake that requires access to data from multiple customer accounts (Reader Accounts). They need to ensure strict data governance and minimize the risk of data leakage. Which of the following approaches provides the MOST secure and scalable solution for accessing and managing this cross-account data?
- A. Utilize secure data sharing with data clean rooms, exposing the required datasets via views on each data clean room.
- B. Package the data extraction logic directly into the Native App using User-Defined Functions (UDFs) that establish secure connections to each consumer account using separate credentials stored securely within the application package.
- C. Create a shared database from each consumer account containing views over the required tables, granting SELECT privileges on these views to the application role.
- D. Grant SELECT privileges directly to the application role on all relevant tables in the consumer accounts.
- E. Implement a data access service within the Native App that uses external functions to query data from consumer accounts, relying on network policies for security.
Answer: A
Explanation:
Secure data sharing provides the MOST secure and scalable solution. Data clean rooms add governance, limiting what data can be exposed, and simplifying setup. Options A and B expose data without fine-grained control; Option C introduces complexities with external function setup and network policies; Option D raises security concerns by managing consumer credentials within the application.
NEW QUESTION # 40
A Native Application is being developed that requires access to the consumer's Snowflake account for billing purposes. The application needs to record the query history of the consumer's account to estimate resource usage. Which is the MOST secure and efficient method for the Native App to access this data, minimizing the permissions granted to the app and considering the governance aspects?
- A. Grant the 'ACCOUNTADMIN' role to the Native App's service account. This provides full access to the account's query history.
- B. Grant the ' MONITOR USAGE' privilege to the Native App's service account, allowing it to query the view.
- C. Grant the ' USAGE privilege on the 'SNOWFLAKE' database to the Native App's service account, allowing it to query all tables and views in that database.
- D. Create a stored procedure within the Native App that executes as the 'OWNER and queries the view. The stored procedure is granted to the Native App's service account with 'EXECUTE privileges.
- E. Use the 'READ SESSION' privilege to allow the application to read the current session context and infer the resource usage from it.
Answer: D
Explanation:
Granting 'ACCOUNTADMIN' is highly insecure and violates the principle of least privilege. 'MONITOR USAGE is not sufficient to query 'QUERY_HISTORY. 'READ SESSION' provides limited contextual information and wouldn't allow retrieval of full query history. Granting USAGE on the 'SNOWFLAKE database is too broad and exposes more data than necessary. A stored procedure executing as the 'OWNER allows controlled access to the query history while minimizing the permissions granted directly to the application's service account.
NEW QUESTION # 41
You are responsible for managing the pricing plans for your Snowflake Native Application listed on the Marketplace. You want to offer a 'Premium' tier that includes additional features and resources. To achieve this, you need to modify the listing to include this new pricing option. Which of the following steps are NECESSARY and in the CORRECT order to successfully add the 'Premium' tier to your application's listing, ensuring existing customers are not negatively impacted? (Choose two options in their proper order)
- A. 1. Modify the existing application package in place to include the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the modified application and add the 'Premium' pricing tier with appropriate settings.
- B. 1. Create a new version of the application package in your provider account with the code changes supporting the 'Premium' features. 2. Update the Marketplace listing with the new version of the application and add the 'Premium' pricing tier with appropriate settings.
- C. 1. Test new Pricing in a Sandbox environment with few consumers. 2. Deploy the new version to the consumer accounts.
- D. 1. Update the listing on the Marketplace with the new pricing tier. 2. Ensure backward compatibility for existing customers by implementing logic in the application to detect their current tier and maintain existing functionality.
- E. 1. Update the Marketplace listing by adding the 'Premium' pricing tier with appropriate settings, but without modifying the application package. 2. Inform existing customers that the new pricing tier is available.
Answer: B,D
Explanation:
The correct answer is A then E. First, a new version of the application package (A) is created with the code changes to support the 'Premium' features. Then, the Marketplace listing is updated with the new version and the 'Premium' pricing tier. It's also important to ensure backward compatibility for existing customers (E) so their experience is not negatively affected after the update. Option B is incorrect because modifying the existing application package in place can cause issues for existing installations. Option C is incorrect because you must implement the new features. Option D is relevant but it's not what the question is asking for and it is not a comprehensive answer.
NEW QUESTION # 42
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