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| Section | Weight | Objectives |
|---|---|---|
| Application Design & Creation | 35% | - Application packages and objects - Setup scripts and application logic - Security and access control - Native App Framework architecture - Manifest files and configuration |
| Application Installation & Testing | 20% | - Testing strategies and validation - Installation procedures and dependencies - Provider and consumer workflows - Debugging and troubleshooting |
| Application Deployment & Distribution | 25% | - Versioning and release management - Upgrades and lifecycle management - Publishing to Snowflake Marketplace - Listing types and monetization |
| Advanced Features & Management | 20% | - Governance and compliance - Integration with Snowpark and external services - Event logging and telemetry - Billing events and cost monitoring |
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NEW QUESTION # 43
You are designing a Snowflake Native Application that uses Streamlit for its user interface. The application requires users to authenticate with their Snowflake credentials before accessing any dat a. The application also implements Role Based Access Control (RBAC) using application roles. After successful authentication, you need to securely determine the user's current role within the application and store it for subsequent authorization checks within Streamlit. Which of the following represents the most secure and reliable approach to achieve this?
Answer: D
Explanation:
Option A is the most secure and reliable approach. Using 'SELECT after successful authentication ensures that you are retrieving the role that Snowflake has currently assigned to the user in that session. Storing it in allows you to reuse this information throughout the Streamlit application without repeatedly querying Snowflake, improving performance. Session state is also secure, as it's tied to the user's session. Option B is less secure because managing a separate mapping table introduces redundancy and potential inconsistencies with Snowflake's role management. It also adds complexity to user management. Option C should not be adopted. Bypassing Snowflake's native authentication significantly weakens the application's security posture. Snowflake provides robust authentication mechanisms, and there is generally no need to bypass them. Option D is insufficient as a standalone solution because it doesn't provide the application with real- time access to the user's role for authorization checks. Option E is complex and can create unnecessary overhead with temporary objects. It doesn't directly address the need to store and reuse the role for various authorization checks within the Streamlit application.
NEW QUESTION # 44
A Snowflake Native Application developer wants to ensure that a specific stored procedure, 'UPDATE CUSTOMER STATUS, within their application can only be executed by users who have been granted the 'CUSTOMER ADMIN' role in the consumer's account. How can the developer enforce this authorization check within the stored procedure's code?
Answer: B
Explanation:
Option E is the correct approach. directly checks if the specified role is active in the current session, providing a reliable way to enforce role-based access control within the stored procedure. Option A will not work as returns the primary role, not all active roles. Option B controls who can be granted the ability to execute the procedure, but not who is executing it at runtime. Option C is overly complex and less efficient. Option D relies on external context variables, making the authorization less self-contained and harder to manage.
NEW QUESTION # 45
You are developing a Snowflake Native App that needs to be deployed across multiple regions. Your application relies on data stored in internal stages. Considering the limitations of Snowflake Native App Framework regarding regional availability and data residency, which of the following strategies is the MOST appropriate to ensure data availability and minimize latency for users in different regions?
Answer: A,B
Explanation:
The best approaches are B and E. Replicating internal stages (B) keeps data close to users in each region. Using regional external stages (E) with location-aware logic offers flexibility and potentially lower latency. Replicating the entire account (A) is overkill and cost-prohibitive. Packaging data within the app (C) is impractical for large datasets and makes updates difficult. Using a central stage (D) negates the benefits of regional deployment. External stages are preferred because Native Apps can only read/write to internal stages within the Application package and not in the consumer's account
NEW QUESTION # 46
A Snowflake Native Application uses a task 'aggregate_data' to aggregate dat a. This task is owned by the 'app_public' role and executes a stored procedure 'aggregate data proc'. Consumers have reported the task sometimes fails intermittently, citing permission issues, specifically related to accessing a specific table in the consumer account. The application provider has granted 'SELECT' privilege on the table to the 'app_public' role. However, the failures persist. What is the MOST LIKELY cause of the intermittent failures related to executing the task?
Answer: D
NEW QUESTION # 47
You are creating a Snowflake Native Application that will be distributed to consumer accounts. As part of the installation process, you need to ensure that a specific database role, 'DATA READER, is created in the consumer account and granted 'SELECT' privileges on a specific table in the consumer's shared dat a. Which of the following code snippets, when placed within the application's setup script (install.sql), will correctly achieve this, assuming the application is granted 'CREATE DATABASE ROLE?





Answer: A
Explanation:
Option D correctly creates the database role, grants the necessary privileges, and associates it with the application. Here's a breakdown: 'CREATE OR REPLACE DATABASE ROLE DATA_READER;': creates or replaces the database role 'DATA_READER in the consumer account. 'GRANT SELECT ON TABLE CONSUMER DB.PUBLIC.MY TABLE TO DATABASE ROLE DATA READER;': Grants the 'SELECT privilege on the specified table to the 'DATA_READER role. It assumes that already exists in the consumer account through data sharing or some other mechanism. 'GRANT DATABASE ROLE DATA READER TO APPLICATION ROLE app_public;': This grants the database role to the application role, making the database role available to the application via the 'app_public' application role. 'GRANT APPLICATION ROLE app_public TO APPLICATION This is essential. This makes sure the application has the privileges from the application role granted. Without this, the database role is effectively useless to the application. In the consumer account, this means it will be able to use application. It should have an application object representing installed app in Consumer Account. Option A is incorrect because granting to 'SHARE is not the appropriate way to grant the role to the application. This is meant for granting to other accounts. Option B is incorrect because application will not be able to use app_public if not granted. Option C is incorrect because you need to assign database role to application role so it can be properly managed at the application level. You also need to grant the application role to the applicatiom Option E is incorrect because you should not grant the application role to SHARE; it will provide access to any accounts using the share, and can lead to over-privileged access.
NEW QUESTION # 48
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