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| Section | Weight | Objectives |
|---|---|---|
| Advanced Features & Management | 20% | - Integration with Snowpark and external services - Governance and compliance - Event logging and telemetry - Billing events and cost monitoring |
| Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Provider and consumer workflows - Installation procedures and dependencies |
| Application Design & Creation | 35% | - Application packages and objects - Security and access control - Setup scripts and application logic - Native App Framework architecture - Manifest files and configuration |
| Application Deployment & Distribution | 25% | - Upgrades and lifecycle management - Listing types and monetization - Publishing to Snowflake Marketplace - Versioning and release management |
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NEW QUESTION # 298
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
Explanation:
When a stored procedure is executed by a task, the stored procedure runs with the rights of the OWNER by default. This means that even if you grant 'SELECT privilege on the table to 'app_public' (the task's role), if the stored procedure is executing with definer's rights, it is checking the privileges in the application provider's account, not the consumer's. Therefore, the application provider's account needs to have SELECT privilege on the table. It is unlikely there is any issues related to warehouse rights, or that they would resolve transient network connectivity issues. The EXECUTE TASK' privilege only relates to being able to execute the task, not what the task can access.
NEW QUESTION # 299
You are building a Snowflake Native Application that provides a data transformation service. You want to allow consumers to configure certain aspects of the transformation pipeline (e.g., the name of the target table, specific transformation logic). What are the recommended approach(es) to allow consumers to customize the application's behavior without directly modifying the application code?
Answer: C,E
Explanation:
Options B and D are correct. Exposing parameters in the setup script and stored procedures is a standard way to allow customization during installation and execution. A configuration table provides a flexible way for consumers to manage settings that can be read by the application. Option A is incorrect because forking the repository makes it difficult to manage updates and maintain security. Option C has security implications, as malicious code can be injected through user-defined UDFs. Option E is incorrect as the file download, modify, and upload method are complex for users to configure.
NEW QUESTION # 300
You are packaging a Snowflake Native App for distribution. Which of the following artifacts are essential components of the application bundle that must be included?
Answer: B,C,E
Explanation:
The manifest file (snowflake.yml) is crucial as it defines the app's metadata and dependencies. The 'setup.sqr file is also essential as it contains the necessary SQL statements to initialize the application environment in the consumer's account. If the app consists of any Java UDFs, the corresponding compiled JAR files are required to be packaged along with the application. Binary executables for a specific operating system is incorrect as snowflake app excutes on snowflake computing.
NEW QUESTION # 301
You're developing a Snowflake Native Application and want to control access to different features based on roles. You have a Streamlit application that displays sensitive data, and you only want users with the 'DATA ANALYST and 'ADMIN' roles to be able to view this dat a. Which of the following methods or a combination of methods are MOST appropriate for enforcing this role-based access control within your Streamlit application and the underlying Snowflake resources?
Answer: B,D
Explanation:
The MOST appropriate methods are C and D. Option C: Using a stored procedure with 'EXECUTE AS CALLER and role checks provides a robust and secure way to control data access. The stored procedure acts as a gatekeeper, ensuring that only authorized roles can retrieve the data. Option D: Implementing row-level security (RLS) adds an additional layer of security by filtering data at the database level based on the user's role. This ensures that even if a user were to bypass the Streamlit application's role checks, they would still only be able to see the data they are authorized to see. Option A is susceptible to tampering and does not enforce data-level security. Option B requires an added level of complexity with an extra custom role and is unnecessary. Option E does not secure at the database level.
NEW QUESTION # 302
You are developing a Snowflake Native Application that interacts with a user-provided data source. The application needs to validate that the user has granted the necessary permissions on their dat a. The application package contains the following setup script:
Which of the following approaches is the MOST secure and reliable way to check for SELECT privileges within the procedure?
Answer: D
Explanation:
'SYSTEM$PRIVILEGE_CHECK' is the recommended and most secure method. It directly checks for the existence of a specified privilege for a role on an object. Parsing the output of 'SHOW GRANTS' is less reliable and prone to errors. 'TRY...CATCH' is inefficient and relies on error message parsing, which is discouraged. provides metadata but not a definitive check in the context of the application role having the necessary grants made by the consumer. Assuming privileges are granted is a security risk.
NEW QUESTION # 303
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