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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. Data sharing and protection mechanisms
- 3. Account security and access management
|
| 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% | - 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
|
| Snowflake Native Applications Deployment | 25% | - Build, version, and release native applications
- 1. Use Snowflake's marketplace
- 2. Use data sharing for app interoperability
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q159-Q164):
NEW QUESTION # 159
You are developing a Snowflake Native Application that uses Streamlit to present dat a. The application relies on a UDF to perform calculations. The UDF resides in the application's schema within the container. The application package is named and the application itself is named 'my_app'. You need to grant the application the necessary privileges to execute this UDF. Which of the following SQL statements, executed by the application provider, will correctly grant the required privilege to the application?
Answer: E
Explanation:
The correct answer is B. The 'EXECUTE privilege is required for an application to execute a UDE Additionally, 'APPLICATION ROLE app_public' is the correct role to grant the privilege to, enabling all users within the application to execute the function. Option A is incorrect because USAGE is not sufficient for executing a UDF. Options C and D are incorrect because you should grant permissions to an APPLICATION ROLE, not the Application directly. Option E is incorrect because 'app_role' is a generic term, and 'app_public' should be used to define the public Application role.
NEW QUESTION # 160
You are designing a Snowflake Native App that processes sensitive customer dat a. To comply with data residency requirements, you need to ensure the application processes data exclusively within the consumer's Snowflake account and does not transmit data outside.
Which features of the Snowflake Native App Framework support this requirement? (Select all that apply)
- A. Application Packages: Package the entire application including code and configuration, ensuring data locality and not data transfer outside environment
- B. Secure Data Sharing: Allows the application to access data directly within the consumer's account without copying or moving it.
- C. Stored Procedures: Allows the application to execute custom logic within the consumer's Snowflake environment, processing data locally.
- D. External Functions: Enables the application to call external services for data processing and enrichment, ensuring all data remains within the Snowflake environment.
- E. Snowflake Marketplace: Provides a secure and governed platform for distributing the application without requiring direct access to the consumer's account.
Answer: A,B,C
Explanation:
The correct answers are A, D and E. Secure Data Sharing enables direct access to data without movement. Stored Procedures execute logic within the consumer's environment. Application packages ensures everything within the consumer's environment. External Functions (B) inherently involve sending data outside of Snowflake, violating the residency requirement. Snowflake Marketplace (C) is about distribution and governance, not data processing location.
NEW QUESTION # 161
You are developing a Snowflake Native Application that uses a Stored Procedure to orchestrate complex data processing tasks. This stored procedure is defined within the application package. When testing in test mode, which of the following security considerations are paramount to ensure the procedure executes correctly and securely, without unintentionally granting excessive privileges to the consumer?
- A. Grant the 'EXECUTE' privilege on the stored procedure to the 'PUBLIC' role during test mode. This simplifies testing but should be revoked before publishing the application.
- B. Ensure that any roles granted to the application role also have the necessary privileges to execute the stored procedure, and access the objects it interacts with. The stored procedure must be defined with 'EXECUTE AS CALLER.
- C. Create a dedicated service user specifically for the application and grant only the necessary privileges to this user. The stored procedure should then execute with the privileges of this service user using the 'EXECUTE AS CALLER clause. This allows granular access control.
- D. Define the stored procedure with the 'EXECUTE AS OWNER clause. This ensures the procedure always runs with the privileges of the application owner, regardless of the caller's permissions.
- E. Since the application is running in test mode, security is not a major concern. Granting all necessary privileges directly to the application role simplifies testing without compromising the consumer's security.
Answer: B
Explanation:
Option D is correct because using 'EXECUTE AS CALLER grants privileges based on the caller's role, not the owner of the procedure. It also emphasizes the principle of least privilege. 'EXECUTE AS OWNER will not work in Native Apps. Option C is incorrect because granting privileges to PUBLIC is not a good practice. Option E is incorrect because security matters in Test Mode.
NEW QUESTION # 162
You are developing a Snowflake Native Application that provides a data enrichment service. This service requires the consumer to grant the application access to a specific table in their account. You want to ensure that upgrades to your application do not inadvertently break existing consumer configurations. You decide to use a versioned schem a. Which of the following steps are essential during the setup script execution to achieve this and maintain backward compatibility during future upgrades?
- A. Define a custom role within the application package and grant it the necessary privileges to read the consumer's table via a secure view. Then, grant the application role the USAGE privilege on this custom role. This ensures that the application role can assume the custom role's privileges for data access.
- B. Create a secure view in the versioned schema that accesses the consumer's table. Grant the application role 'SELECT on this secure view. This provides a stable interface that isolates the application from direct changes to the consumer's table.
- C. Create a new unversioned schema named 'APPLICATION' and install all application objects within it. This provides a consistent namespace for all consumers, regardless of the application version.
- D. Grant the application role 'OWNERSHIP on the consumer's table directly. This allows the application full control and ensures consistent data access regardless of future schema changes within the application.
- E. Create a versioned schema using 'CREATE SCHEMA VERSION = ' . Grant the application role 'USAGE on this versioned schema, and ensure all application logic references objects within this schema.
Answer: B,E
Explanation:
Options B and D are correct. Creating a versioned schema allows for managing changes in your application's data structures. By creating a secure view and granting the application role 'SELECT on it, you isolate your application from direct modifications to the consumer's table, ensuring backward compatibility. Option A is incorrect because an unversioned schema doesn't address the need for backward compatibility during upgrades. Option C is generally discouraged due to security concerns of granting ownership. Option E, while useful, is not the core reason to use a versioned schema to protect from consumer changes.
NEW QUESTION # 163
You are developing a Snowflake Native Application that processes sensitive customer dat a. You need to ensure that the application is secure and compliant with data privacy regulations. Which of the following security measures are MOST effective when designing your application package? (Select TWO)
- A. Store all sensitive data in external stages managed by the provider account to isolate it from the consumer's Snowflake environment.
- B. Encrypt all data at rest and in transit using Snowflake's built-in encryption features.
- C. Bypass Snowflake's RBAC and authentication to manage access within the application.
- D. Implement role-based access control (RBAC) to restrict access to sensitive data based on user roles within the application.
- E. Use obfuscation techniques on the data within the application, making it harder to be read.
Answer: B,D
Explanation:
Encrypting data at rest and in transit (A) is crucial for protecting sensitive information. Implementing RBAC (B) ensures that only authorized users can access specific data, enhancing security and compliance. Storing data in provider-managed external stages (C) would not allow consumer access to the data via Snowflake's data sharing capabilities. Obfuscation(D) is not the strongest mechanism. Bypassing Snowflake's RBAC(E) is a security risk and should never be done.
NEW QUESTION # 164
......
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