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| Section | Weight | Objectives |
|---|
| Topic 1: Application Deployment & Distribution | 25% | - Versioning and release management - Upgrades and lifecycle management - Listing types and monetization - Publishing to Snowflake Marketplace
|
| Topic 2: Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows
|
| Topic 3: Advanced Features & Management | 20% | - Governance and compliance - Integration with Snowpark and external services - Billing events and cost monitoring - Event logging and telemetry
|
| Topic 4: Application Design & Creation | 35% | - Manifest files and configuration - Setup scripts and application logic - Security and access control - Application packages and objects - Native App Framework architecture
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q165-Q170):
NEW QUESTION # 165
Consider the following Snowflake Native Application design scenario: You are building a data enrichment application. This application requires a consumer to grant usage on a specific database in their account. The application will then use a user-defined function (UDF) to access and enrich the dat a. To minimize the risk of data exposure and adhere to best practices, which of the following approaches should you take when designing the UDF?
- A. Create the UDF without any special keywords, relying solely on the consumer's permissions to control data access.
- B. Create the UDF with the 'IMMUTABLE keyword to prevent any data modification within the consumer's database.
- C. Create the UDF with the 'VOLATILE' keyword to ensure it only runs when explicitly called, limiting the potential for unintended data access.
- D. Create the UDF with the EXTERNAL_ACCESS' keyword to explicitly allow it to access data outside of the application package.
- E. Create the UDF with the 'SECURE keyword and implement granular access control within the UDF code, restricting access based on the application role.
Answer: E
Explanation:
The 'SECURE keyword (Option B) is crucial for protecting data within a Snowflake Native Application. By creating a secure UDF, you can ensure that the UDF's code is protected from unauthorized inspection and modification. Furthermore, implementing granular access control within the UDF allows you to restrict data access based on the application's role, minimizing the risk of data exposure and adhering to best practices. 'VOLATILE, 'IMMUTABLE , and ' EXTERNAL_ACCESS' are irrelevant in this context. Not using any special keyword will not protect your data.
NEW QUESTION # 166
You are designing a Snowflake Native Application that requires managing application roles and permissions. Which of the following best practices should be followed regarding application roles and permissions in a Snowflake Native Application?
- A. Avoid using application roles altogether and rely solely on the consumer's existing roles and permissions.
- B. Use the 'EXECUTE AS OWNER clause for all stored procedures to avoid granting explicit privileges to the application roles.
- C. Grant all necessary privileges to the 'APPLICATION' role during setup, as this simplifies permission management for consumers.
- D. Bundle all application logic within a single stored procedure owned by the 'APPLICATION' role.
- E. Define granular application roles with specific permissions, and provide documentation to the consumer on how to grant these roles to their users.
Answer: E
Explanation:
Defining granular application roles is crucial for security and maintainability. Consumers need to grant these roles to their users, so clear documentation is essential. Granting all privileges to the 'APPLICATION' role is overly permissive. 'EXECUTE AS OWNER can introduce complexities and might not always be appropriate. Relying solely on the consumer's roles limits the application's ability to control access. Bundling all logic into a single procedure hinders modularity and maintainability.
NEW QUESTION # 167
You are managing versions of a Snowflake Native App that persists data to tables within the consumer's account. You want to provide consumers with the ability to rollback to a previous version of the application without losing dat a. Which combination of Snowflake features and practices would best support this requirement?
- A. Require consumers to manually back up their data before each application upgrade and provide instructions on how to restore it.
- B. Implement a backup and restore mechanism within your application, creating regular snapshots of the consumer's tables and storing them in a secured location. Provide a rollback procedure that restores data from the appropriate snapshot.
- C. Combine Snowflake's Time Travel feature with automated scripts within your application that identify and restore tables affected by the rollback to the specific point in time when the previous version was active. Provide users with a simplified rollback process.
- D. Rely solely on Snowflake's Time Travel feature on the consumer's tables, instructing users to manually restore data to the desired point in time after rolling back the application.
- E. Store data version history within the application and reconstruct historical states on demand. This requires complex data modeling and coding.
Answer: B,C
Explanation:
Combining Time Travel with automated scripts (D) gives consumers a simple process and maintains data integrity. The backup and restore mechanism (B) adds an extra layer of protection, and could potentially allow for longer retention than the standard Time Travel configuration. (A) places too much burden on the consumer. (C) is too complex. (E) is not user friendly and prone to errors. Implementing scripts to manage time travel on the consumers' data warehouse is more effective than relying on them to do it themselves.
NEW QUESTION # 168
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?
- A. Use 'SHOW GRANTS TO ROLE app_role' and parse the output to see if SELECT privilege on 'user_schema.user_table' exists.
- B. Query the 'INFORMATION SCHEMA.TABLE PRIVILEGES' view to check if 'app_role' has SELECT privilege on 'user_schema.user_table'.
- C. Assume SELECT privileges are granted as part of the application installation process without explicit validation.
- D. Use function with appropriate parameters to directly check if the 'app_role' has SELECT privilege on 'user schema.user table'.
- E. Attempt a 'SELECT COUNT( ) FROM within a "TRY...CATCH' block and infer permissions based on the error message.
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 # 169
A Snowflake Native App developer is designing an application that requires persisting a large volume of intermediate data during a complex data transformation process. This data is only needed during the execution of the app and can be discarded afterward. Which of the following storage options within the Snowflake Native App Framework would be MOST suitable for this purpose, considering both performance and cost-effectiveness?
- A. Create a volatile table within the application's managed database.
- B. Use an external stage pointing to AWS S3 or Azure Blob Storage.
- C. Use a permanent table within the application's managed database.
- D. Use a transient table within the application's managed database.
- E. Store the data in the user's temporary stage.
Answer: A
Explanation:
Volatile tables are the most suitable option because they are designed for storing temporary data that is only needed for the duration of the session. They provide good performance and are automatically dropped when the session ends, ensuring efficient use of storage resources and preventing data leakage. Transient tables are retained until explicitly dropped, while permanent tables incur ongoing storage costs. User's temporary stage access is generally restricted. External stages add complexity and are generally used for data sharing, not temporary storage.
NEW QUESTION # 170
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