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| Section | Weight | Objectives |
|---|
| Application Deployment & Distribution | 25% | - Versioning and release management - Listing types and monetization - Publishing to Snowflake Marketplace - Upgrades and lifecycle management
|
| Application Installation & Testing | 20% | - Debugging and troubleshooting - Provider and consumer workflows - Installation procedures and dependencies - Testing strategies and validation
|
| Advanced Features & Management | 20% | - Billing events and cost monitoring - Integration with Snowpark and external services - Governance and compliance - Event logging and telemetry
|
| Application Design & Creation | 35% | - Native App Framework architecture - Application packages and objects - Security and access control - Manifest files and configuration - Setup scripts and application logic
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q357-Q362):
NEW QUESTION # 357
A Snowflake Native Application provider is troubleshooting an issue reported by a consumer during testing. The application uses a UDF to process dat a. The error message suggests the UDF is failing due to insufficient permissions to access a secure view owned by the application. The UDF and view are defined as follows:

Which of the following steps are MOST likely to resolve the permission issue without compromising security principles?
- A. No further action is required. Secure views and UDFs automatically inherit the necessary privileges within the application container.
- B. Ensure the UDF is declared as 'SECURE and the view is also declared as 'SECURES. No explicit grants are required.
- C. Grant the 'IMPORTED PRIVILEGES privilege on the application database to the application's 'app_role' .
- D. Grant the ' SELECT privilege on 'app_db.app_schema.secure_view' to the consumer's account.
- E. Grant the ' SELECT' privilege directly on 'app_db.app_schema.internal_table' to the 'app_role' .
Answer: B
Explanation:
Option B is the correct answer. When both the UDF and the view are declared as 'SECURE, Snowflake handles the privilege inheritance automatically within the application container. No explicit grants are required, and the application maintains its security posture. Option A is incorrect because granting access directly to internal tables violates the principle of least privilege and exposes underlying data structures. Option C is incorrect as the view is for internal use, not direct access. Option D is incorrect. 'IMPORTED PRIVILEGES are used for sharing data outside of the application container, not for access within the application. Option E is partially correct, but incomplete. Both need to be declared as 'SECURE.
NEW QUESTION # 358
You are developing a Snowflake Native App that requires accessing sensitive user data within the consumer's account. To ensure data privacy and security, you need to implement appropriate access controls. Which of the following approaches is the MOST secure and recommended way to grant your app access to this data, assuming the data is stored in a table named 'user_data' ?
- A. Creating a custom role in the consumer account with 'SELECT privilege on the 'user_data' table and granting that role to the application.
- B. Granting 'SELECT privilege directly on the 'user_data' table to the application role provided by Snowflake Native App Framework.
- C. Using a stored procedure with 'EXECUTE AS CALLER that accesses the 'user_data' table. Grant 'EXECUTE privilege on the stored procedure to the application role.
- D. Defining a secure view that filters the table based on the application role and granting 'SELECT privilege on the secure view to the application role provided by Snowflake Native App Framework.
- E. Granting 'USAGE privilege on the 'user_data' table directly to the application role provided by Snowflake Native App Framework.
Answer: D
Explanation:
The most secure approach is to use a secure view. This allows you to control which rows and columns the application can access. Granting 'SELECT directly to the application role is generally discouraged as it exposes the entire table. Using 'EXECUTE AS CALLER has security implications and might not be desirable. Creating custom roles in the consumer account adds complexity to the application deployment.
NEW QUESTION # 359
You are developing a Snowflake Native Application that requires specific roles to be assigned to consumers upon installation. Your setup script needs to automatically create these roles if they don't exist and grant appropriate privileges on application objects. Which of the following approaches is the MOST secure and efficient way to achieve this, assuming you want to minimize the attack surface?
- A. Hardcode the role names in the setup script and create them using a stored procedure executed with the 'OWNER privilege. Then, grant the necessary privileges to those roles.
- B. Dynamically generate SQL statements within the setup script based on a configuration table stored within the application package, then execute these statements to create the roles and grant privileges.
- C. Instruct consumers to manually create the roles and grant privileges after installation, providing them with a separate documentation file containing the necessary SQL commands.
- D. Use a 'CREATE ROLE IF NOT EXISTS' statement within the setup script, followed by 'GRANT statements using the 'APPLICATION' keyword to avoid granting privileges directly to the role within the provider account.
- E. Use a UDF to create the roles and grant privileges. This UDF should be owned by the application and be executed with CALLER's rights.
Answer: D
Explanation:
Using 'CREATE ROLE IF NOT EXISTS and granting privileges using the 'APPLICATION' keyword is the most secure and efficient approach. It automates role creation during setup, avoids hardcoding sensitive information, and leverages the application-centric security model of Snowflake Native Apps. Granting privileges to a role within the provider account is generally discouraged for native apps, as it can potentially expose the provider's internal data. Using the APPLICATION keyword ensures the privileges are scoped to the application's context within the consumer's account.
NEW QUESTION # 360
You are using the Snowflake Visual Studio Code (VS Code) extension to develop a Snowflake Native App. After making several changes, you encounter an error that seems to stem from a syntax issue. You want to quickly pinpoint the exact location of the error in your SQL code. What functionality of the VS Code extension can best assist you in this scenario?
- A. The extension's integrated debugger, which allows you to step through your SQL code line by line.
- B. The syntax highlighting and code completion features, which help identify syntax errors and suggest valid code snippets.
- C. The built-in linter that automatically identifies syntax errors, style issues, and potential security vulnerabilities in your SQL code.
- D. Using Version Control tool integration
- E. The extension's integration with Snowflake's query profile tool, enabling you to analyze the query execution plan for errors.
Answer: B,C
Explanation:
The correct answers are B and D. Syntax highlighting (B) visually cues potential errors while typing. The built-in linter (D) provides real-time automated error detection. Options A and C are not directly designed for quickly finding syntax issues. Version control tool integration is used for code managment but can't help in identifying synatax error.
NEW QUESTION # 361
You are developing a Native App on Snowflake that collects usage data from consumer accounts. You need to store this data securely and efficiently, and you anticipate that the volume of data will grow rapidly. Which of the following strategies would you consider to OPTIMIZE storage and query performance for this usage data within the application?
- A. Store all usage data in a single table and rely on Snowflake's automatic clustering to handle performance.
- B. Use clustering keys on columns commonly used in queries, such as timestamp and consumer account ID. Consider data compression options if available.
- C. Create separate tables for each consumer account to store their usage data.
- D. Partition the usage data table by consumer account ID to isolate data from different consumers.
- E. Implement a data retention policy to automatically purge older usage data that is no longer needed.
Answer: B,E
Explanation:
Implementing a data retention policy reduces storage costs and improves query performance by removing unnecessary data. Using clustering keys optimizes query performance by physically organizing the data based on frequently queried columns. Storing all data in a single table (A) may lead to performance issues as the table grows. Partitioning (B) doesn't exist in Snowflake. Creating separate tables per account (C) can become unmanageable at scale.
NEW QUESTION # 362
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