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| Section | Weight | Objectives |
|---|
| Topic 1: Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows
|
| Topic 2: Application Design & Creation | 35% | - Application packages and objects - Security and access control - Setup scripts and application logic - Manifest files and configuration - Native App Framework architecture
|
| Topic 3: Application Deployment & Distribution | 25% | - Publishing to Snowflake Marketplace - Upgrades and lifecycle management - Listing types and monetization - Versioning and release management
|
| Topic 4: Advanced Features & Management | 20% | - Integration with Snowpark and external services - Event logging and telemetry - Governance and compliance - Billing events and cost monitoring
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q35-Q40):
NEW QUESTION # 35
When designing the architecture of a Snowflake Native App, which of the following architectural considerations and trade-offs should you carefully evaluate to optimize performance, security, and cost-effectiveness? (Select all that apply)
- A. Minimizing data transfer between the provider and consumer accounts by leveraging Snowpark and UDFs for data processing within the consumer's environment.
- B. Using secured API integration to call the external APIs to get real time details in the app to make the app more useful.
- C. Implementing robust error handling and logging mechanisms to facilitate debugging and monitoring of the application's behavior in both the provider and consumer environments.
- D. Storing all application data within the provider account and accessing it directly from the consumer account using data sharing to avoid data duplication.
- E. Choosing the appropriate data access model (e.g., UDFs, stored procedures, Snowpark) based on the specific use case and performance requirements, considering the overhead associated with each approach.
Answer: A,C,E
Explanation:
Options A, D, and E are crucial for optimal Snowflake Native App design. Minimizing data transfer (A) reduces costs and improves performance. Robust error handling and logging (D) are essential for debugging and monitoring. Choosing the correct data access model (E) is a key performance factor. Option B is incorrect because storing all data in the provider account and sharing to the consumer introduces unnecessary dependencies and potential security risks. Consumers also need to pay for querying your shared data. Option C is not always desirable, since calling external API every time would be too expensive.
NEW QUESTION # 36
Your Snowflake Native Application, 'Advanced Analytics Suite', utilizes dynamically generated SQL queries based on user input. To prevent SQL injection vulnerabilities when publishing this application, which of the following coding practices should you implement?
- A. Use parameterized queries (also known as prepared statements) to separate SQL code from user-supplied data, treating user input as data rather than executable code.
- B. Enclose all dynamically generated SQL queries within a 'TRY...CATCH' block to catch and handle any potential SQL injection errors.
- C. Rely solely on Snowflake's built-in security features and assume they automatically prevent all SQL injection attempts.
- D. Sanitize all user inputs using Snowflake's built-in functions like 'regexp_replace' or 'replace' to remove potentially harmful characters or SQL keywords.
- E. Limit user input to a predefined set of options through dropdown menus or radio buttons to avoid arbitrary SQL code injection.
Answer: A,D,E
Explanation:
Parameterized queries are the most effective way to prevent SQL injection. Sanitizing input also mitigates the risk. Limiting user input to a defined set is useful in general for usability and for SQL injection. Snowflake's built-in features do not prevent against this. 'TRY...CATCH' doesn't prevent injection, but rather catches it after the attempt.
NEW QUESTION # 37
A data science team is developing a Snowflake Native Application that provides predictive analytics for financial institutions. The application requires access to usage data from consumer accounts, but only aggregated and anonymized data should be exposed. As the application provider, you need to grant the necessary privileges while adhering to the principle of least privilege. Which combination of global privileges and application logic will achieve this?
- A. Create a custom role with the MONITOR USAGE global privilege, grant this role to the application, and use secure views within the application to expose only the aggregated and anonymized data.
- B. Grant the IMPORTED PRIVILEGES global privilege on the account and rely on data sharing agreements to control access to the aggregated and anonymized data.
- C. Grant the READ global privilege on the account metadata and use Snowflake's masking policies within the application to anonymize sensitive data.
- D. Grant the ACCOUNTADMIN role to the application and rely on the application code to filter and anonymize the data.
- E. Grant the USAGE global privilege on the account and implement stored procedures within the application that perform the aggregation and anonymizatiom
Answer: A
Explanation:
Granting the MONITOR USAGE global privilege to a custom role and then granting that role to the application is the most appropriate approach. This adheres to the principle of least privilege by only granting the necessary privilege. Secure views provide an additional layer of security and data governance by controlling exactly what data is exposed to the application, ensuring that only aggregated and anonymized data is accessible. Options A, B, D, and E either grant excessive privileges or rely on application code for security, which is less secure than using Snowflake's built-in features.
NEW QUESTION # 38
You are developing a Snowflake Native App that requires specific Snowflake features and functionalities. To ensure compatibility and proper execution across different consumer environments, you need to define the minimum required Snowflake version. Which section in the manifest file is used to specify the minimum Snowflake version required by the application and what is the correct syntax?
- A. The 'api_version' section. Syntax: '"api_version": along with in the 'applications section.
- B. The 'application' section. Syntax: '"application": {"min_snowflake_version": "7.0"}'
- C. The 'configuration' section. Syntax: '"configuration": {"required_snowflake_version": "7.0"}'
- D. The 'setup' section. Syntax:

- E. The 'dependencies' section. Syntax: '"dependencies": [{"snowflake_version":">=7.0"}]
Answer: B
Explanation:
The 'application' section within manifest file is used to specify minimum snowflake version required by Snowflake Native Application with the syntax '"application": {"min_snowflake_version": "7.0"}'. This attribute ensures that app installed is compatible with consumer account.
NEW QUESTION # 39
A provider develops a Snowflake Native Application that requires access to consumer's 'ORDERS' table for data enrichment. The provider has created an object role 'app_role'. Which of the following steps are REQUIRED for the application to successfully access and query the 'ORDERS table in the consumer's environment during the installation phase?
- A. The consumer grants USAGE privilege on the schema containing the 'ORDERS' table to the provider account.
- B. The consumer grants IMPORTED PRIVILEGES on the share containing the 'ORDERS table to the 'app_role' in the provider account.
- C. The consumer creates a new role, grants SELECT on the 'ORDERS' table to this role, and then grants the role to the application's 'app_role' in the consumer account. The application manifest specifies the consumer_role.
- D. The provider grants OWNERSHIP on the 'app_role' role to the application.
- E. The consumer grants USAGE privilege on the database containing the 'ORDERS' table to the provider account.
Answer: C
Explanation:
Option D is correct. To access the 'ORDERS' table, the consumer must grant necessary privileges to the application's 'app_role' within their account. Creating a new role, granting SELECT on the table to this role, and then granting the role to the application's role is the correct procedure. Options A, C, and E are incorrect because direct granting of privileges to the provider account is not the right way to provide application access, since Native Apps have to be securely isolated. Option B is incorrect because ownership transfer is generally not related to access within the consumer account.
NEW QUESTION # 40
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