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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Application Design & Creation | 35% | - Security and access control - Native App Framework architecture - Setup scripts and application logic - Manifest files and configuration - Application packages and objects |
| Topic 2: Advanced Features & Management | 20% | - Integration with Snowpark and external services - Billing events and cost monitoring - Governance and compliance - Event logging and telemetry |
| Topic 3: Application Deployment & Distribution | 25% | - Listing types and monetization - Upgrades and lifecycle management - Publishing to Snowflake Marketplace - Versioning and release management |
| Topic 4: Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows |
1. 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) Grant the USAGE global privilege on the account and implement stored procedures within the application that perform the aggregation and anonymizatiom
B) Grant the READ global privilege on the account metadata and use Snowflake's masking policies within the application to anonymize sensitive data.
C) Grant the IMPORTED PRIVILEGES global privilege on the account and rely on data sharing agreements to control access to the aggregated and anonymized data.
D) 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.
E) Grant the ACCOUNTADMIN role to the application and rely on the application code to filter and anonymize the data.
2. A Snowflake Native App provider wants to ensure that even future roles created in their provider account will NOT automatically have access to the application database , which was created without the "MANAGED ACCESS' property initially. After creating a security audit suggested it to be with managed access. Which of the following steps BEST secures the app database?
Note multiple options may be needed
A) GRANT OWNERSHIP ON DATABASE TO ROLE application_role;
B) REVOKE ALL PRIVILEGES ON DATABASE FROM PUBLIC;
C) DROP DATABASE CREATE DATABASE WITH MANAGED ACCESS;
D) REVOKE USAGE ON DATABASE FROM ROLE PUBLIC;
E) ALTER DATABASE SET MANAGED ACCESS = TRUE;
3. You are packaging a Snowflake Native App that includes a file. During the packaging process, you encounter an error stating that a required Python package, 'pandas', is not found. However, you have included a 'requirements.txt' file in the application bundle with 'pandas' listed as a dependency. What is the MOST likely cause of this error, and what steps can you take to resolve it?
A) The 'requirements.txt' file needs to be converted to a 'setup.py' file for Snowflake to recognize the dependencies correctly.
B) Snowflake automatically installs all packages listed in 'requirements.txt' when the application is packaged, so the issue must lie elsewhere, such as a typo in the package name.
C) The 'requirements.txt' file is not being correctly processed by the Snowflake Native App build system. Ensure the file is in the root directory of the application bundle and is properly formatted.
D) Snowflake does not automatically install packages from 'requirements.txt' during packaging. You must manually upload the pandas package to a Snowflake stage and import it within your 'streamlit.py' file.
4. You are developing a Native App on Snowflake that needs to interact with an external REST API. To ensure proper security, you want to store the API key securely within the application package and use it for authentication. Which of the following is the MOST secure and RECOMMENDED method to accomplish this?
A) Store the API key in a table within the application database with minimal access control, relying on Snowflake's data encryption at rest.
B) Store the API key in a secure stage with encryption and grant SELECT privilege to the application role.
C) Create a key-pair stored procedure. Storing the API key as a secret, then decrypting the key during each API call.
D) Hardcode the API key directly into the application code within a UDF (User-Defined Function).
E) Store the API key as a secret using Snowflake's Secret Management feature and reference it within a secure UDE
5. You are developing a Snowflake Native Application that requires configurable settings for different customer environments. These settings include API endpoint URLs, authentication keys, and resource limits. You want to allow the consumer to configure these parameters during installation. Which of the following options are valid methods for securely and effectively handling these configurations in a Snowflake Native App?
A) Utilize the 'SNOWFLAKE.ACCOUNT_USAGE schema to store configuration values. This ensures high availability and scalability, as it leverages Snowflake's managed infrastructure.
B) Create a dedicated Snowflake stage for configuration files. Consumers can upload their configuration files to this stage during installation, and the application reads these files upon startup.
C) Implement configuration tables within the application's shared data, secured by appropriate grants and roles, and provide a setup script that the consumer can execute to populate these tables with their desired values. Use secure views to access this configuration data.
D) Store configuration parameters directly in the application code as environment variables. This simplifies initial setup and reduces dependencies on external services.
E) Expose configuration parameters as secure UDFs (User-Defined Functions) that the consumer can modify after installation. This allows for dynamic adjustments without direct access to internal application logic.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A,B,E | Question # 3 Answer: C | Question # 4 Answer: E | Question # 5 Answer: C |
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