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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. A company is developing a Snowflake Native Application that will be distributed through the Snowflake Marketplace. The application uses internal stages to store intermediate data processing results. Which of the following methods is the MOST secure and recommended way to manage the application's internal stages?

A) Create an internal stage owned by a custom role created specifically for stage management within the application, granting only necessary permissions.
B) Create an internal stage owned by the application database role and grant usage to all roles within the application.
C) Create an internal stage owned by the application database role. The application framework automatically grants necessary permissions.
D) Create an external stage in AWS S3 or Azure Blob Storage and grant access to the application database role.
E) Create an internal stage owned by the ACCOUNTADMIN role and grant usage to the application database role.

2. You are developing a Snowflake Native Application that leverages Snowpark Python for data transformation. Your CI/CD pipeline utilizes GitHub Actions for automated testing and deployment. One of your Snowpark functions relies on a UDF that reads data from an external stage. To ensure seamless integration testing in different environments (development, staging, production), you need to dynamically configure the stage URL during the test execution. Consider that you're using environment variables to store environment-specific values. Which of the following approaches provides the MOST secure and maintainable way to configure the stage URL in your Snowpark test code?

A) Create a Snowflake Secret object to store the stage URL. Within your Snowpark Python code, use the function to retrieve the secret value and pass it to the UDF.
B) Use the 'os.environ' module in Python to read the stage URL from the environment variable. Pass the URL directly to the UDF as a string argument.
C) Define the stage URL as a global variable within your Snowpark session. Set the global variable to the correct URL at the beginning of the test script, using 'os.environ.get()'.
D) Store the stage URL in a configuration file (e.g., JSON or YAML) within the application package. Read the configuration file during test execution and pass the URL to the UDE
E) Hardcode the stage URL directly within the Snowpark Python code. Use different code branches for each environment to manage the different URLs.

3. You are developing a Snowflake Native App that provides data enrichment services to consumer accounts. The app requires access to both a secure internal API (accessible only within your provider account) and the consumer's data warehouse. Which of the following components and configurations are necessary to facilitate this access while adhering to Snowflake's security best practices?

A) A Java UDF defined in the application package uses JDBC connection to access a secure internal API endpoint. The consumer grants USAGE privilege to the application on their schemas.
B) A Snowpark function that leverages the SNOWFLAKCORE.AUTHZ.PASS PRIVILEGES() function with the application role executing the code. The app requires the consumer to create a shared secret to access their API.
C) A Python UDF defined in the application package that connects to the secure internal API using a secured API integration with allowed egress network policy that only allows connections from the app's deployment region. The consumer shares their database with the provider account through a data sharing arrangement.
D) A UDF (User-Defined Function) defined in the application package that invokes the secure internal API using a secured API integration, and grants OWNERSHIP on it to the APPLICATION role. The consumer grants USAGE on their database to the application role.
E) A Stored Procedure defined in the application package that invokes the secure internal API via network rule with outbound traffic allowed only for the app, and utilizes a reader account to securely query the consumer s data with the use of SNOWFLAKE.CORE.AUTHZ.PASS_PRIVILEGES().

4. You are developing a Snowflake Native Application that processes sensitive financial data. You need to implement robust logging and auditing to comply with regulatory requirements. Which of the following strategies would provide the MOST secure and comprehensive auditing and logging solution within the context of a Snowflake Native App?

A) Rely solely on Snowflake's ACCOUNT_USAGE views and information schema tables within the consumer account.
B) Utilize Snowflake's Event Tables to capture application events. Ensure proper role-based access control is in place to restrict access to the event data within the provider account. Masking and Row Access policies should be applied before writing to event tables.
C) Use Snowflake's stages to write the event logs and then create the external table on top of it to process the data.
D) Implement custom logging using UDFs that write directly to a table accessible only within the provider account. Use masking policies to protect sensitive data before logging.
E) Implement logging to an external service such as AWS CloudWatch or Azure Monitor, streaming data directly from UDFs using external functions. Implement data redaction within the UDFs before sending data externally.

5. You are developing a Snowflake Native Application package that provides a set of UDFs for data transformation. The UDFs require specific Snowflake privileges to access data in consumer accounts. Which of the following methods can ensure your application has the necessary privileges when installed in a consumer account? (Choose all that apply)

A) Leverage 'GRANT APPLICATION ROLE ... ON ..: statements in the setup script to grant the APPLICATION role the required privileges.
B) Create a separate role in the consumer account and grant the necessary privileges to that role. Have the application assume this role.
C) Use 'GRANT OWNERSHIP' to grant the APPLICATION role ownership of the target objects in the consumer account.
D) Instruct consumers to manually grant the necessary privileges to the APPLICATION role after installation.
E) Request the required privileges in the application package manifest file ('manifest.yml'

Solutions: