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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are packaging a Snowflake Native Application that utilizes an external function to enrich dat a. This external function requires access to an API endpoint. You've created an API integration in the consumer's account to manage access. How should you grant the necessary privileges to your application to utilize this API integration?

A) Create a share from your provider account containing the API integration and import it into the consumer's account.
B) Grant the USAGE privilege on the API integration to the application role using the command 'GRANT USAGE ON INTEGRATION TO APPLICATION ROLE within the application's setup script.
C) No explicit privilege granting is required. Snowflake automatically grants access to API integrations to applications within the same account.
D) Grant the EXECUTE privilege on the external function to the application role. The external function inherits the API integration's privileges.
E) Grant the OWNERSHIP privilege on the API integration to the application package using Snowsight.

2. You are developing a Snowflake Native Application for a data enrichment service and plan to list it on the Snowflake Marketplace. You want to control the costs incurred by consumers of your application while maximizing its accessibility. Which of the following strategies represent Snowflake Marketplace best practices for cost management and pricing?

A) Offer a free trial period with limited functionality to allow potential consumers to evaluate the application before committing to a paid subscription.
B) Refrain from providing any cost-related information upfront to encourage broader adoption, deferring cost discussions until after installation and usage.
C) Implement a tiered pricing model based on data volume processed, compute resources consumed, or number of users accessing the application. Offer a free basic tier with limited functionality.
D) Provide detailed cost estimation documentation outlining the expected costs for different usage scenarios and data volumes.
E) Use Snowflake's built-in resource monitors to proactively track application consumption and alert consumers when they approach predefined spending limits.

3. You are designing a Snowflake Native Application that allows consumers to upload data files to a stage within their account, which your application then processes. To enhance security and data governance, you need to implement a callback function that validates the uploaded data before it is processed by your application. The callback function must verify the file format and size. Which of the following options correctly outlines the necessary steps and considerations for implementing this callback function?

A) Create a UDF that resides within the consumer's account and is called using the 'CALL' command from the provider's application logic. The UDF validates the file properties and returns a boolean indicating success or failure.
B) Create an external function pointing to an API Gateway endpoint that performs the validation. The application logic calls this external function, passing the file path. The external function then returns a boolean indicating success or failure.
C) Define an event table in the provider account and configure a Snowflake Notification to trigger when a new file is uploaded to the consumer's stage. The notification invokes a remote service that validates the file and updates the event table.
D) Set up an AWS Lambda function triggered by S3 events when files are uploaded to the consumer's stage. The Lambda function validates the file format and size and sends a message to a Snowflake queue, which your application then reads.
E) Implement a stored procedure within the application package that receives the file path as input. Register this stored procedure as a callback using 'ALTER APPLICATION ... SET callback_procedure = ..:. The stored procedure performs the validation and raises an error if the file is invalid.

4. Consider the following Snowflake Native App manifest file (manifest.yml):

Which statements accurately describe the implications of this manifest file? (Choose two)

A) The application can interact with external network resources.
B) The application code defined in setup.sql will run during the installation of the Application Package by the provider.
C) Consumers can share data with the application without any limitations.
D) The consumer must provide a value for the secret during application installation.
E) The application is not listed on the Snowflake Marketplace.

5. You are designing a Snowflake Native Application that involves data sharing with consumers. You want to leverage a custom Python library 'data_transform.py' within your application package to perform specific data transformations on the shared data before it is accessed by consumers. This library contains sensitive logic and should not be directly visible or accessible by the consumer. Which of the following is the MOST secure and appropriate way to package and utilize this 'data_transform.py' library?

A) Publish 'data_transform.py' as a public Python package on Anaconda and have consumers install it in their Snowflake environment.
B) Include directly within your application package's source code and call its functions from within your application's procedures. Grant necessary privileges on the procedures to the consumer's role, ensuring to only expose the procedures and never the python source.
C) Store 'data_transform.py' as an internal stage file and read it dynamically into your application's Python code at runtime.
D) Package 'data_transform.py' as a user-defined function (UDF) and grant 'USAGE privilege on the UDF to the consumer's role.
E) Embed the contents of 'data_transform.py' directly within the application's stored procedure code as a multi-line string.

Solutions: