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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. Consider the following Snowflake Native App setup script snippet. The intention is to create an application role and grant it the necessary privileges to execute a stored procedure named 'MY PROCEDURE' within the application's data container. However, the script is not working as expected, and the stored procedure is failing with permission errors. Identify ALL of the issues in the following code.

A) The application role must be granted the 'USAGE privilege on the database that contains the schema.
B) The setup script does not require any additional privileges to assign 'EXECUTE on PROCEDURE
C) The 'EXECUTE' privilege on the stored procedure should be granted to the 'application' role, not 'app_public' .
D) The 'USAGE privilege on the schema containing the stored procedure is missing.
E) The application role 'app_public' cannot be created inside the setup script.

2. You are developing a Snowflake Native Application that uses a UDF to process data in the consumer's account. The UDF needs to access a specific table in the consumer's account but the UDF is running as Invoker's Rights (IR). Select all that apply to securely configure data access for this scenario using a data access framework and least privilege principles:

A) Grant 'SELECT privilege on the specific table directly to the application's invoker role.
B) Grant 'SELECT privilege on the specific table to the application's service user role. Configure the UDF to run as OWNER, and use 'EXECUTE AS OWNER.
C) Create an API integration that enables the UDF to securely authenticate and access the data through an external service.
D) Create a stored procedure running as OWNER, grant necessary privileges, then call this SP from UDF running as Invoker.
E) Create a secure view that exposes only the necessary columns of the table, granting 'SELECT privilege on the secure view to the application's invoker role. Configure the UDF to select from this secure view.

3. A data analytics company, 'Data Insights Pro', develops a Snowflake Native Application that provides advanced data visualizations. They want to publish this application on the Snowflake Marketplace as a public listing. Which of the following steps are required in addition to the standard application creation and packaging, specifically focusing on the public listing aspects? Assume the necessary roles and privileges are already granted.

A) Ensure that the application is compatible with all Snowflake regions before publishing to a public listing.
B) Define a pricing model using Snowflake's monetization features and configure the listing visibility to 'Public'.
C) Implement robust application usage monitoring and metering to ensure accurate billing if a commercial model is used.
D) Create a detailed listing description, including features, benefits, and example use cases, and define the support channels.
E) Submit the application package to Snowflake for security and compliance review before making it available on the Marketplace.

4. You are developing a Snowflake Native App that allows consumers to enhance their existing customer data with enrichment data provided by your app. The app relies on secure data sharing. To minimize data duplication and maximize query performance within the consumer's account, which of the following approaches offers the MOST optimized and secure way to deliver the enrichment data?

A) Create a secure view within the application package itself, which joins the application's enrichment data with consumer-provided data via an API integration. The consumer queries this secure view.
B) Use Snowflake Data Marketplace listing to provide enrichment data.
C) Utilize Snowflake Secure Data Sharing to directly share the enrichment data tables from the provider account to the consumer account. The consumer can then create views on the shared tables or query them directly.
D) Develop a Snowflake UDF (User-Defined Function) that, when called in the consumer account, retrieves the enrichment data from an external API endpoint (maintained in the provider account) and returns it.
E) Create a staging table in the provider account, load the enrichment data into it, and grant the consumer account SELECT privileges on this staging table. The consumer then creates their own table and copies the data.

5. A financial services company is developing a Snowflake Native App. It needs to securely access external market data via an API and store the processed results in a consumer-provided table. Considering security best practices and the Snowflake Native App Framework limitations, which of the following approaches represents the MOST secure and recommended implementation for this scenario?

A) Employ a Snowflake external function, configured with a service account, which invokes an API integration stored in the provider account. The external function returns the data, which is then inserted into a consumer-owned table using a stored procedure and INSERT statements, where the application role has been granted the necessary INSERT privilege.
B) Use a Snowflake external function with an API integration that passes the API key as a parameter. Store the processed data in a consumer-provided table using dynamic SQL.
C) Use a Snowflake external function with an API integration, configured with a service account that has the necessary permissions to access the API. Store the processed data in a consumer-provided table using stored procedures and INSERT statements using the application role.
D) Utilize a Java UDF with the 'network access' capability to call the external API directly from within the UDF. Store the processed data directly into a consumer- provided table by using the application role with INSERT privilege granted by consumer.
E) Utilize a Python UDF with the 'external network access' capability to call the external API directly from within the UDF. Store the processed data directly into a consumer-provided table by using the application role. API key is stored in snowflake secret.

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