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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a Snowflake Native Application that utilizes Snowpark Container Services to perform complex image processing. The application needs to securely access data stored in the consumer's Snowflake account, specifically a table named 'USER IMAGES' in the schema 'RAW DATA'. The container image is built and pushed to Snowflake's internal registry. Which of the following steps are necessary to ensure the container service can access this data securely and efficiently within the consumer's account without exposing credentials directly in the container environment?

A) Configure a Snowflake OAuth integration and associate it with the container service. The container application would then use the OAuth client credentials to obtain an access token and authenticate with Snowflake.
B) Create a Snowflake network rule that allows access to all Snowflake internal IPs. Associate this rule with the container service's network policy.
C) Create a Snowflake database role, grant SELECT privileges on ' to this role, and then assign this role to the service account used by the container service through an entitlement.
D) Grant the SNOWFLAKE CONTAINER SERVICE role to the account administrator and use the administrator's credentials within the container service's code.
E) Create a Snowflake service account and grant it SELECT privileges on the 'RAW DATA.USER IMAGES table. Store the service account's credentials as environment variables within the container service's specification.

2. 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) 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.
B) 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.
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 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.
E) 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.

3. A data science team within your organization is developing a Snowflake Native App that needs to access and process customer data stored in a Snowflake database. The app must only access data for customers residing in the 'USA' region. The team has created a custom role 'APP ROLE for the app to use. Which of the following is the MOST secure and efficient way to grant the app the necessary permissions to read the filtered data? Assume a secure view approach is preferred over direct table access.

A) Create a secure view that filters customer data to include only customers in the 'USA' region and grant the SAPP ROLE the 'SELECT privilege on the secure view.
B) Grant the 'APP_ROLE the 'USAGE privilege on the database and schema containing the customer data table. Data filtering should still be handled by the app.
C) Grant the 'APP_ROLE the 'SELECT privilege on the base customer data table and rely on row-level security policies defined on that table.
D) Grant the SAPP ROLE the 'OWNERSHIP' privilege on the base customer data table and implement data filtering logic within the app itself.
E) Create a standard view (non-secure) that filters customer data to include only customers in the 'USA' region and grant the 'APP_ROLE the 'SELECT' privilege on this view.

4. You are developing a Snowflake Native Application that integrates with an external API to enrich data within the consumer's account. You need to design the setup script to handle API credentials securely and ensure that consumers can configure their own API keys. Which of the following methods is the MOST secure and recommended approach for managing API credentials within a Snowflake Native Application?

A) Encrypt the API credentials using a simple symmetric key and include the decryption key in the setup script.
B) Use Snowflake's secret management capabilities (e.g., SECRETS feature) to store the API credentials securely, allowing consumers to create and manage their own secrets and reference them within the application.
C) Hardcode the API credentials directly into the setup script and distribute them to consumers.
D) Store the API credentials as environment variables within the application's deployment environment.
E) Store the API credentials in a publicly accessible stage and instruct consumers to download and configure them manually.

5. You are developing a Snowflake Native Application that utilizes a Streamlit frontend. The application requires access to specific data in the consumer account. You've already defined the necessary roles in your provider account. Which of the following steps are absolutely necessary to grant the Streamlit application the appropriate permissions to access the consumer's data? Assume the provider account has already shared the application package.

A) In the consumer account, create a new application role and grant the necessary privileges (e.g., 'SELECT on tables) to this role. In the Streamlit code, use streamlit.experimental_get_query_params()' to pass the role name as a query parameter to the application.
B) Create a new database role in the provider account and grant the necessary privileges (e.g., 'SELECT on tables) to this role. Share this database role to the consumer account using secure data sharing. No code changes are needed in the Streamlit application.
C) Within the application package installation script, grant the necessary privileges (e.g., 'SELECT on tables) directly to the 'APPLICATION' object representing the installed application using 'GRANT ON TO APPLICATION In the consumer account, no further privilege grants are required. Also ensure to 'GRANT APPLICATION ROLE app_public TO APPLICATION'
D) Define an application role in the application package and grant the necessary privileges within the package installation script using 'GRANT APPLICATION ROLE TO SHARE. In the consumer account, grant the application role to a user. No code changes are needed in the Streamlit application. Ensure to also grant the application role to the application in the install script with 'GRANT APPLICATION ROLE TO APPLICATION
E) In the consumer account, grant the 'IMPORTED PRIVILEGES privilege on the application package to a role that Streamlit will assume. Ensure the Streamlit application has code to execute 'snowflake.connector.connect()' with the correct consumer account credentials.

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