You are packaging a Snowflake Native App that includes Python code and several supporting data files (e.g., configuration files, sample datasets). What are the correct steps to upload these files to a stage for inclusion in your application package, and how do you ensure the Python code is correctly referenced?

• A. Use the 'snowcli' command-line tool to upload the files to a stage. In the setup.py file, ensure that the Python code is referenced correctly, and the data files are listed as package data.
• B. Employ the Snowflake JDBC driver to programmatically upload the files to an internal stage. Update the setup.py file to install the Python dependencies and reference the data files as resources.
• C. Use the Snowflake web interface to upload all files to an internal stage. Reference the Python code within the setup.py file using relative paths.
• D. Use 'snowcli' to create and manage stages. Structure the application directory appropriately, listing Python code and data files in 'manifest.yml' for correct packaging.
• E. Upload the Python code directly to a Snowflake UDF using the web interface. Upload the data files to an external stage accessible via a URL, and reference them in the application code.

A provider is developing a Snowflake Native App and utilizes event sharing to communicate state changes to consumers. After initial installation, a consumer reports not receiving any event notifications. The provider has verified the event table is populated correctly. Which of the following are the MOST likely reasons for this issue and how can the provider troubleshoot them?

• A. The consumer's event table function does not have the correct security invoker privileges. Grant EXECUTE TASK on the event table function to the consumer role.
• B. The consumer has not refreshed their application instance metadata. Ask the consumer to execute SYSTEM$REFRESH_EXTERNAL_FUNCTIONS() in the application database.
• C. The event table function is not correctly filtering events based on the consumer's application instance I Review the function logic to ensure proper filtering using APP_INSTANCE_ID().
• D. The consumer has not explicitly granted the necessary privileges on the event table function to the role used by the app. Instruct the consumer to grant USAGE on the event table function to the app role.
• E. Event sharing is inherently unreliable and Snowflake does not guarantee event delivery. The provider should implement alternative polling mechanisms.

A Snowflake Native Application developer, Bob, is using Snowsight to manage access to the application. He has created a custom role, , and wants to grant this role the ability to grant and revoke privileges on all objects within the application's schema, app_data'. Which of the following Snowsight actions (or sequence of actions) is the MOST effective and secure way to achieve this?
(Assume Bob is logged in as a user with 'ACCOUNTADMIN' role).

• A. In Snowsight, write and execute the following SQL command:
• B. Grant the the 'APPLY MASKING POLICY privilege globally at the account level using Snowsight.
• C. Within Snowsight, navigate to the 'app_data' schema, select 'Grant Privileges', and grant the 'OWNERSHIP' privilege to the .
• D. Within Snowsight, navigate to the application database, select 'Grant Privileges', and grant the 'USAGE' privilege to the .
• E. Within Snowsight, navigate to the 'app_data' schema, select 'Grant Privileges', grant the 'USAGE privilege to the and then individually grant 'SELECT, 'INSERT, 'UPDATE' , and "DELETE privileges on each table and view within the schema.

You are developing a Snowflake Native Application that provides data transformation services. You want to provide example SQL scripts to consumers within the application package to showcase how to use the application's functions. Where should these example scripts be stored to ensure they are accessible to consumers upon installation?

• A. Store the example SQL scripts as files within the application package itself (e.g., in a 'scripts' directory) and use relative paths to access them from within the application code.
• B. Store the example SQL scripts in an external stage (e.g., AWS S3) and provide instructions to the consumer to load them.
• C. Store the example SQL scripts in a table within the application database and provide a view to access them.
• D. Embed the example SQL scripts directly as string literals within the setup script.
• E. Store the example SQL scripts in a separate stage within the provider account and grant USAGE on the stage to the application role.

You are tasked with automating the creation of Snowflake Marketplace listings for several Native Applications. The application metadata, pricing tiers, and listing descriptions are stored in a JSON file. Which Snowflake feature(s) or approach would best facilitate the automated creation and management of these listings?

• A. Leverage Snowflake's REST API (if available) to programmatically create and manage listings based on the JSON data. Utilize 'SYSTEM$COREATE_PARKETPLACE_LISTING' function.
• B. Directly upload the JSON file to a Snowflake stage and use a stored procedure to parse the JSON and create listings using SQL commands.
• C. Develop a custom Python script that uses the Snowflake Connector for Python to execute SQL commands to create and configure listings by parsing data from the JSON file.
• D. Use the Snowflake CLI (if available) along with a scripting language like Bash to automate the listing creation process.
• E. Utilize the Snowflake UI's 'Create Listing' wizard, manually entering the data for each application from the JSON file.