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You are deploying a Snowflake Native Application that utilizes a UDF (User-Defined Function) to perform complex data transformations. The UDF is written in Python and depends on several external packages. You need to ensure that the consumer of your application can seamlessly install and use the UDF without encountering dependency conflicts or versioning issues. How should you manage the UDF and its dependencies during the deployment process, considering Snowflake's Native App framework?

• A. Use Anaconda packages within the Snowflake environment to manage Python dependencies. Ensure all required packages are explicitly listed in the setup script used during the application installation process.
• B. Document the Python UDF dependencies in the application's documentation and instruct consumers to manually install them before using the function. No packaging is required.
• C. Utilize the Snowflake Native Apps framework to bundle the Python UDF and its dependencies within the application package. Snowflake will automatically handle dependency resolution during application installation.
• D. Package the Python UDF and its dependencies into a ZIP file and include it in the application package. Consumers will need to manually install the dependencies using 'conda install' after installing the application.
• E. Upload the Python UDF code directly into a stage and create a Snowflake function using the 'CREATE FUNCTION' command. Rely on the consumer's existing Python environment to resolve dependencies.

You are packaging a Snowflake Native App for distribution. Which of the following artifacts are essential components of the application bundle that must be included?

• A. The manifest file (snowflake.yml).
• B. The 'setup.sql file containing the application's initialization logic.
• C. Binary executables compiled for a specific operating system.
• D. Compiled Java JAR files if the app includes Java UDFs.
• E. The application's source code (e.g., SQL scripts, Python files).

You are developing a Snowflake Native Application and wish to publish an application package to an external staging location (e.g., AWS S3). You have already created the application package in Snowflake. What are the necessary steps and considerations to ensure the application package is securely and correctly deployed to the external stage, making it accessible to consumers?

• A. Grant the SNOWFLAKE DEPLOYMENT application role the CREATE STAGE privilege on the external stage. Then, use the CREATE APPLICATION PACKAGE command with the EXTERNAL STAGE parameter pointing to the external stage location.
• B. Create an IAM role in AWS with appropriate permissions to access the S3 bucket. Create a Snowflake integration object referencing the IAM role. Use the CREATE APPLICATION PACKAGE command with the EXTERNAL STAGE parameter pointing to the Snowflake integration object.
• C. Create an APPLICATION PACKAGE, then grant CREATE APPLICATION privilege on the package to SNOWFLAKE DEPLOYMENT role and use the SYSTEM$GENERATE_SCIM_ACCESS_TOKEN function to create credentials. Use these credentials to upload the application package files to the external stage.
• D. Use the PUT command to directly upload the application package files to the external stage. Then, create an APPLICATION using the CREATE APPLICATION command, referencing the uploaded files in the stage using the EXTERNAL_STAGE parameter.
• E. Grant the ACCOUNTADMIN role to the SNOWFLAKE DEPLOYMENT application role and use the TOKEN function to create credentials. Use these credentials to upload the application package files to the external stage.

You are developing a Snowflake Native App that needs to be deployed across multiple regions. Your application relies on data stored in internal stages. Considering the limitations of Snowflake Native App Framework regarding regional availability and data residency, which of the following strategies is the MOST appropriate to ensure data availability and minimize latency for users in different regions?

• A. Utilize Snowflake's data replication feature to replicate the internal stages and associated data to regional Snowflake accounts.
• B. Configure the application to access data in a central, globally accessible stage, regardless of the user's region.
• C. Replicate the entire Snowflake account across all regions where the app is deployed.
• D. Package all necessary data within the application itself, eliminating the need for external data sources.
• E. Design the application to use external stages (e.g., AWS S3, Azure Blob Storage) in each region and implement logic to access the nearest stage based on the user's location.

A developer is building a Snowflake Native App that requires secure storage of sensitive application configuration dat a. Which of the following Snowflake features is the MOST appropriate to use within the application package to manage and secure this data?

• A. Using a Stage to store encrypted configuration files, accessible by the application using external functions.
• B. Snowflake Secrets, accessed via SQL commands and managed through object privileges.
• C. Snowflake Stored Procedures with 'CALLER rights, encrypting the data within the procedure.
• D. Encrypting the data with a customer-managed key (CMK) stored outside of Snowflake and decrypting it within a UDF.
• E. Storing the data in a standard Snowflake table within the application package, relying on Snowflake's built-in encryption.