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Snowflake SnowPro Specialty - Native Apps Sample Questions:

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

2. You are developing a Streamlit application within a Snowflake Native App that needs to access a custom Python module ('my_module.py') containing utility functions. The module resides in the same stage as your Streamlit application code. How would you ensure that the Streamlit application can correctly import and use this module?

A) Modify the ' PYTHONPATHS environment variable within the Snowflake environment to include the stage where 'my_module.py' is located.
B) Use the method in your Streamlit application code to add the stage location to the Python module search path before importing my_module' .
C) Place 'my_module.py' in the same directory as your main Streamlit application file. Snowflake automatically includes all files in the same directory when deploying the application.
D) Include in a 'requirements.txt' file and use 'pip install -r requirements.txt' within the Streamlit application's entrypoint script.
E) Use the function to dynamically load 'my_module.py' directly from the stage, specifying the full stage path.

3. A Snowflake Native App includes a managed task 'app_db.app_schema.daily_data_processing'. You, as the application provider, need to ensure that consumer accounts can only execute this managed task and have no other privileges. You also need to implement robust error handling to log any failed execution attempts within the consumer account. Which of the following SQL statements, when executed within the application's installation script, provides the most secure and complete solution to achieve these requirements, including error logging within the consumer account (assuming an existing table exists)?

A)

B)

C)

D) GRANT EXECUTE MANAGED TASK ON MANAGED TASK TO APPLICATION ROLE app_public WITH GRANT OPTION;
E) GRANT EXECUTE MANAGED TASK ON MANAGED TASK TO APPLICATION ROLE app_public;

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) 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.
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) 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.
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. You are developing a Snowflake Native Application designed to audit user activity within a consumer's Snowflake account. Your application needs to store audit logs persistently and efficiently. You anticipate high write volumes and require the ability to query these logs effectively for compliance purposes. Which of the following strategies is the MOST appropriate for storing and managing audit logs within your native application?

A) Store audit logs in an external stage, leveraging cloud storage. Implement periodic data loading from the stage into a Snowflake table for querying.
B) Write audit logs to a Snowflake queue. Configure a Snowpipe to load the data continuously into a Snowflake table.
C) Store audit logs as JSON files in a variant column within a Snowflake table.
D) Send audit logs to a third-party logging service via external functions. Maintain a summary table within Snowflake containing aggregated audit data.
E) Store audit logs directly in a Snowflake table, leveraging clustering keys and partitioning for efficient querying and maintenance.

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