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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a Snowflake Native App that will be listed on the Snowflake Marketplace. The application requires a specific version of a Python library that may conflict with other libraries used by consumers. How can you ensure that your application uses the correct library version without causing conflicts in the consumer's environment?

A) Rely on Snowflake's automatic dependency resolution to identify and install the correct version of the Python library in the consumer's environment.
B) Package all application logic into a single SQL UDF to avoid Python dependency issues entirely.
C) Bundle the required Python library with your application package and utilize Anaconda packages support to manage dependencies, ensuring isolation from the consumer's environment.
D) Modify the consumer's 'PYTHON PATH' environment variable upon installation to include the location of your application's Python libraries.
E) Instruct consumers to manually install the required Python library version in their Snowflake environment before installing your app.

2. 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) 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.
B) 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.
C) 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.
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) 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.

3. A developer is creating a Snowsight dashboard to monitor the performance of a Snowflake Native App. They want to display a real-time graph of the number of API calls made to the app per minute. The app logs each API call to a Snowflake table named 'APP LOGS' with a timestamp column named 'CALL TIMESTAMP'. Which of the following SQL queries, when used within a Snowsight chart, would MOST accurately achieve this?

A)

B)

C)

D)

E)

4. An application developer is creating a Snowflake Native App that uses a user-defined function (UDF) 'MY UDF' in 'APP SCHEMA' The UDF reads data from a table 'APP TABLE' which is also in "APP SCHEMA'. The application role is 'APP ROLE'. Which of the following 'GRANT' statements are necessary for the application to function correctly within the provider account , assuming the UDF is defined with 'VOLATILE' behavior and is using the caller's rights (i.e., 'EXECUTE AS CALLER)?

A)

B)

C)

D)

E)

5. 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) Create an API integration that enables the UDF to securely authenticate and access the data through an external service.
C) 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.
D) Create a stored procedure running as OWNER, grant necessary privileges, then call this SP from UDF running as Invoker.
E) 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.

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