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1. You are developing a Snowflake Native Application with a complex custom billing model. Your application measures several consumption metrics, including data processed, API calls, and unique users. You want to offer consumers flexible pricing plans that combine fixed monthly fees with usage-based charges, and provide detailed invoices. What is the most appropriate way to construct your Snowflake native application to perform the custom billing?
A) Implement all metering logic within stored procedures in your Snowflake Native App package. Create a scheduled task that runs daily to calculate the billing amounts and store them in a billing table. Use Snowflake's data sharing to expose billing information to an external billing system.
B) Utilize Snowflake's resource monitors to track overall consumption and apply a fixed cost per resource unit consumed.
C) Use Snowflake's native metering functions to calculate storage and compute costs, and manually calculate the other metrics outside of Snowflake. Combine these values to generate the invoices using an external billing system.
D) Develop stored procedures within the application to measure each metric, apply the complex pricing logic, and generate invoices directly within Snowflake as JSON documents. Offer these invoices as output from a 'GET INVOICE stored procedure exposed to the customer.
E) Develop a separate application outside of Snowflake to poll the application's internal tables for usage metrics and perform all billing calculations externally.
2. A data engineer, Alice, is developing a Snowflake Native Application. She wants to implement event sharing to notify consumers when certain data thresholds are breached within the application's managed tables. What is the MOST effective and secure approach for implementing this event sharing mechanism, ensuring that consumers can subscribe to these events without direct access to the application's internal tables?
A) Implement a Python UDF that queries the managed tables and sends email notifications to consumers whenever a threshold is breached.
B) Create a series of external functions that are called when the application's data changes. These functions will call an external notification service that alerts consumers.
C) Grant SELECT privileges on the managed tables directly to consumer accounts, using secure views to filter data.
D) Use Snowflake Streams and Tasks within the provider account to continuously monitor the managed tables and create events that are pushed to a shared data lake. Consumers then access the data lake.
E) Leverage Snowflake's event tables (using EVENT TABLES) to capture significant data changes, then create an API function using 'CREATE FUNCTION' with 'RETURNS TABLE' in the application package to expose these events to consumers through a secure share. Implement RBAC within the API function to manage access.
3. You've installed a Snowflake Native Application that provides advanced data analytics. The application requires a consumer-defined function (UDF), 'MASK SENSITIVE DATA, to be created in their account and used by the application. The application's setup script includes logic to check for the UDF's existence, but you want to ensure the application gracefully handles the case where the consumer has not yet created the UDF. Which of the following strategies can you implement to improve the application's resilience and provide a better user experience in this scenario? Select all that apply.
A) Within the application's SQL code, use the 'TRY FUNCTION' function to call 'MASK SENSITIVE DATA'. If the UDF does not exist, 'TRY FUNCTION' will return 'NULL' instead of raising an error.
B) Implement error handling within the application's code to catch the 'SQL compilation error: UDF does not exists exception. Provide a user-friendly error message and instructions on how to create the UDF.
C) Dynamically generate the application code using a stored procedure, only including the parts of the code that rely on if the function exists. Use 'SYSTEM$GET PRIVILEGES()' to check existence.
D) Require the consumer to create the UDF before installing the application. The application setup script should fail if the UDF is not found, preventing installation.
E) In the application's setup script, create a placeholder UDF with the same name and signature as 'MASK SENSITIVE DATA' that returns 'NULL'. The application logic can then handle 'NULL' values appropriately until the consumer provides the actual UDF.
4. 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) 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.
B) 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.
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) 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.
E) 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.
5. An ISV is developing a data analytics application using Snowflake Native Apps. The application allows consumers to define custom data refresh schedules. These schedules are managed by stored procedures within the application. The stored procedures need to update a shared table (using SQL MERGE command) located in a different database (managed by the ISV) within the consumer's account. The Application provider doesn't want to give access to the underlying tables to the consumer. To achieve this, which of the following GRANT statements are needed to configure the correct set of privileges for the ISV's Application Role(s) to perform MERGE operations from inside the consumer's environment? (Select all that apply.)
A) GRANT USAGE ON DATABASE TO ROLE ;
B) GRANT INSERT, UPDATE, DELETE ON TABLE .. TO ROLE ;
C) GRANT SELECT ON ALL TABLES IN DATABASE TO ROLE ;
D) GRANT USAGE ON SCHEMA TO ROLE ;
E) GRANT ALL PRIVILEGES ON WAREHOUSE TO ROLE ;
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: E | Question # 3 Answer: A,B | Question # 4 Answer: E | Question # 5 Answer: A,B,D |
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