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1. You are designing a Snowflake Native Application that provides a data enrichment service. Consumers provide their data via a secure data share, and your application enriches it with external datasets within your provider account. To ensure data security and prevent accidental data leakage, which of the following strategies should you implement when designing the application's logic (select all that apply)?
A) Create a dedicated service user within your provider account with restricted privileges to access the shared data. The application's logic should execute using this service user's context.
B) Grant the consumer's application role 'OWNERSHIP' privilege on the data share. This simplifies data management for the consumer.
C) Log all data access and modifications performed by the application, including the user context (application role), timestamps, and objects accessed, for auditing purposes.
D) Use fully qualified names when referencing objects within the consumer's shared data (e.g.,
E) Implement strict input validation and sanitization of the data received from the consumer to prevent SQL injection or other malicious attacks that could lead to data exfiltration.
2. A provider is testing their Snowflake Native Application in a consumer environment. The application includes a Streamlit app that displays data from a table provisioned in the consumer account. The consumer reports that the Streamlit app is displaying an errorrelated to accessing the table. The 'streamlit.secretS dictionary is used to store the database connection details. The application role app_role' is designed to have access to the table. Which of the following could be potential causes of the problem, assuming the connection details are valid?
A) The Streamlit app is not properly configured to assume the when executing queries.
B) The consumer has not shared the database containing the table with the provider account.
C) The 'app_role' does not have the 'SELECT privilege on the table.
D) The 'streamlit.secretS dictionary is not accessible to the application due to incorrect file permissions.
E) The 'app_role' does not have the privilege on the database containing the table.
3. You're developing a Snowflake Native Application that performs complex data transformations within the consumer's account. These transformations require substantial compute resources. You want to optimize resource utilization and minimize cost for your consumers.
Which strategies can you employ to achieve this goal? (Select TWO)
A) Utilize Snowflake's auto-suspend and auto-resume features for virtual warehouses to minimize compute costs when the application is idle.
B) Force consumers to use the largest possible virtual warehouse size to ensure transformations complete quickly.
C) Implement dynamic scaling by programmatically adjusting the virtual warehouse size based on the workload using stored procedures and the function to cancel long running and inefficient tasks.
D) Do not use transactions for data transformation pipelines as transactions introduce overhead.
E) Implement data skipping techniques to minimize the amount of data scanned during transformations. This involves clustering tables appropriately.
4. You are developing a Snowflake Native Application that leverages Snowflake's Snowpark API for data processing. The application performs a series of complex transformations on a DataFrame. You need to optimize the application's performance and minimize resource consumption. Which of the following strategies would be MOST effective in achieving this goal?
A) Break down the DataFrame processing into smaller steps and store the intermediate results in temporary tables within the application's sandbox database.
B) Explicitly specify the execution order of the transformations using 'cache()' on each intermediate DataFrame to force immediate materialization.
C) Use the method frequently to materialize intermediate DataFrames and inspect the data.
D) Employ lazy evaluation by chaining together transformations on the DataFrame and only triggering execution when the final result is needed.
E) Rely on Snowpark's query optimizer to automatically optimize the entire data processing pipeline without any manual intervention.
5. You are preparing to list your Snowflake Native Application on the Snowflake Marketplace. You've developed the application and implemented security measures. Which of the following steps are essential best practices for ensuring a successful and secure listing on the Snowflake Marketplace?
A) Avoid documenting any limitations or potential issues with the application to present a flawless image to potential consumers. Only provide limited pricing information to create a sense of urgency to potential consumer
B) Thoroughly document the application's functionality, installation instructions, configuration options, and any known limitations. Provide clear and concise pricing information and support contact details.
C) Clearly communicate the application's security model, including data encryption methods, access controls, and any reliance on consumer-side security configurations. Undergo and document regular security audits and penetration tests of the application.
D) Implement robust error handling and logging mechanisms to provide consumers with informative error messages and aid in troubleshooting. Include mechanisms for securely collecting and storing application usage metrics (if required), ensuring compliance with privacy regulations.
E) Include a prominently displayed disclaimer stating that the application is provided "as is" and the provider assumes no liability for any damages arising from its use. Only provide basic installation instructions. It is the end user's responsibility to know how to use the application.
Solutions:
| Question # 1 Answer: C,D,E | Question # 2 Answer: A,C,E | Question # 3 Answer: A,E | Question # 4 Answer: D | Question # 5 Answer: B,C,D |
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