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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q250-Q255):
NEW QUESTION # 250
You are developing a Snowflake Native Application that includes a Python UDE This UDF needs to interact with an external API that requires authentication using OAuth 2.0. The application package should securely manage the OAuth credentials without exposing them to the consumer account. How can you securely configure and access the OAuth credentials from within the UDF?
- A. Store the OAuth credentials in a secure external storage (e.g., AWS Secrets Manager) and retrieve them using an external function.
- B. Use Snowflake's secret management feature to store the OAuth client ID and secret, and access them from the UDF using 'SYSTEM$GET SECRET.
- C. Store the OAuth client ID and secret directly in the UDF code as string literals.
- D. Store the OAuth client ID and secret in environment variables within the Snowflake environment for the application.
- E. Configure an OAuth integration in Snowflake and grant the UDF's role access to it, allowing the UDF to obtain tokens using 'SYSTEM$GET OAUTH TOKEN'.
Answer: B,E
Explanation:
Storing credentials directly in the code (A) is a major security risk. Environment variables in Snowflake (B) are not designed for sensitive credentials. Snowflake's secret management (C) provides a secure way to store and access secrets. Using an external storage with an external function (D) is a viable option but adds complexity. OAuth integration (E) allows Snowflake to handle the OAuth flow, providing secure token management. Therefore, C and E provide the most secure and manageable solutions.
NEW QUESTION # 251
You are developing a Snowflake Native Application that performs complex data transformations. You need to monitor the application's performance, identify bottlenecks, and track resource consumption. Which of the following approaches would effectively establish observability and telemetry for your application, ensuring you can gather granular insights into its operations?
- A. Log all application events directly to Snowflake tables using stored procedures. Analyze these tables periodically using SQL queries to identify trends and anomalies.
- B. Integrate with a third-party monitoring service (e.g., Datadog, New Relic) by sending application metrics and logs via HTTP endpoints. Configure alerts and dashboards in the monitoring service.
- C. Utilize Snowflake's Information Schema views (e.g., 'QUERY_HISTORY', to track query performance and resource usage. Correlate this data with application-specific events using custom logging.
- D. Leverage Snowflake's event tables and Streamlit to visualize the performance and consumption of resources used by the application.
- E. Implement custom logging within your application code, writing log messages to a temporary stage. Periodically download and analyze these log files using external tools.
Answer: B,C,D
Explanation:
Options B, C, and E are the most effective. Option B provides real-time monitoring and alerting. Option C leverages Snowflake's built-in monitoring capabilities, providing valuable insights into query performance and resource usage. Option E is leveraging the new functionality of Streamlit integration, offering the visualization on the go. Option A requires managing the logging tables. Option D is cumbersome due to the external data process and the need to download the logs.
NEW QUESTION # 252
A Snowflake Native App provider is developing an application that requires a consumer to execute stored procedures owned by the application. These procedures need to access data within the application's container. Which of the following sets of actions are required for a consumer to successfully execute these stored procedures?
- A. The provider must create a custom role within the application package with the EXECUTE privilege on the stored procedures, and the consumer must be granted authorization to assume that role.
- B. The provider must grant the EXECUTE privilege on the application package and the consumer must create a local role that inherits privileges from the application.
- C. The provider must grant the EXECUTE MANAGED PROCEDURE privilege to the consumer's account and the consumer must be granted USAGE on the application package.
- D. The consumer must be granted the EXECUTE privilege on each stored procedure individually.
- E. No special actions are required. Consumers can execute any stored procedure within a Native App once the application is installed.
Answer: A
Explanation:
To ensure secure and controlled access, the provider should create a custom role within the application package, grant the EXECUTE privilege on the stored procedures to this role, and then use an authorization grant to allow the consumer to assume this role. This approach provides granular control and avoids granting broad privileges to the consumer's account directly.
NEW QUESTION # 253
You are developing a Snowflake Native Application that requires maintaining multiple live versions for different customer segments. Some customers need to stay on an older version for compatibility reasons, while new customers should use the latest version. How can you best manage these different versions using Snowflake Native App features?
- A. By implementing a custom versioning system within the application's stored procedures and functions, relying on consumer-provided parameters to determine which version of the logic to execute.
- B. By using streams and tasks to replicate data and logic between different versions of the application, ensuring data consistency.
- C. By creating separate Snowflake accounts for each customer segment, each with a different version of the application installed.
- D. By creating separate application packages for each version and managing them independently, allowing consumers to choose which version to install. The 'APPLICATION ROLE is used to define application-level access.
- E. By leveraging the 'APPLICATION ROLE to control access to different versions using conditional logic within the application code.
Answer: D
Explanation:
The correct answer is (C). Snowflake Native Apps allow you to create separate application packages for each version. Consumers can then choose the version that best suits their needs. Using the 'APPLICATION ROLE allows for controlling access to different resources within the application, ensuring proper data governance and security. Options A, D, and E are less efficient or not directly supported by the Snowflake Native App framework. Option B is partially correct that you can leverage application role but version control is through separate application packages.
NEW QUESTION # 254
You are designing a Snowflake Native Application that allows consumer accounts to customize certain aspects of its behavior. Specifically, the application needs to support consumer-defined thresholds for alerting, stored as parameters. You want to allow consumers to set these thresholds through the 'ALTER APPLICATION' command. How can you achieve this MOST effectively while ensuring that these parameters are securely managed and accessible within your application code?
- A. Define parameters using the 'USING' clause during application deployment in the provider account. Then, use 'ALTER APPLICATION' to modify these parameters in the consumer account.
- B. Define parameters within the application manifest (manifest.yml) with mutable set to True. Use the SYSTEM$GET PARAMETER function within your application logic to retrieve these consumer-configurable values.
- C. Use 'ALTER APPLICATION' to modify session variables, which are then accessible within the application code via 'SYSTEM$GET_VARIABLE'.
- D. Use 'ALTER APPLICATION' to directly modify values within a consumer-managed table, reading values from that table in your stored procedures.
- E. Define parameters within the application manifest (manifest.yml) with mutable set to True. Use the APPLICATION PARAMETER function within your application logic to retrieve these consumer-configurable values.
Answer: E
Explanation:
The most effective and secure way is option E. Snowflake Native Apps support defining parameters in the 'manifest.ymr file. Setting mutable: True' allows consumers to modify these parameters using 'ALTER APPLICATION'. The 'APPLICATION_PARAMETER function provides a secure and supported mechanism to retrieve these values within the application's stored procedures or other code. Option A introduces security risks by directly modifying consumer tables. Option B uses the 'USING' clause which is not designed for consumer configuration and may not persist across application upgrades. Option C session variables are not designed for persistent consumer configuration and are not appropriate for this use case. Option D uses a non-existent function and would not work.
NEW QUESTION # 255
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