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1. A Native App developer is using Snowflake's Event Tables for tracing the execution of their application. They have noticed a significant performance overhead when event logging is enabled, particularly for high-volume UDFs. Which of the following strategies would be MOST effective in mitigating the performance impact of event logging while still capturing valuable tracing information?
A) Disable event logging entirely for high-volume UDFs to eliminate the performance overhead.
B) Reduce the number of columns captured in the event tables to minimize the amount of data being written. Store all tracing data in a single large event table to simplify querying.
C) Implement sampling or conditional logging within the UDFs, only logging events for a subset of executions or when specific conditions are met. Utilize asynchronous logging techniques where appropriate to offload logging operations.
D) Write event data directly to an external cloud storage system (e.g., AWS S3, Azure Blob Storage) bypassing Snowflake's Event Tables altogether.
E) Increase the frequency of event table flushes to reduce the number of events buffered in memory. This minimizes memory pressure and write latency.
2. You are packaging a Snowflake Native App that includes a file. During the packaging process, you encounter an error stating that a required Python package, 'pandas', is not found. However, you have included a 'requirements.txt' file in the application bundle with 'pandas' listed as a dependency. What is the MOST likely cause of this error, and what steps can you take to resolve it?
A) Snowflake automatically installs all packages listed in 'requirements.txt' when the application is packaged, so the issue must lie elsewhere, such as a typo in the package name.
B) The 'requirements.txt' file is not being correctly processed by the Snowflake Native App build system. Ensure the file is in the root directory of the application bundle and is properly formatted.
C) The 'requirements.txt' file needs to be converted to a 'setup.py' file for Snowflake to recognize the dependencies correctly.
D) Snowflake does not automatically install packages from 'requirements.txt' during packaging. You must manually upload the pandas package to a Snowflake stage and import it within your 'streamlit.py' file.
3. You are developing a Snowflake Native Application and want to implement robust observability and telemetry. Which of the following approaches will enable you to effectively monitor the application's performance, identify errors, and collect usage metrics within the consumer's account?
A) Utilize to write log data to a secure table within the application and leverage views granted to the consumer to expose relevant metrics and error information. Ensure appropriate roles have access to the views.
B) Implement custom logging using 'SYSTEM$LOG' and store application logs in a separate table within the application's container. Configure grants to allow the application developer to access these logs.
C) Rely solely on Snowflake's built-in query history and resource monitoring features in the consumer's account, as these automatically capture all application activity.
D) Directly access the consumer's system tables (e.g., 'SNOWFLAKE.ACCOUNT USAGE.QUERY HISTORY) to extract application-related metrics based on query identifiers generated by the application.
E) The consumer is responsible for implementing observability and telemetry. The application developer cannot implement observability features that function within the consumer's account.
4. You are developing a Snowflake Native Application that needs to securely access data in a consumer's account. The application requires the consumer to grant specific privileges to a custom role created and managed within the application package. Which of the following steps are absolutely essential for correctly configuring the application package to ensure this secure data access, and how should the setup script handle the privilege granting?
A) Grant the 'USAGE privilege on the consumer's database and schema to the application's role within the setup script. This implicitly allows the application to read all data within that schema.
B) Define the required privileges in the application package manifest (snowflake.yml). Ensure that the setup script includes commands to grant the specific privileges on the consumer's data to the application's custom role, using 'GRANT ON TO ROLE within an EXECUTE IMMEDIATE statement in the setup script. The setup script should also define the application role.
C) The consumer must manually grant the necessary privileges to the application's role after the application is installed, as the application package cannot automatically modify the consumer's security settings.
D) Utilize a service account to access the data, providing the service account's credentials as part of the application setup. The application will then use the service account to access the consumer's data.
E) Create a share from the provider account to the consumer account, granting the consumer read access to the application package's data. Then, use a setup script to grant ownership of the data to the application role after installation.
5. You are developing a Snowflake Native Application that uses a UDF (User-Defined Function) to process dat a. The UDF needs to be updated with new logic to handle a specific edge case. You want to ensure a smooth transition for existing consumers of your application. Which of the following strategies should you consider to avoid breaking changes? (Select TWO)
A) Remove the existing UDF and provide instructions for consumers to recreate it with the new logic.
B) Create a new UDF with a different name, implement the new logic, and update the application to use the new UDF, while keeping the old UDF for backward compatibility.
C) Implement versioning within the existing UDF to handle the new logic based on a version parameter passed by the consumer.
D) Package new version and then call patch method.
E) Modify the existing UDF in place and notify consumers about the change after deployment.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: B,C |
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