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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a Snowflake Native App that requires specific privileges to be granted to the consumer account. These privileges are necessary for the app to access and process data within the consumer's Snowflake environment. Which section of the manifest file is primarily used to declare these required consumer-side privileges?

A)

B)

C)

D)

E)

2. Your Snowflake Native Application provides a data transformation service. A consumer reports slow performance when processing large datasets. Profiling indicates that a specific SQL query within a UDF is the bottleneck. The query aggregates data from a table and uses a custom function to calculate a derived value. Assume the UDF runs with invoker rights. Which of the following strategies, used in combination, would MOST effectively improve the query's performance while adhering to security best practices for native applications and least privileges?

A) Replace the UDF with a materialized view in the consumer's account that pre-computes the derived value, and grant SELECT privilege on the materialized view to the consumer role.
B) Distribute the processing workload by using Snowflake's Snowpark to create a DataFrame, distribute using custom python code and scale out.
C) Rewrite the UDF to use a SQL UDF instead of a Python UDF, create a secure view exposing only the necessary data, and use clustering on the underlying consumer table.
D) Implement caching for the custom function's results using Snowflake's result caching mechanism, rewrite the UDF to use a SQL UDF instead ofa Python UDF, and utilize a data access framework using secure view, which enables the invoker right to be succesfull.
E) Rewrite the UDF to use a SQL UDF instead of a Python UDF, grant the necessary privileges to the application's invoker role, and create appropriate indexes on the underlying table in consumer account.

3. You've installed a Snowflake Native Application in your consumer account. You are trying to establish observability and telemetry to monitor its performance and identify potential issues. However, you notice that you only have limited visibility into the application's internal operations. Which actions should you take to enhance observability, assuming the provider has implemented appropriate mechanisms?

A) Enable detailed logging in your consumer account to capture all SQL statements executed by the application, then analyze these logs.
B) Examine the APPLICATION USAGE view in the SNOWFLAKE database to track resource consumption and query performance of the application's components.
C) Subscribe to events shared by the application provider through Snowflake's event sharing mechanism, if the provider has enabled it. Leverage shared views exposing specific metrics.
D) Use Snowflake's Query Profile to analyze the execution plans of queries initiated by the application.
E) Request the application provider to grant you direct access to the application's internal logs and system tables.

4. You are tasked with developing a Snowflake Native App that leverages a Partner provided secret using an external function which will send the processed data to their system. You plan to store the OAuth information to be used by the external function in a secret object managed by Snowflake. Which of the following steps are NECESSARY to ensure secure and correct setup of this app? Select all the options that apply.

A) Grant the 'USAGE privilege on the API integration to the application role if the external function requires an API integration. GRANT USAGE ON API INTEGRATION TO APPLICATION ROLE
B) Grant the 'IMPORTED PRIVILEGES privilege on the database containing the Secret object to the application role. GRANT IMPORTED PRIVILEGES ON DATABASE TO APPLICATION ROLE '
C) Create a Secret object in Snowflake to store the OAuth token securely and reference it within the external function using 'SYSTEM$GET_SECRET function. Ensure proper access rights on the Secret object.
D) Bypass storing the OAuth token in Snowflake and instead rely on passing it as a parameter to the external function from the consumer account, documented clearly for the consumer's security responsibilities.
E) Store the OAuth token directly within the external function's definition as a variable, ensuring it is encrypted using AES ENCRYPT before deployment.

5. You are tasked with publishing a Snowflake Native Application to the Snowflake Marketplace. Your application relies on specific external packages available through Anacond a. You've already built your application and are preparing to create the listing. Which steps are NECESSARY to ensure that consumer accounts can successfully install and use your application, considering external package dependencies?

A) When creating the Snowflake Marketplace listing, specify the required external packages under the 'External Packages' section using the fully qualified package name (e.g., 'snowflake.ml.modeling').
B) Explicitly import all required external packages within the application's setup script using 'import
C) Distribute the packages directly as part of the application code. This avoids external dependencies.
D) Include a 'requirements.txt file within your application package listing all required Python packages and their versions.
E) Consumers are automatically prompted to install any missing external packages upon installing the application; no specific action is required during listing creation.

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