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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q64-Q69):

NEW QUESTION # 64
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)

Answer: B,D

Explanation:
Snowflake's auto-suspend and auto-resume features (C) automatically suspend the virtual warehouse when it's idle and resume it when needed, minimizing compute costs. Data skipping techniques (D), such as clustering tables, reduce the amount of data scanned, which directly impacts compute cost. Option A is incorrect because forcing consumers to use the largest warehouse is not cost- effective. Option B is not a standard feature and might not be efficient. Option E is incorrect as transactions ensure data integrity, which is usually a paramount requirement.


NEW QUESTION # 65
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?

Answer: B,C,D

Explanation:
Options A, B, and C are correct. For the Streamlit app to function correctly, the 'app_role' must have 'USAGE on the database, 'SELECT' on the table, and the Streamlit app must be correctly configured to assume the 'app_role' when executing queries. Option D is incorrect because the table is provisioned in the consumer environment, so sharing with the provider is not applicable. Option E is incorrect because streamlit.secrets' is a dictionary within the app, not related to file permissions.


NEW QUESTION # 66
A data provider wants to distribute a Snowflake Native Application that includes a secure view 'PROVIDER DB.PUBLIC.SALES SUMMARY' which aggregates sales dat a. They want to allow consumers of the application to query this view, but prevent them from accessing the underlying base tables. Which minimum set of privileges must be granted on the 'SALES SUMMARY view to enable this, assuming the application role is 'APP ROLE and the installing account doesn't want to use 'imported privileges' ?

Answer: D

Explanation:
The consumer needs 'USAGE' privilege on the database and schema containing the view to access it. The 'SELECT' privilege on the view itself is required to query it. 'GRANT ALL PRIVILEGES' is excessive. 'GRANT ... TO SHARE is not a valid syntax. REFERENCES is for foreign keys.


NEW QUESTION # 67
You are developing a Snowflake Native App that utilizes Streamlit for its user interface. You want to control the app's behavior based on whether it's running in a development environment within your provider account or in a consumer account after installation. Which of the following methods can you use within your 'streamlit.py' to determine the current execution context (Provider vs. Consumer) reliably?

Answer: C

Explanation:
Using session context function such as and comparison with the provider account identifier is the most reliable way to determine if the app is running in the provider account. does not exist, and querying INFORMATION_SCHEMA.APPLICATIONS is designed for a different purpose.


NEW QUESTION # 68
A Snowflake Native App developer is building an application package that contains multiple versions. They want to ensure that a consumer upgrading from version 1.0 to version 2.0 MUST execute a specific set of SQL scripts as part of the upgrade process to migrate existing application dat a. Which Snowflake Native App feature should they leverage to achieve this?

Answer: E

Explanation:
Option C is the correct approach. A version change handler is a dedicated script that runs automatically when a consumer upgrades or downgrades the application. This handler can contain the necessary SQL scripts to migrate data, update schemas, or perform any other actions required during the version transition. Option B executes only during initial installation, not during upgrades. Option A, RBAC, manages permissions but doesn't execute scripts. Option D, Streams and Tasks, could be used, but it's more complex than a version change handler. Option E is used for continuous data loading.


NEW QUESTION # 69
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