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Snowflake NAS-C01 Exam Syllabus Topics:

Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are developing a complex Snowflake Native Application with multiple Python modules and dependencies. You've carefully crafted your 'environment.yml' file, but during the installation process in a consumer account, you encounter intermittent errors related to package conflicts. These errors are difficult to reproduce consistently. What is the MOST effective strategy, encompassing both design and troubleshooting, to mitigate these dependency resolution issues and ensure a reliable installation experience for your users? Select TWO options.

A) Vendor all third-party Python dependencies directly into your application package (i.e., include the package code directly instead of relying on Conda installation). This creates a self-contained application with no external dependencies.
B) Use a broad range of package versions in your 'environment.ymr file to allow for flexibility during dependency resolution, reducing the likelihood of conflicts.
C) Implement robust error handling in your Python modules to catch potential 'ImportError' exceptions and provide informative error messages to the user, even if the underlying cause is a dependency conflict.
D) Examine the Snowflake logs ('SYSTEM$GET_PREDECESSORS' and 'SYSTEM$GET_DEPENDENTS') for any other applications installed in the consumer account that might be conflicting with your application's dependencies.
E) Pin all dependencies to specific versions in your 'environment.yml' file, including transitive dependencies, to create a deterministic and reproducible environment.

2. A Snowflake Native App provider is designing an application. Select ALL of the necessary privileges a provider needs on an Application Package to successfully list, version and distribute the native application to consumer accounts?

A) OWNERSHIP
B) USAGE
C) IMPORTED PRIVILEGES
D) APPLY
E) MONITOR

3. You are developing a Snowflake Native Application that requires robust role-based access control. The application provides data transformation services to consumer accounts. You want to define distinct roles for different levels of access: 'TRANSFORMER_ADMIW (full control), 'TRANSFORMER USER (execute transformations), and 'TRANSFORMER OBSERVER (read-only access to metadata). In the setup script, which SQL statements are the MOST secure and efficient way to achieve this while adhering to Snowflake's recommended practices for application roles?

A)

B)

C)

D)

E)

4. You have created a Snowflake Native Application that includes a User-Defined Function (UDF) written in Python. The UDF processes JSON data and performs complex calculations. During testing in a consumer's account, you discover that the UDF is running slower than expected. What steps can you take to optimize the UDF's performance? (Select TWO)

A) Reduce the complexity of the UDF by simplifying the calculations and minimizing the amount of data processed.
B) Increase the warehouse size allocated to the consumer's account, as this directly impacts UDF execution speed.
C) Switch the UDF implementation from Python to SQL, as SQL UDFs are generally faster than Python UDFs.
D) Leverage vectorization techniques within the Python UDF using libraries like NumPy to perform operations on entire arrays instead of individual elements.
E) Recompile the UDF with the latest version of the Snowflake runtime environment.

5. You are developing a Snowflake Native App that provides data enrichment services to consumer accounts. The app requires access to both a secure internal API (accessible only within your provider account) and the consumer's data warehouse. Which of the following components and configurations are necessary to facilitate this access while adhering to Snowflake's security best practices?

A) A Python UDF defined in the application package that connects to the secure internal API using a secured API integration with allowed egress network policy that only allows connections from the app's deployment region. The consumer shares their database with the provider account through a data sharing arrangement.
B) A Snowpark function that leverages the SNOWFLAKCORE.AUTHZ.PASS PRIVILEGES() function with the application role executing the code. The app requires the consumer to create a shared secret to access their API.
C) A UDF (User-Defined Function) defined in the application package that invokes the secure internal API using a secured API integration, and grants OWNERSHIP on it to the APPLICATION role. The consumer grants USAGE on their database to the application role.
D) A Java UDF defined in the application package uses JDBC connection to access a secure internal API endpoint. The consumer grants USAGE privilege to the application on their schemas.
E) A Stored Procedure defined in the application package that invokes the secure internal API via network rule with outbound traffic allowed only for the app, and utilizes a reader account to securely query the consumer s data with the use of SNOWFLAKE.CORE.AUTHZ.PASS_PRIVILEGES().

Solutions: