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| Section | Weight | Objectives |
|---|
| Topic 1: Installation, Testing and Troubleshooting | 20% | - Validation and debugging
- 1. Logging and event tables
- 2. Tracing and troubleshooting workflows
|
| Topic 2: Snowflake Native App Framework Overview | 20% | - Native application concepts and architecture
- 1. Application packages and structure
- 2. Manifest files and setup scripts
|
| Topic 3: Deployment and Marketplace Publishing | 25% | - Distribution and lifecycle management
- 1. Version upgrades and release management
- 2. Marketplace listings and publishing
|
| Topic 4: Native Application Design and Creation | 35% | - Application development workflow
- 1. Application roles and privileges
- 2. Building and versioning applications
|
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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q16-Q21):
NEW QUESTION # 16
You're developing a Snowflake Native App. Part of your application logic involves using a UDF (User-Defined Function) to perform complex calculations on data residing in a table within the consumer's Snowflake account. Which of the following statements correctly describes how you would package and deploy this UDF within your Native App using the application package?
- A. You must create the UDF within a schema in your application package, and grant USAGE privilege on the schema to the application role. The consumer will automatically be granted EXECUTE privilege on the UDF.
- B. You must create the UDF within a schema in your application package. No additional privileges need to be granted, as the application role automatically has all necessary privileges within the application's namespace.
- C. The UDF definition must be created directly within the consumer's account after the application is installed, as UDFs cannot be included in the application package.
- D. The UDF definition must be created as an external function, pointing to an external API endpoint that your application controls, enabling the UDF logic to be executed outside of the consumer's Snowflake environment.
- E. You must create the UDF within a schema in your application package, and grant USAGE privilege on the schema to the application role. The application code can then execute the UDF without any further privilege grants within the consumer account, and the UDF can be called from SQL or other UDFs using unqualified names.
Answer: E
Explanation:
The UDF needs to be created within a schema in the application package. The application role needs USAGE privilege on the schema containing the UDF, and the application can then execute the UDF.
NEW QUESTION # 17
A Snowflake Native Application provider is deploying their application in multiple regions (AWS US-East-l and AWS EU-Central-l). The application relies on external functions that interact with a third-party API. The provider wants to optimize for both latency and cost while ensuring high availability. Which of the following strategies represents the MOST effective approach for configuring and deploying these external functions to meet these requirements? Select two.
- A. Utilize Snowflake's cross-region replication feature to automatically replicate the external functions between regions. This ensures that the functions are always available in both regions.
- B. Host the external function code directly within the Snowflake application package and leverage Snowflake's serverless compute to execute the function logic without relying on external APIs.
- C. Configure a global load balancer in front of the third-party API endpoints and point all external functions to the load balancer's endpoint. This allows the load balancer to route requests to the closest available API endpoint.
- D. Deploy separate external functions in each region, pointing to API endpoints hosted in the respective regions. Configure each external function with the same security integration to simplify access management.
- E. Create a single external function that uses a conditional statement to route requests to different API endpoints based on the Snowflake region where the function is being called. This approach reduces management overhead.
Answer: C,D
Explanation:
Options B and D are the most effective. Deploying separate external functions in each region (B) allows for regional optimization, reducing latency by calling API endpoints hosted in the same region. Configuring the same security integration simplifies access management. Using a global load balancer (D) adds another layer of resilience and allows for dynamic routing to the closest available API endpoint, improving availability and potentially reducing costs. Option A could introduce latency due to conditional logic and potentially suboptimal routing. Option C is not applicable as external functions are not replicated by Snowflake replication. E cannot be hosted directly to the Snowflake application package
NEW QUESTION # 18
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. USAGE
- B. APPLY
- C. OWNERSHIP
- D. IMPORTED PRIVILEGES
- E. MONITOR
Answer: B,C
Explanation:
The provider requires OWNERSHIP to manage the application package and APPLY to create versions and authorization grants, and IMPORTED PRIVILEGES is a privilege granted TO the consumer from the provider, not required to be owned by the provider. MONITOR is more applicable to usage monitoring and debugging, not core distribution privileges.
NEW QUESTION # 19
Consider the following Python code snippet used within a Streamlit application deployed as a Snowflake Native App:
- A. The code will fail because the Snowflake Connector for Python requires explicit connection parameters to be defined even within a Native App context.
- B. The code will execute successfully, assuming that Smy_table' exists, and the 'app_public' role has at least SELECT privilege on 'my_table' and USAGE privilege on the schema containing 'my_table' .
- C. The code will fail with a privilege error if the 'app_public' role does not have OWNERSHIP of the table 'my_table' .
- D. The code will execute without any privilege errors, assuming the necessary database and schema privileges are granted to the 'app_public' role.
- E. The code requires using the 'snowflake.snowpark' library instead of for optimized performance within native apps.
Answer: B
Explanation:
The correct answer is D. When running within a Snowflake Native App, the Snowflake Connector for Python automatically uses the current session context, eliminating the need for explicit connection parameters. The code will execute successfully provided that the 'app_public' role has the appropriate privileges, which includes 'SELECT on 'my_table' and 'USAGE on the schema containing the table. Option A is partially correct, but option D provides more specific privilege requirements. Option B is incorrect because explicit connections aren't needed. Option C is incorrect because 'OWNERSHIP' isn't required, only 'SELECT. Option E is incorrect; using 'snowflake.snowpark' may offer performance benefits for data processing, but using "snowflake.connectofl is viable for simple queries.
NEW QUESTION # 20
You are packaging a Snowflake Native App for distribution. Which of the following artifacts are essential components of the application bundle that must be included?
- A. The manifest file (snowflake.yml).
- B. Compiled Java JAR files if the app includes Java UDFs.
- C. The application's source code (e.g., SQL scripts, Python files).
- D. The 'setup.sql file containing the application's initialization logic.
- E. Binary executables compiled for a specific operating system.
Answer: A,B,D
Explanation:
The manifest file (snowflake.yml) is crucial as it defines the app's metadata and dependencies. The 'setup.sqr file is also essential as it contains the necessary SQL statements to initialize the application environment in the consumer's account. If the app consists of any Java UDFs, the corresponding compiled JAR files are required to be packaged along with the application. Binary executables for a specific operating system is incorrect as snowflake app excutes on snowflake computing.
NEW QUESTION # 21
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