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Snowflake SnowPro Specialty - Native Apps Sample Questions:

1. You are designing a Snowflake Native Application that requires fine-grained access control to its data within the consumer account. You want to ensure that consumers can only access data relevant to their specific department. Which of the following Snowflake features, when combined, offer the MOST secure and flexible solution for implementing this requirement within the context of a Snowflake Native Application ?

A) User-Defined Functions (UDFs) and Row Access Policies.
B) Row Access Policies and Secure Views with Caller's Rights.
C) Views and Stored Procedures with Caller's Rights.
D) External Tables and Secure Views with Owner's Rights.
E) Dynamic Data Masking policies and Views with Caller's Rights.


2. You are developing a Snowflake Native Application that requires secure access to external services for data enrichment. You choose to implement an External Function with API Integration. Which of the following security best practices are MOST important to implement when configuring the API Integration and the External Function to minimize security risks?

A) Store any sensitive credentials required by the external service directly in the External Function's code body for easy access.
B) Disable network policies on the API Integration to avoid accidental blocking of traffic.
C) Use the parameter in the API Integration to restrict access to only the trusted IP addresses of the external service.
D) Grant usage on the API integration to PUBLIC role to allow all users to invoke the external function.
E) Configure 'AWS IAM ROLE ARNS or similar parameters (depending on cloud provider) to grant Snowflake the least privilege access to the specific resources on the external service required by the function.


3. You are designing a setup script for a Snowflake Native Application. This script needs to perform the following actions: 1. Create a secure view that exposes a subset of data from a table owned by the provider account. 2. Grant 'SELECT privilege on this secure view to a specific role within the consumer account, but ONLY if that role already exists in the consumer account. 3. Create a UDF in the provider account which calls external function. This UDF needs access to a secret stored in a Snowflake secret object. Which of the following code snippets BEST implements these requirements, ensuring both security and proper privilege management?

A)

B)

C)

D)

E)


4. You are troubleshooting an issue where a Snowflake Native Application's Scala UDF, 'process_data' , is sporadically failing with an 'OutOfMemoryError'. The UDF processes large XML files. You need to identify the cause and implement a solution. Which strategies are most appropriate for diagnosing and resolving this issue within the constraints of a Snowflake Native Application?

A) Increase the warehouse size for the consumer's account. This provides more memory to the UDF execution environment.
B) Implement caching mechanisms within the UDF to reuse previously processed XML data, reducing the need to load and parse the same data repeatedly.
C) Break down the large XML files into smaller chunks before processing them with the UDF. This reduces the memory footprint of each individual UDF execution. Implement a system to orchestrate processing chunks.
D) Modify the 'process_data' UDF to stream the XML file instead of loading the entire file into memory at once. Use a streaming XML parser to process the data incrementally.
E) Use a memory profiler to analyze the UDF's memory usage. Identify memory leaks or inefficient data structures that contribute to the 'OutOfMemoryErroN.


5. A provider is developing a Snowflake Native App and utilizes event sharing to communicate state changes to consumers. After initial installation, a consumer reports not receiving any event notifications. The provider has verified the event table is populated correctly. Which of the following are the MOST likely reasons for this issue and how can the provider troubleshoot them?

A) The event table function is not correctly filtering events based on the consumer's application instance I Review the function logic to ensure proper filtering using APP_INSTANCE_ID().
B) The consumer has not explicitly granted the necessary privileges on the event table function to the role used by the app. Instruct the consumer to grant USAGE on the event table function to the app role.
C) The consumer has not refreshed their application instance metadata. Ask the consumer to execute SYSTEM$REFRESH_EXTERNAL_FUNCTIONS() in the application database.
D) Event sharing is inherently unreliable and Snowflake does not guarantee event delivery. The provider should implement alternative polling mechanisms.
E) The consumer's event table function does not have the correct security invoker privileges. Grant EXECUTE TASK on the event table function to the consumer role.


Solutions:

Question # 1
Answer: B
Question # 2
Answer: C,E
Question # 3
Answer: B
Question # 4
Answer: C,D
Question # 5
Answer: A,B

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