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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Application Installation & Testing | 20% | - Installation procedures and dependencies - Debugging and troubleshooting - Provider and consumer workflows - Testing strategies and validation |
| Topic 2: Application Deployment & Distribution | 25% | - Listing types and monetization - Publishing to Snowflake Marketplace - Versioning and release management - Upgrades and lifecycle management |
| Topic 3: Advanced Features & Management | 20% | - Event logging and telemetry - Governance and compliance - Integration with Snowpark and external services - Billing events and cost monitoring |
| Topic 4: Application Design & Creation | 35% | - Manifest files and configuration - Application packages and objects - Security and access control - Setup scripts and application logic - Native App Framework architecture |
1. Your team is developing a Snowflake Native App that requires access to network resources outside of Snowflake. After configuring an external access integration, you encounter an error indicating that the application cannot access the specified endpoint, even though the integration appears to be correctly configured. Assuming all network policies are in place and the external access integration is correctly defined, what is the MOST likely cause of this issue and how can it be resolved?
A) The application role used by the application lacks the ' IMPORTED PRIVILEGES privilege on the external access integration. Grant this privilege using 'GRANT IMPORTED PRIVILEGES ON INTEGRATION TO APPLICATION ROLE
B) The network policy attached to the external access integration is too restrictive and is blocking access to the required endpoint. Review and update the network policy to allow access to the endpoint.
C) The external function or procedure attempting to use the integration has not been granted the REFERENCE USAGE privilege on the integration. Use 'GRANT REFERENCE USAGE ON INTEGRATION TO PROCEDURE ;
D) The application needs to be explicitly granted the USAGE privilege on the external access integration. Use 'GRANT USAGE ON INTEGRATION TO APPLICATION ROLE
E) The URL specified in the external access integration is incorrect or contains a typo. Verify the URL and ensure it matches the expected endpoint.
2. A provider develops a Snowflake Native Application that requires access to consumer's 'ORDERS' table for data enrichment. The provider has created an object role 'app_role'. Which of the following steps are REQUIRED for the application to successfully access and query the 'ORDERS table in the consumer's environment during the installation phase?
A) The consumer grants USAGE privilege on the database containing the 'ORDERS' table to the provider account.
B) The provider grants OWNERSHIP on the 'app_role' role to the application.
C) The consumer grants USAGE privilege on the schema containing the 'ORDERS' table to the provider account.
D) The consumer grants IMPORTED PRIVILEGES on the share containing the 'ORDERS table to the 'app_role' in the provider account.
E) The consumer creates a new role, grants SELECT on the 'ORDERS' table to this role, and then grants the role to the application's 'app_role' in the consumer account. The application manifest specifies the consumer_role.
3. You are developing a Snowflake Native Application that utilizes Snowpark Container Services (SPCS). Your application requires a Compute Pool configured with autoscaling capabilities to handle fluctuating workloads. However, you want to minimize costs when the application is idle. Which of the following considerations are MOST important when defining the 'MIN NODES' and 'MAX NODES' parameters for your Compute Pool, along with the 'AUTO RESUME setting?
A) Compute Pool autoscaling is managed entirely by the underlying container orchestration system and Snowflake only provides basic resource allocation. The 'MIN NODES' and 'MAX NODES parameters are advisory only.
B) Setting to a non-zero value ensures that some resources are always available, leading to faster response times for initial requests. 'AUTO RESUME' should be set to FALSE to prevent unnecessary resource usage.
C) The 'AUTO_RESUME parameter is irrelevant as the compute pool automatically scales based on current workload. should be set to the expected average workload.
D) The optimal configuration depends on the balance between cost and performance. A higher 'MIN_NODES' value provides faster initial response times but incurs higher costs when idle. 'AUTO RESUME should be set to TRUE if you want the pool to automatically restart based on incoming requests.
E) Setting to 0 allows the Compute Pool to scale down completely when idle, eliminating costs. 'AUTO_RESUME should be set to TRUE to automatically start the pool when a new request is received.
4. You are responsible for deploying a Snowflake Native Application that processes sensitive financial dat a. Your team is concerned about data leakage and unauthorized access. Which of the following security measures should you implement to mitigate these risks and comply with Snowflake Marketplace best practices? (Select THREE)
A) Implement Dynamic Data Masking on sensitive columns within the application's data container.
B) Grant the APPLICATION ROLE access to all tables within the consumer's Snowflake account.
C) Disable network policies on the application container to allow unrestricted access to external resources.
D) Use Snowflake Secrets to securely store and manage any API keys or credentials required by the application.
E) Implement Role-Based Access Control (RBAC) within the application, granting only the necessary privileges to each role.
5. You are creating a Snowflake Native Application that includes a stored procedure to process sensitive dat a. The procedure needs to access data from a table owned by the application package and write processed data to a table in the consumer's account. The data in the consumer's table must only be accessible by authorized roles within the consumer's account, not directly by the application itself. Which of the following approaches ensures the MOST secure and controlled access to the consumer's data?
A) Use the EXECUTE AS CALLER clause for the stored procedure, requiring the consumer to grant the necessary privileges to a role that executes the procedure.
B) Implement an API endpoint within the application package that the consumer can call to retrieve the processed data.
C) Grant the 'APPLICATION' role direct 'SELECT and 'INSERT privileges on the consumer's table.
D) Store the processed data in an intermediate stage accessible to both the application and the consumer.
E) Create a secure view on the consumer's table and grant the APPLICATION' role 'SELECT privileges on the view.
Solutions:
| Question # 1 Answer: A,C | Question # 2 Answer: E | Question # 3 Answer: D,E | Question # 4 Answer: A,D,E | Question # 5 Answer: A |
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