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| Section | Weight | Objectives |
|---|---|---|
| Advanced Features & Management | 20% | - Billing events and cost monitoring - Governance and compliance - Integration with Snowpark and external services - Event logging and telemetry |
| Application Design & Creation | 35% | - Manifest files and configuration - Native App Framework architecture - Security and access control - Application packages and objects - Setup scripts and application logic |
| Application Deployment & Distribution | 25% | - Listing types and monetization - Upgrades and lifecycle management - Versioning and release management - Publishing to Snowflake Marketplace |
| Application Installation & Testing | 20% | - Testing strategies and validation - Debugging and troubleshooting - Installation procedures and dependencies - Provider and consumer workflows |
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NEW QUESTION # 97
You're developing a Snowpark Container Services application. Your 'service.yaml' file defines a service named 'data_processor'. You want to create a service endpoint, 'ingest_endpoint' , that is secured and accessible only by authorized consumers of your Snowflake Native Application. Select the TWO SQL statements that, when used together, will correctly create and bind the service endpoint, ensuring proper OAuth authentication and authorization.
Answer: A,C
Explanation:
'CREATE SERVICE ENDPOINT ingest_endpoint FOR SERVICE data_processor WITH AUTHENTICATION TYPE = OAUTH;' creates the actual service endpoint. 'BIND SERVICE ENDPOINT ingest_endpoint FOR SERVICE data_processor WITH AUTHENTICATION TYPE = OAUTH TO APPLICATION PACKAGE;' links the endpoint to the application package and enables OAuth. The 'Bind' command makes sure to use the proper service with Authentication. Without Authentication, application can be compromised easily. Thus, option B and D are invalid here.
NEW QUESTION # 98
You are developing a Snowflake Native Application that requires access to an external API to enrich data within the consumer's account. You need to implement secure authentication and authorization to this external API. Which of the following methods provide the MOST secure and compliant approach for storing and managing the API credentials within your Snowflake Native Application package, while minimizing the risk of exposure to the consumer?
Answer: B
Explanation:
Using Snowflake's Secret Management is the recommended approach for securely storing and managing sensitive credentials. Storing the credentials as a secret and granting access via application role ensures that only authorized code within the application can access the credentials. Storing as plain text is a major security risk. Environment variables (while encrypted) aren't best practice for long-term credential storage. Prompting the consumer relies on them to securely manage the credentials.
NEW QUESTION # 99
You are developing a Snowflake Native Application designed to be deployed by various consumers from the Snowflake Marketplace. The application interacts with user-provided data through secure UDFs and external functions. To ensure minimal impact and prevent unintended data access, how should you configure the application's security context and privileges when creating the application package?
Answer: A
Explanation:
The best practice for securing Native Applications is to follow the principle of least privilege. Granting 'OWNERSHIP' or 'ALL PRIVILEGES' (A, D) is far too permissive and poses a significant security risk. While creating roles within the application (C) offers some control, it doesn't leverage the explicit privilege granting mechanism designed for Native Apps. Option B is partially correct but incomplete. Option E is the most secure and correct approach. It uses a dedicated application role with minimal required privileges CUSAGE on database, 'EXECUTE on UDFs/external functions) and 'CALL to grant 'USAGE' on the data share provided by the consumer, ensuring that the application can only access the explicitly shared data and execute the intended functions.
NEW QUESTION # 100
You are developing a Snowflake Native Application that includes a Python UDE This UDF needs to interact with an external API that requires authentication using OAuth 2.0. The application package should securely manage the OAuth credentials without exposing them to the consumer account. How can you securely configure and access the OAuth credentials from within the UDF?
Answer: A,B
Explanation:
Storing credentials directly in the code (A) is a major security risk. Environment variables in Snowflake (B) are not designed for sensitive credentials. Snowflake's secret management (C) provides a secure way to store and access secrets. Using an external storage with an external function (D) is a viable option but adds complexity. OAuth integration (E) allows Snowflake to handle the OAuth flow, providing secure token management. Therefore, C and E provide the most secure and manageable solutions.
NEW QUESTION # 101
A data engineer, Alice, is developing a Snowflake Native Application that exposes a stored procedure, 'calculate_aggregate' , within the application schema 'app_schema'. She initially granted privilege on the application database to the 'analyst_role' and EXECUTE privilege on 'calculate_aggregate' to the same role. Later, due to a security audit, she needs to revoke the 'EXECUTE privilege from 'analyst_role' but wants to ensure users assigned to 'analyst_role' can still access other objects in the application database (but not execute this specific stored procedure). Which of the following actions achieves this goal MOST efficiently and securely?
Answer: E
Explanation:
Option A is the most precise and efficient. It revokes only the 'EXECUTE privilege on the specific stored procedure 'calculate_aggregate' from the 'analyst_role' , leaving other privileges and access to other objects within the database intact. Option B would revoke all privileges, potentially more than intended. Options C and D are unnecessarily broad, affecting access to the entire database or schema, which is not the requirement. Option E addresses ownership, not execution privileges.
NEW QUESTION # 102
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