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1. 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) 
2. You are building a Snowflake Native Application that includes a stored procedure to perform data transformation. This stored procedure needs to access external data sources using a secure API. Which of the following methods provides the MOST secure and recommended approach for managing API credentials within the Snowflake Native Application context?
A) Store the API credentials in a configuration file included within the application package. Read the credentials from this file within the stored procedure.
B) Store the API credentials directly within the stored procedure code as encrypted strings. Decrypt them at runtime using a key stored in a separate table.
C) Hardcode the API credentials directly within the stored procedure code. This is the simplest approach for development and testing.
D) Use Snowflake's Secret object to securely store the API credentials. Access the Secret within the stored procedure using function.
E) Use the consumer's account's environment variables to store API credentials. The application retrieves credentials from there.
3. You are developing a Snowflake Native Application that relies on external functions (UDFs/UDTFs) for data processing. A new version of your application includes significant changes to these external functions, potentially affecting existing consumer data and queries. How should you manage the upgrade process to minimize disruption and ensure data integrity in consumer accounts? Assume consumers rely on your function names in their queries. Which of the following approach is MOST suitable?
A) Develop wrapper functions in the new version that call the original external functions with the new logic applied. Consumers can then gradually migrate to the wrapper functions without immediately changing their queries.
B) Create new versions of the external functions with different names while maintaining the old functions in the new version. Consumers can then migrate to the new functions at their own pace. Use release directives to route new users to new functions.
C) Update the external functions in place with the new logic. Snowflake's versioning will automatically handle any compatibility issues for existing queries.
D) Rename all the external functions in the new version and instruct consumers to update their queries accordingly after the upgrade.
E) Use release directives to direct users to an intermediate version that provides a compatibility layer for the external function changes. This layer translates calls to the old function names into calls to the new functions, allowing for a phased transition.
4. A Native Application provider has created a database named 'app_db' using 'CREATE DATABASE app_db WITH MANAGED ACCESS;'. They now need to create a secure view that exposes a subset of data from an underlying table 'sensitive_data' within the schema 'internal_schema' of 'app_db' to a consumer's role named 'consumer role'. They wish to minimize data exposure while adhering to managed access principles. Which set of SQL statements represents the MOST secure and correct approach?
A) CREATE OR REPLACE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT ALL PRIVILEGES ON VIEW TO ROLE consumer_role;
B) CREATE OR REPLACE SECURE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT SELECT ON VIEW TO ROLE consumer_role;
C) CREATE OR REPLACE SECURE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT ALL PRIVILEGES ON VIEW TO ROLE consumer_role;
D) CREATE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT SELECT ON VIEW app_db.internal_schema.consumer_view TO ROLE consumer_role;
E) CREATE OR REPLACE SECURE VIEW app_db.internal_schema.consumer_view AS SELECT coll , c012 FROM app_db.internal_schema.sensitive_data; GRANT SELECT ON VIEW TO ROLE consumer_role; REVOKE ALL PRIVILEGES ON VIEW app_db.internal_schema.consumer_view FROM ROLE PUBLIC;
5. You are developing a Snowflake Native Application that processes sensitive customer dat a. You need to ensure that the application is secure and compliant with data privacy regulations. Which of the following security measures are MOST effective when designing your application package? (Select TWO)
A) Store all sensitive data in external stages managed by the provider account to isolate it from the consumer's Snowflake environment.
B) Implement role-based access control (RBAC) to restrict access to sensitive data based on user roles within the application.
C) Encrypt all data at rest and in transit using Snowflake's built-in encryption features.
D) Use obfuscation techniques on the data within the application, making it harder to be read.
E) Bypass Snowflake's RBAC and authentication to manage access within the application.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: E | Question # 4 Answer: B | Question # 5 Answer: B,C |
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