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Snowflake SnowPro Specialty - Native Apps Sample Questions (Q164-Q169):
NEW QUESTION # 164
A Native Application is being developed that requires access to the consumer's Snowflake account for billing purposes. The application needs to record the query history of the consumer's account to estimate resource usage. Which is the MOST secure and efficient method for the Native App to access this data, minimizing the permissions granted to the app and considering the governance aspects?
- A. Grant the ' MONITOR USAGE' privilege to the Native App's service account, allowing it to query the view.
- B. Use the 'READ SESSION' privilege to allow the application to read the current session context and infer the resource usage from it.
- C. Grant the ' USAGE privilege on the 'SNOWFLAKE' database to the Native App's service account, allowing it to query all tables and views in that database.
- D. Create a stored procedure within the Native App that executes as the 'OWNER and queries the view. The stored procedure is granted to the Native App's service account with 'EXECUTE privileges.
- E. Grant the 'ACCOUNTADMIN' role to the Native App's service account. This provides full access to the account's query history.
Answer: D
Explanation:
Granting 'ACCOUNTADMIN' is highly insecure and violates the principle of least privilege. 'MONITOR USAGE is not sufficient to query 'QUERY_HISTORY. 'READ SESSION' provides limited contextual information and wouldn't allow retrieval of full query history. Granting USAGE on the 'SNOWFLAKE database is too broad and exposes more data than necessary. A stored procedure executing as the 'OWNER allows controlled access to the query history while minimizing the permissions granted directly to the application's service account.
NEW QUESTION # 165
Your Snowflake Native Application persists data within its managed container. You need to implement a robust review process for logging to ensure compliance and prevent the exposure of sensitive information. Which of the following steps should be included in your review process? (Select all that apply)
- A. Disabling logging in production environments to minimize the risk of data exposure.
- B. Periodic manual reviews of a sample of log messages by a designated security officer to ensure compliance with data privacy policies and identify any potential logging gaps or issues.
- C. Implementation of role-based access control (RBAC) to restrict access to log data based on job function and the principle of least privilege.
- D. Granting all application developers full access to all log data to facilitate debugging and troubleshooting.
- E. Automated scanning of log messages for Personally Identifiable Information (PII) using regular expressions or pattern matching, and automatic redaction or masking of detected PII.
Answer: B,C,E
Explanation:
Options A, B, and D are essential for a robust logging review process. Automated scanning and redaction (A) help prevent PII exposure. Manual reviews (B) provide a human element to catch what automated systems might miss and ensure policies are followed. RBAC (D) restricts access to only those who need it. Option C is a security risk, and Option E hinders debugging and troubleshooting.
NEW QUESTION # 166
You are developing a Snowflake Native Application that uses a Stored Procedure to orchestrate complex data processing tasks. This stored procedure is defined within the application package. When testing in test mode, which of the following security considerations are paramount to ensure the procedure executes correctly and securely, without unintentionally granting excessive privileges to the consumer?
- A. Ensure that any roles granted to the application role also have the necessary privileges to execute the stored procedure, and access the objects it interacts with. The stored procedure must be defined with 'EXECUTE AS CALLER.
- B. Define the stored procedure with the 'EXECUTE AS OWNER clause. This ensures the procedure always runs with the privileges of the application owner, regardless of the caller's permissions.
- C. Since the application is running in test mode, security is not a major concern. Granting all necessary privileges directly to the application role simplifies testing without compromising the consumer's security.
- D. Create a dedicated service user specifically for the application and grant only the necessary privileges to this user. The stored procedure should then execute with the privileges of this service user using the 'EXECUTE AS CALLER clause. This allows granular access control.
- E. Grant the 'EXECUTE' privilege on the stored procedure to the 'PUBLIC' role during test mode. This simplifies testing but should be revoked before publishing the application.
Answer: A
Explanation:
Option D is correct because using 'EXECUTE AS CALLER grants privileges based on the caller's role, not the owner of the procedure. It also emphasizes the principle of least privilege. 'EXECUTE AS OWNER will not work in Native Apps. Option C is incorrect because granting privileges to PUBLIC is not a good practice. Option E is incorrect because security matters in Test Mode.
NEW QUESTION # 167
You are designing a Snowflake Native Application that requires granular control over the privileges granted to different application roles. You want to follow the principle of least privilege. You have the following requirements: Application roles , and app_read_only'. What is the most effective strategy to implement this using definer's rights?
- A. Create stored procedures owned by the application, with each stored procedure performing actions within the app. Grant OWNERSHIP on each stored procedure to the application admin. Consumers must then grant USAGE on these procedures to their desired roles.
- B. Create stored procedures owned by the application, with each stored procedure explicitly granting the required privileges to the corresponding role. Consumers must then grant USAGE on these procedures to their desired roles.
- C. Grant all privileges on all application objects to the 'app_admin' role and rely on the consumer to manage privilege inheritance for other roles.
- D. Create views for each application role, granting SELECT privilege on the necessary tables to each view. Then, grant SELECT privilege on the appropriate view to each application role.
- E. Create separate schemas for each application role, placing objects with different privileges into these schemas. Then, grant the appropriate privileges on each schema to the corresponding application role.
Answer: B
Explanation:
Using stored procedures owned by the application and using DEFINER's rights offers the most granular control and aligns with the least privilege principle. The application provider defines the privileges within the stored procedures. The consumer only needs to grant USAGE on the stored procedures. Creating views or separate schemas can work, but they add complexity. Granting all privileges to the 'app_admin' role is too permissive and doesn't adhere to the principle of least privilege.
NEW QUESTION # 168
A financial services company is developing a Snowflake Native App. It needs to securely access external market data via an API and store the processed results in a consumer-provided table. Considering security best practices and the Snowflake Native App Framework limitations, which of the following approaches represents the MOST secure and recommended implementation for this scenario?
- A. Use a Snowflake external function with an API integration that passes the API key as a parameter. Store the processed data in a consumer-provided table using dynamic SQL.
- B. Utilize a Python UDF with the 'external network access' capability to call the external API directly from within the UDF. Store the processed data directly into a consumer-provided table by using the application role. API key is stored in snowflake secret.
- C. Employ a Snowflake external function, configured with a service account, which invokes an API integration stored in the provider account. The external function returns the data, which is then inserted into a consumer-owned table using a stored procedure and INSERT statements, where the application role has been granted the necessary INSERT privilege.
- D. Utilize a Java UDF with the 'network access' capability to call the external API directly from within the UDF. Store the processed data directly into a consumer- provided table by using the application role with INSERT privilege granted by consumer.
- E. Use a Snowflake external function with an API integration, configured with a service account that has the necessary permissions to access the API. Store the processed data in a consumer-provided table using stored procedures and INSERT statements using the application role.
Answer: C
Explanation:
Extemal functions with API integrations are recommended for secure external API access. Using a service account for authentication is a best practice. Stored procedures allow for managed access control to consumer-provided tables. It is safer and allows for managed security. Option E combines these best practices for a secure and robust solution.
NEW QUESTION # 169
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