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| Section | Objectives |
|---|
| Topic 1: Account and Resource Administration | - Account configuration and management
- 1. Users, roles, and permissions
- 2. Resource monitors and governance basics
|
| Topic 2: Data Loading and Unloading | - Bulk and continuous data ingestion
- 1. Stages and file formats
- 2. COPY INTO operations
|
| Topic 3: Data Protection and Recovery | - Backup and recovery mechanisms
- 1. Cloning and data recovery strategies
- 2. Time Travel and Fail-safe concepts
|
| Topic 4: Snowflake Architecture and Virtual Warehouses | - Snowflake architecture concepts
- 1. Separation of storage and compute
- 2. Virtual warehouse usage and scaling
|
| Topic 5: Performance and Monitoring | - Performance tuning and optimization
- 1. Warehouse sizing and scaling strategies
- 2. Query performance analysis
|
| Topic 6: Security and Access Control | - Authentication and authorization
- 1. Role-based access control (RBAC)
- 2. Network policies and secure access
|
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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q28-Q33):
NEW QUESTION # 28
An Administrator has been asked to support the company's application team need to build a loyalty program for its customers. The customer table contains Personal Identifiable Information (PII), and the application team's role is DEVELOPER.
CREATE TABLE customer_data (
customer_first_name string,
customer_last_name string,
customer_address string,
customer_email string,
... some other columns,
);
The application team would like to access the customer data, but the email field must be obfuscated.
How can the Administrator protect the sensitive information, while maintaining the usability of the data?
- A. Create a view on the customer_data table to eliminate the email column by omitting it from the SELECT clause. Grant the role DEVELOPER access to the view.
- B. Use the CURRENT_ROLE context function to integrate with a masking policy on the fields that contain sensitive data.
- C. Create a separate table for all the non-PII columns and grant the role DEVELOPER access to the new table.
- D. Use the CURRENT_ROLE and CURRENT_USER context functions to integrate with a secure view and filter the sensitive data.
Answer: B
Explanation:
The correct approach is to apply a dynamic data masking policy on the sensitive customer_email column. Using the CURRENT_ROLE context function in the masking policy allows the Administrator to obfuscate the email for the DEVELOPER role while maintaining usability of the data for other authorized roles.
NEW QUESTION # 29
A user has enrolled in Multi-factor Authentication (MFA) for connecting to Snowflake. The user informs the Snowflake Administrator that they lost their mobile phone the previous evening.
Which step should the Administrator take to allow the user to log in to the system, without revoking their MFA enrollment?
- A. Alter the user and set DISABLE_MFA to true, which will suspend the MFA requirement for 24 hours.
- B. Instruct the user to connect to Snowflake using SnowSQL, which does not support MFA authentication.
- C. Alter the user and set MINS_TO_BYPASS_MFA to a value that will disable MFA long enough for the user to log in.
- D. Instruct the user to append the normal URL with /?mode=mfa_bypass&code= to log on.
Answer: C
Explanation:
The correct step is to use ALTER USER ... SET MINS_TO_BYPASS_MFA = <minutes> which temporarily suspends MFA for the specified duration, allowing the user to log in and reconfigure their MFA without revoking enrollment. This preserves MFA setup and is the supported method in Snowflake.
NEW QUESTION # 30
What information is required from the Identity Provider (IdP) to enable federated authentication in Snowflake? (Choose two.)
- A. IdP encryption key
- B. URL endpoint for SAML requests
- C. IdP account details
- D. Authentication certificate
- E. SAML response format
Answer: B,D
Explanation:
Federated authentication in Snowflake using SAML requires the Identity Provider's SAML endpoint URL so Snowflake can send authentication requests to the IdP during the login process.
Snowflake also requires the IdP's signing certificate to validate the authenticity and integrity of the SAML assertions returned by the Identity Provider during authentication.
NEW QUESTION # 31
The following commands were executed:
Grant usage on database PROD to role PROD_ANALYST;
Grant usage on database PROD to role PROD_SUPERVISOR;
Grant ALL PRIVILEGES on schema PROD.WORKING to role PROD_ANALYST;
Grant ALL PRIVILEGES on schema PROD.WORKING to role PROD_SUPERVISOR;
Grant role PROD_ANALYST to user A;
Grant role PROD_SUPERVISOR to user B;
What authority does each user have on the WORKING schema?
- A. Tables created by either user A or user B will be visible to both users.
- B. All existing tables in schema PROD.WORKING will be visible to both users.
- C. Both user A and user B can create tables in the PROD.WORKING schema.
- D. Only user B can create tables, because all privileges were transferred to PROD_SUPERVISOR.
Answer: C
Explanation:
Granting ALL PRIVILEGES on the schema PROD.WORKING to both roles (PROD_ANALYST and PROD_SUPERVISOR) gives each user (A and B) full schema-level rights, including the ability to create tables. Since both roles received these grants independently, both users can create tables in the schema.
NEW QUESTION # 32
A Snowflake Administrator needs to set up Time Travel for a presentation area that includes facts and dimensions tables, and receives a lot of meaningless and erroneous IoT data. Time Travel is being used as a component of the company's data quality process in which the ingestion pipeline should revert to a known quality data state if any anomalies are detected in the latest load. Data from the past 30 days may have to be retrieved because of latencies in the data acquisition process.
According to best practices, how should these requirements be met? (Choose two.)
- A. The DATA_RETENTION_TIME_IN_DAYS should be kept at the account level and never used for lower level containers (databases and schemas).
- B. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.
- C. The fact and dimension tables should have the same DATA_RETENTION_TIME_IN_DAYS.
- D. The fact and dimension tables should be cloned together using the same Time Travel options to reduce potential referential integrity issues with the restored data.
- E. Only TRANSIENT tables should be used to ensure referential integrity between the fact and dimension tables.
Answer: C,D
Explanation:
To ensure consistent recovery, fact and dimension tables must have the same DATA_RETENTION_TIME_IN_DAYS, so they can be restored to the same point in time.
Cloning the fact and dimension tables together with consistent Time Travel options ensures data integrity and avoids referential mismatches when reverting to a prior state.
NEW QUESTION # 33
......
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