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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Data Protection and Disaster Recovery	15%	- Snowflake Marketplace - Disaster recovery planning - Backup and restore procedures - Data replication
Performance and Monitoring	20%	- Clustering keys - Query performance optimization - Query history and profiling - Resource monitoring and management
Account Management and Security	25%	- Security and governance management - Role-Based Access Control (RBAC) - User management and authentication - Account management and billing
Data Management	20%	- Data sharing and replication - Database object management - Time Travel and Fail-safe - Data loading and unloading
Virtual Warehouses	20%	- Warehouse performance optimization - Warehouse sizing and scaling - Resource monitors - Virtual warehouse creation and management

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q44-Q49):

NEW QUESTION # 44
A company has implemented Snowflake replication between two Snowflake accounts, both of which are running on a Snowflake Enterprise edition. The replication is for the database APP_DB containing only one schema, APP_SCHEMA. The company's time Travel retention policy is currently set for 30 days for both accounts. An Administrator has been asked to extend the time Travel retention policy to 60 days on the secondary database only.
How can this requirement be met?

A. Set the data retention policy on the schemas in the secondary database to 60 days.
B. Set the data retention policy on the primary database to 30 days and the schemas to 60 days.
C. Set the data retention policy on the primary database to 60 days.
D. Set the data retention policy on the secondary database to 60 days.

Answer: C

Explanation:
In Snowflake replication, Time Travel retention is determined by the primary database and is replicated to the secondary. The secondary cannot have a longer retention than the primary. To extend retention to 60 days on the secondary, the primary database’s retention must be increased to 60 days.

NEW QUESTION # 45
A virtual warehouse report_wh is configured with AUTO_RESUME=TRUE and AUTO_SUSPEND=300. A user has been granted the role accountant.
An application with the accountant role should use this warehouse to run financial reports, and should keep track of compute credits used by the warehouse.
What minimal privileges on the warehouse should be granted to the role to meet the requirements for the application? (Choose two.)

A. MODIFY
B. MONITOR
C. USAGE
D. OWNERSHIP
E. OPERATE

Answer: B,C

Explanation:
USAGE privilege is required to run queries on the warehouse.
MONITOR privilege allows tracking and viewing compute credit usage for the warehouse.

NEW QUESTION # 46
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. Use the CURRENT_ROLE context function to integrate with a masking policy on the fields that contain sensitive data.
B. 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.
C. Use the CURRENT_ROLE and CURRENT_USER context functions to integrate with a secure view and filter the sensitive data.
D. Create a separate table for all the non-PII columns and grant the role DEVELOPER access to the new table.

Answer: A

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 # 47
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 fact and dimension tables should be cloned together using the same Time Travel options to reduce potential referential integrity issues with the restored data.
B. The fact and dimension tables should have the same DATA_RETENTION_TIME_IN_DAYS.
C. Only TRANSIENT tables should be used to ensure referential integrity between the fact and dimension tables.
D. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.
E. The DATA_RETENTION_TIME_IN_DAYS should be kept at the account level and never used for lower level containers (databases and schemas).

Answer: A,B

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 # 48
An Administrator has a user who needs to be able to suspend and resume a task based on the current virtual warehouse load, but this user should not be able to modify the task or start a new run.
What privileges should be granted to the user to meet these requirements? (Choose two.)

A. OWNERSHIP on the database and schema containing the task
B. EXECUTE TASK on the task
C. USAGE on the database and schema containing the task
D. OPERATE on the task
E. OWNERSHIP on the task

Answer: C,D

Explanation:
To suspend and resume a task, the user needs the OPERATE privilege on the task. Additionally, USAGE on the database and schema containing the task is required to access it. Granting these together allows control of task state without giving modification or ownership rights.

NEW QUESTION # 49
......

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