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Snowflake ADA-C02 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q40-Q45):

NEW QUESTION # 40
In general, the monthly billing for database replication is proportional to which variables? (Choose two.)

A. The amount of table data in the primary database that changes as a result of data loading or DML operations
B. The frequency of the secondary database refreshes from the primary database
C. The number of times data moves across regions and/or cloud service providers between the primary and secondary database accounts
D. The frequency of changes to the primary database as a result of data loading or DML operations
E. The number and size of warehouses defined in the primary account

Answer: A,B

Explanation:
Replication billing is proportional to the amount of table data in the primary database that changes and needs to be replicated.
The frequency of secondary database refreshes determines how often changed data is transferred, directly impacting replication costs.

NEW QUESTION # 41
MY_TABLE is a table that has not been updated or modified for several days. On 01 January 2021 at 07:01, a user executed a query to update this table. The query ID is '8e5d0ca9-005e-44e6-b858-a8f5b37c5726'. It is now 07:30 on the same day.
Which queries will allow the user to view the historical data that was in the table before this query was executed? (Choose three.)

A. SELECT * FROM TIME_TRAVEL('MY_TABLE', 2021-01-01 07:00:00);
B. SELECT * FROM my_table AT(TIMESTAMP => '2021-01-01 07:00:00'::timestamp);
C. SELECT * FROM my_table PRIOR TO STATEMENT '8e5d0ca9-005e-44e6-b858-a8f5b37c5726';
D. SELECT * FROM my_table AT(OFFSET => -60*30);
E. SELECT * FROM my_table WITH TIME TRAVEL(OFFSET => -60*30);
F. SELECT * FROM my_table BEFORE(STATEMENT => '8e5d0ca9-005e-44e6-b858-a8f5b37c5726');

Answer: B,D,F

Explanation:
Use Time Travel to view past table versions: (B) selects the table "as of" 07:00 via AT(TIMESTAMP => ...); (E) selects "as of" 30 minutes earlier via AT(OFFSET => -60*30); (F) selects the state before the specified statement via BEFORE(STATEMENT => '<query_id>').

NEW QUESTION # 42
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. Only TRANSIENT tables should be used to ensure referential integrity between the fact and dimension tables.
B. 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.
C. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.
D. The DATA_RETENTION_TIME_IN_DAYS should be kept at the account level and never used for lower level containers (databases and schemas).
E. The fact and dimension tables should have the same DATA_RETENTION_TIME_IN_DAYS.

Answer: B,E

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 # 43
An Administrator needs to configure a virtual warehouse in Snowflake for a new use case with these details:
1. There will be 50-100 concurrent users running reports
2. Minimize costs based on the number of active users at a given time
3. The virtual warehouse should suspend and resume automatically based on user activity
Which configuration will meet these requirements?

A. create or replace warehouse reporting_wh
warehouse_size = medium
auto_suspend = 600
auto_resume = true;
B. create or replace warehouse reporting_wh
warehouse_size = medium
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = true;
C. create or replace warehouse reporting_wh
warehouse_size = xxxlarge
auto_suspend = 60
auto_resume = true;
D. create or replace warehouse reporting_wh
warehouse_size = xxxlarge
max_cluster_count = 10
scaling_policy = standard
auto_suspend = 600
auto_resume = false;

Answer: B

Explanation:
Supporting 50-100 concurrent users requires a multi-cluster warehouse so compute resources can scale to handle high concurrency. Setting a maximum cluster count allows Snowflake to automatically add clusters when query demand increases and reduce them when demand drops, which helps minimize cost based on active users. Enabling auto_suspend and auto_resume ensures the warehouse automatically stops when idle and restarts when queries arrive, further optimizing cost and operational efficiency.

NEW QUESTION # 44
A company enabled replication between accounts and is ready to replicate data across regions in the same cloud service provider.
The primary database object is : PROD_AWS_EAST. Location : AWS_EAST
The secondary database object is : PROD_AWS_WEST. Location : AWS_WEST
What command and account location is needed to refresh the data?

A. Location : AWS_WEST
Command : ALTER DATABASE PROD_AWS_WEST REFRESH;
B. Location : AWS_WEST
Command : REFRESH DATABASE PROD_AWS_WEST REFRESH;
C. Location : AWS_EAST
Command : REFRESH DATABASE PROD_AWS_WEST REFRESH;
D. Location : AWS_EAST
Command : ALTER DATABASE PROD_AWS_WEST REFRESH;

Answer: A

Explanation:
To update a secondary database with changes from its primary, the ALTER DATABASE <secondary_db> REFRESH; command must be executed in the secondary account/region. In this case, that means running the command on PROD_AWS_WEST in AWS_WEST.

NEW QUESTION # 45
......

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