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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Account and Security Administration	30%	- Account configuration and management 1. Cost management and billing 2. Edition and feature configuration 3. Organization and account structures - Access control and security 1. Data security and masking policies 2. Role-based access control (RBAC) design 3. Authentication and network policies 4. User and privilege management
Performance Monitoring and Tuning	20%	- Query performance analysis 1. Indexing and clustering keys optimization 2. Materialized views and search optimization 3. Query profiling and execution plans - System monitoring and troubleshooting 1. Workload isolation and concurrency control 2. Error logging and troubleshooting techniques 3. Account and warehouse usage metrics
Data Sharing and Marketplace	10%	- Snowflake Marketplace 1. Marketplace administration and governance 2. Listing and consuming data products - Secure data sharing 1. Secure views and data consumption 2. Shares, readers and data providers
Resource Management and Optimization	25%	- Virtual warehouse administration 1. Cost optimization strategies 2. Workload management and resource monitoring 3. Warehouse sizing, scaling and suspension - Database and object management 1. Schema design and object lifecycle 2. Data retention and time travel 3. Storage management and clustering
Business Continuity and Disaster Recovery	15%	- Data protection and replication 1. Database cloning and backup strategies 2. Time travel and fail-safe configuration 3. Cross-region and cross-cloud replication - Disaster recovery planning 1. Recovery time and point objectives 2. Failover and failback procedures

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q42-Q47):

NEW QUESTION # 42
A Snowflake Administrator wants to create a virtual warehouse that supports several dashboards, issuing various queries on the same database.
For this warehouse, why should the Administrator consider setting AUTO_SUSPEND to 0 or NULL?

A. To save costs by running the warehouse as little as possible
B. To keep the query result cache warm for good performance on repeated queries
C. To save costs on warehouse shutdowns and startups for different queries
D. To keep the data cache warm to support good performance of similar queries

Answer: D

Explanation:
Setting AUTO_SUSPEND to 0 or NULL prevents the warehouse from suspending, which keeps the data cache warm. This improves performance for dashboards and workloads that frequently run similar queries, since the warehouse avoids cache loss from suspending and resuming.

NEW QUESTION # 43
A Snowflake account is configured with SCIM provisioning for user accounts and has bi-directional synchronization for user identities. An Administrator with access to SECURITYADMIN uses the Snowflake UI to create a user by issuing the following commands:
use role USERADMIN;
create or replace role DEVELOPER_ROLE;
create user PTORRES PASSWORD = 'hello world!' MUST_CHANGE_PASSWORD = FALSE
default_role = DEVELOPER_ROLE;
The new user named PTORRES successfully logs in, but sees a default role of PUBLIC in the web UI. When attempted, the following command fails:
use DEVELOPER_ROLE;
Why does this command fail?

A. The DEVELOPER_ROLE needs to be granted to SYSADMIN before user PTORRES will be able to use the role.
B. USERADMIN needs to explicitly grant the DEVELOPER_ROLE to the new USER.
C. The new role can only take effect after USERADMIN has logged out.
D. The new role will only take effect once the identity provider has synchronized by way of SCIM with the Snowflake account.

Answer: B

Explanation:
Creating a user in Snowflake does not automatically grant them roles beyond PUBLIC. To use DEVELOPER_ROLE, the USERADMIN (or another role with MANAGE GRANTS privilege) must explicitly grant DEVELOPER_ROLE to PTORRES. Without this grant, the user cannot assume the role.

NEW QUESTION # 44
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. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.
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. 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 be cloned together using the same Time Travel options to reduce potential referential integrity issues with the restored data.

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 # 45
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 my_table WITH TIME TRAVEL(OFFSET => -60*30);
B. SELECT * FROM my_table AT(OFFSET => -60*30);
C. SELECT * FROM TIME_TRAVEL('MY_TABLE', 2021-01-01 07:00:00);
D. SELECT * FROM my_table PRIOR TO STATEMENT '8e5d0ca9-005e-44e6-b858-a8f5b37c5726';
E. SELECT * FROM my_table AT(TIMESTAMP => '2021-01-01 07:00:00'::timestamp);
F. SELECT * FROM my_table BEFORE(STATEMENT => '8e5d0ca9-005e-44e6-b858-a8f5b37c5726');

Answer: B,E,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 # 46
What roles can be used to create network policies within Snowflake accounts? (Choose three.)

A. ORGADMIN
B. SECURITYADMIN
C. Any role that owns the database where the network policy is created
D. SYSADMIN
E. Any role with the global permission of CREATE NETWORK POLICY
F. ACCOUNTADMIN

Answer: A,B,F

Explanation:
SECURITYADMIN, ACCOUNTADMIN, and ORGADMIN roles can create network policies in Snowflake accounts. These roles have the necessary privileges to manage account-level security policies.

NEW QUESTION # 47
......

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