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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Objectives
Topic 1: Snowflake Architecture and Virtual Warehouses	- Snowflake architecture concepts 1. Virtual warehouse usage and scaling 2. Separation of storage and compute
Topic 2: Data Protection and Recovery	- Backup and recovery mechanisms 1. Time Travel and Fail-safe concepts 2. Cloning and data recovery strategies
Topic 3: Security and Access Control	- Authentication and authorization 1. Role-based access control (RBAC) 2. Network policies and secure access
Topic 4: Account and Resource Administration	- Account configuration and management 1. Resource monitors and governance basics 2. Users, roles, and permissions
Topic 5: Performance and Monitoring	- Performance tuning and optimization 1. Query performance analysis 2. Warehouse sizing and scaling strategies
Topic 6: Data Loading and Unloading	- Bulk and continuous data ingestion 1. Stages and file formats 2. COPY INTO operations

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q12-Q17):

NEW QUESTION # 12
An organization's sales team leverages this Snowflake query a few times a day:
SELECT CUSTOMER_ID, CUSTOMER_NAME, ADDRESS, PHONE_NO
FROM CUSTOMERS
WHERE LAST_UPDATED BETWEEN TO_DATE(CURRENT_TIMESTAMP) AND (TO_DATE(CURRENT_TIMESTAMP)-7);
What can the Snowflake Administrator do to optimize the use of persisted query results whenever possible?

A. Wrap the query in a User-Defined Function (UDF) to match syntax execution.
B. Assign everyone on the sales team to the same virtual warehouse.
C. Assign everyone on the sales team to the same security role.
D. Leverage the CURRENT_DATE function for date calculations.

Answer: D

Explanation:
Query result caching in Snowflake requires queries to be textually identical. Using CURRENT_TIMESTAMP causes queries to differ on each execution. By switching to CURRENT_DATE, the query becomes stable within a day, allowing Snowflake to reuse persisted results and improve performance.

NEW QUESTION # 13
What session parameter can be used to test the integrity of secure views based on the account that is accessing that view?

A. MIMIC CONSUMER ACCOUNT
B. TEST ACCOUNT ID
C. SIMULATED DATA SHARING CONSUMER
D. PRODUCER TEST ACCT

Answer: A

Explanation:
The session parameter MIMIC_CONSUMER_ACCOUNT allows a data provider to test how secure views will appear to a specific consumer account. This ensures the integrity and correctness of secure views before they are shared.

NEW QUESTION # 14
If the query matches the definition, will Snowflake always dynamically rewrite the query to use a materialized view?

A. No, because joins are not supported by materialized views.
B. No, because the materialized view may not be up-to-date.
C. Yes, because materialized views are always faster.
D. No, because the optimizer might decide against it.

Answer: D

Explanation:
Even if a query matches the definition of a materialized view, the Snowflake optimizer may decide not to rewrite the query to use it. The optimizer evaluates factors such as freshness, cost, and efficiency before choosing whether or not to substitute the materialized view.

NEW QUESTION # 15
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 DATA_RETENTION_TIME_IN_DAYS should be kept at the account level and never used for lower level containers (databases and 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. Related data should not be placed together in the same schema. Facts and dimension tables should each have their own schemas.

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 # 16
What are benefits of using Snowflake organizations? (Choose two.)

A. Administrators can monitor and understand usage across all accounts in the organization.
B. Administrators can change Snowflake account editions on-demand based on need.
C. Administrators can simplify data movement across all accounts within the organization.
D. Administrators have the ability to create accounts in any available cloud provider or region.
E. User administration is simplified across all accounts within the organization.

Answer: A,D

Explanation:
Snowflake organizations provide centralized usage monitoring across all accounts in the organization and give administrators the ability to create accounts in any supported cloud provider or region. These are the key benefits of using organizations in Snowflake.

NEW QUESTION # 17
......

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