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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
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
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. Role-based access control (RBAC) design 2. Authentication and network policies 3. Data security and masking policies 4. User and privilege management
Performance Monitoring and Tuning	20%	- Query performance analysis 1. Materialized views and search optimization 2. Indexing and clustering keys optimization 3. Query profiling and execution plans - System monitoring and troubleshooting 1. Workload isolation and concurrency control 2. Account and warehouse usage metrics 3. Error logging and troubleshooting techniques
Data Sharing and Marketplace	10%	- Snowflake Marketplace 1. Listing and consuming data products 2. Marketplace administration and governance - Secure data sharing 1. Secure views and data consumption 2. Shares, readers and data providers
Resource Management and Optimization	25%	- Virtual warehouse administration 1. Workload management and resource monitoring 2. Warehouse sizing, scaling and suspension 3. Cost optimization strategies - Database and object management 1. Storage management and clustering 2. Schema design and object lifecycle 3. Data retention and time travel

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q26-Q31):

NEW QUESTION # 26
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 keep the data cache warm to support good performance of similar queries
B. To save costs on warehouse shutdowns and startups for different queries
C. To save costs by running the warehouse as little as possible
D. To keep the query result cache warm for good performance on repeated queries

Answer: A

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 # 27
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. Use the CURRENT_ROLE and CURRENT_USER context functions to integrate with a secure view and filter the sensitive data.
C. Create a separate table for all the non-PII columns and grant the role DEVELOPER access to the new table.
D. 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.

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 # 28
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. MONITOR
B. MODIFY
C. OWNERSHIP
D. USAGE
E. OPERATE

Answer: A,D

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 # 29
In which scenario will use of an external table simplify a data pipeline?

A. When accessing a Snowflake table that references data files located in cloud storage
B. When continuously writing data from a Snowflake table to external storage
C. When accessing a Snowflake table from a relational database
D. When accessing a Snowflake table from an external database within the same region

Answer: A

Explanation:
External tables in Snowflake are specifically designed to reference and query data files located in external cloud storage. This simplifies data pipelines by allowing direct SQL access to external data without the need for loading it into Snowflake.

NEW QUESTION # 30
When does auto-suspend occur for a multi-cluster virtual warehouse?

A. Auto-suspend does not apply for multi-cluster warehouses.
B. After a specified period of time when an additional cluster has started on the maximum number of clusters specified for a warehouse.
C. When the minimum number of clusters is running and there is no activity for the specified period of time.
D. When there has been no activity on any cluster for the specified period of time.

Answer: C

Explanation:
For a multi-cluster virtual warehouse, auto-suspend only triggers when the minimum number of clusters is running and there has been no activity for the specified period. Additional clusters above the minimum scale back down automatically, but suspension of the entire warehouse occurs only when the base minimum is idle.

NEW QUESTION # 31
......

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