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Snowflake ADA-C02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Management	20%	- Data loading and unloading - Data sharing and replication - Time Travel and Fail-safe - Database object management
Topic 2: Virtual Warehouses	20%	- Virtual warehouse creation and management - Resource monitors - Warehouse performance optimization - Warehouse sizing and scaling
Topic 3: Performance and Monitoring	20%	- Query performance optimization - Clustering keys - Query history and profiling - Resource monitoring and management
Topic 4: Data Protection and Disaster Recovery	15%	- Data replication - Disaster recovery planning - Snowflake Marketplace - Backup and restore procedures
Topic 5: Account Management and Security	25%	- Account management and billing - User management and authentication - Role-Based Access Control (RBAC) - Security and governance management

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q54-Q59):

NEW QUESTION # 54
What are characteristics of Dynamic Data Masking? (Choose two.)

A. A masking policy can be applied to the VALUE column of an external table.
B. A single masking policy can be applied to columns in different tables.
C. The role that creates the masking policy will always see unmasked data in query results.
D. A masking policy that is currently set on a table can be dropped.
E. A single masking policy can be applied to columns with different data types.

Answer: B,D

Explanation:
A masking policy applied to a table or column can be dropped or replaced as needed.
The same masking policy can be reused and applied to columns in different tables.

NEW QUESTION # 55
What SCIM integration types are supported in Snowflake? (Choose three.)

A. Amazon Web Services (AWS)
B. Custom
C. Duo Security Provisioning Connector
D. Google Cloud Platform (GCP)
E. Okta
F. Azure Active Directory (Azure AD)

Answer: B,E,F

Explanation:
Snowflake supports SCIM integrations with Okta, Azure Active Directory (Azure AD), and custom SCIM integrations. These allow automated provisioning and de-provisioning of users and roles. SCIM is not provided directly through AWS, GCP, or Duo.

NEW QUESTION # 56
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 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. Only TRANSIENT tables should be used to ensure referential integrity between the fact and dimension tables.

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 # 57
A Snowflake organization MYORG consists of two Snowflake accounts:
Account Name Snowflake Region Snowflake Edition
ACCOUNT1 AWS_EU_WEST_2 ENTERPRISE
ACCOUNT2 AZURE_WESTEUROPE STANDARD
The ACCOUNT1 has a database PROD_DB and the ORGADMIN role enabled.
Management wants to have the PROD_DB database replicated to ACCOUNT2.
Are there any necessary configuration steps in ACCOUNT1 before the database replication can be configured and initiated in ACCOUNT2?

A. USE ROLE ORGADMIN;
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT1','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT2','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
USE ROLE ACCOUNTADMIN;
ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2;
B. It is not possible to replicate a database from an Enterprise edition Snowflake account to a Standard edition Snowflake account.
C. No configuration steps are necessary in ACCOUNT1. Replicating databases across accounts within the same Snowflake organization is enabled by default.
D. USE ROLE ORGADMIN;
SELECT SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER('MYORG.ACCOUNT1','ENABLE_ACCOUNT_DATABASE_REPLICATION','TRUE');
USE ROLE ACCOUNTADMIN;
ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2 IGNORE EDITION CHECK;

Answer: D

Explanation:
Replication between accounts requires both accounts to have replication enabled. Since ACCOUNT1 (Enterprise) replicates to ACCOUNT2 (Standard), the edition mismatch must be explicitly overridden. The correct configuration in ACCOUNT1 is to enable account-level database replication using SYSTEM$GLOBAL_ACCOUNT_SET_PARAMETER and then issue ALTER DATABASE PROD_DB ENABLE REPLICATION TO ACCOUNTS MYORG.ACCOUNT2 IGNORE EDITION CHECK;. The IGNORE EDITION CHECK clause is mandatory because Snowflake editions differ between the two accounts.

NEW QUESTION # 58
What are benefits of creating and maintaining resource monitors in Snowflake? (Choose three.)

A. Multiple triggers can be configured across various virtual warehouse thresholds.
B. Resource monitors add no additional load to virtual warehouse compute.
C. The cost of running a resource monitor is only 10% of a credit, per day of operation.
D. Resource monitor governance is tightly controlled and monitors can only be created by the ACCOUNTADMIN role or users with the CREATE MONITOR privilege.
E. Resource monitors can be applied to more than one virtual warehouse.
F. Multiple resource monitors can be applied to a single virtual warehouse.

Answer: A,E,F

Explanation:
Multiple resource monitors can be assigned to a single virtual warehouse for granular credit control.
Resource monitors support multiple triggers at different usage thresholds.
A single resource monitor can govern multiple virtual warehouses.

NEW QUESTION # 59
......

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