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Snowflake ADA-C02 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Administrator ADA-C02 Sample Questions (Q49-Q54):

NEW QUESTION # 49
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 # 50
What are benefits of using Snowflake organizations? (Choose two.)

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

Answer: A,C

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 # 51
What are characteristics of data replication in Snowflake? (Choose three.)

A. Databases created from shares can be replicated.
B. The ALTER DATABASE ... ENABLE REPLICATION TO ACCOUNTS command must be issued from the primary account.
C. Users must be granted REPLICATIONADMIN privileges in order to enable replication.
D. Users can have unlimited primary databases and they can be replicated to an unlimited number of accounts if all accounts are within the same organization.
E. Replication can only occur within the same cloud provider.
F. To start replication run the ALTER DATABASE ... REFRESH command on the account where the secondary database resides.

Answer: A,B,F

Explanation:
Replication must be enabled on the primary account using ALTER DATABASE ... ENABLE REPLICATION TO ACCOUNTS.
To refresh replicated data, ALTER DATABASE ... REFRESH is executed on the secondary database.
Databases created from shares can also be replicated.

NEW QUESTION # 52
When adding secure views to a share in Snowflake, which function is needed to authorize users from another account to access rows in a base table?

A. CURRENT ROLE
B. CURRENT USER
C. CURRENT CLIENT
D. CURRENT ACCOUNT

Answer: D

Explanation:
When building secure views for data sharing, the CURRENT_ACCOUNT function is used to identify and authorize the consuming account. This ensures that row-level security can be enforced per consumer account accessing the shared data.

NEW QUESTION # 53
What information is required from the Identity Provider (IdP) to enable federated authentication in Snowflake? (Choose two.)

A. SAML response format
B. IdP account details
C. IdP encryption key
D. Authentication certificate
E. URL endpoint for SAML requests

Answer: D,E

Explanation:
Federated authentication in Snowflake using SAML requires the Identity Provider's SAML endpoint URL so Snowflake can send authentication requests to the IdP during the login process.
Snowflake also requires the IdP's signing certificate to validate the authenticity and integrity of the SAML assertions returned by the Identity Provider during authentication.

NEW QUESTION # 54
......

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