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Snowflake ARA-C01 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Performance Optimization	20%	- Cost and Resource Optimization 1. Concurrency scaling 2. Warehouse cost optimization 3. Resource monitors - Query Performance 1. Query profiling and tuning 2. Materialized views 3. Caching strategies 4. Search optimization service
Topic 2: Snowflake Architecture	30%	- Storage and Compute Design 1. Warehouse sizing and scaling 2. Database and schema design 3. Micro-partitions and clustering - Platform Architecture Design 1. Cross-region and cross-cloud architecture 2. Multi-account strategies 3. Organization and account structure 4. Data sharing architecture
Topic 3: Data Engineering	25%	- Data Loading and Pipelines 1. Streams and CDC 2. External stages and file formats 3. Snowpipe and tasks 4. Bulk and continuous data loading - Data Transformation 1. Semi-structured data processing 2. ETL and ELT design 3. Data modeling strategies
Topic 4: Accounts and Security	25%	- Governance and Compliance 1. Encryption and security architecture 2. Object ownership and privilege management 3. Data governance strategies - Access Control and Authentication 1. Network policies 2. Data masking and row access policies 3. Role-based access control 4. SSO and MFA

>> Valid ARA-C01 Exam Topics <<

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q157-Q162):

NEW QUESTION # 157
A Snowflake Architect is setting up database replication to support a disaster recovery plan. The primary database has external tables.
How should the database be replicated?

A. Replicate the database ensuring the replicated database is in the same region as the external tables.
B. Share the primary database with an account in the same region that the database will be replicated to.
C. Move the external tables to a database that is not replicated, then replicate the primary database.
D. Create a clone of the primary database then replicate the database.

Answer: C

Explanation:
Database replication is a feature that allows you to create a copy of a database in another account, region, or cloud platform for disaster recovery or business continuity purposes. However, not all database objects can be replicated. External tables are one of the exceptions, as they reference data files stored in an external stage that is not part of Snowflake. Therefore, to replicate a database that contains external tables, you need to move the external tables to a separate database that is not replicated, and then replicate the primary database that contains the other objects. This way, you can avoid replication errors and ensure consistency between the primary and secondary databases. The other options are incorrect because they either do not address the issue of external tables, or they use an alternative method that is not supported by Snowflake. You cannot create a clone of the primary database and then replicate it, as replication only works on the original database, not on its clones. You also cannot share the primary database with another account, as sharing is a different feature that does not create a copy of the database, but rather grants access to the shared objects. Finally, you do not need to ensure that the replicated database is in the same region as the external tables, as external tables can access data files stored in any region or cloud platform, as long as the stage URL is valid and accessible. References:
* [Replication and Failover/Failback] 1
* [Introduction to External Tables] 2
* [Working with External Tables] 3
* [Replication : How to migrate an account from One Cloud Platform or Region to another in
* Snowflake] 4

NEW QUESTION # 158
You have created a TASK in snowflake.
How will you resume it?

A. ALTER TASK mytask1 START;
B. No need to resume, the creation operation automatically enables the task
C. ALTER TASK mytask1 RESUME;

Answer: C

NEW QUESTION # 159
For this object, Snowflake executes code outside Snowflake; the executed code is known as remote service.
What is this object called?

A. External Script
B. External function
C. External procedure
D. External job

Answer: B

NEW QUESTION # 160
A Snowflake Architect is designing a multiple-account design strategy.
This strategy will be MOST cost-effective with which scenarios? (Select TWO).

A. The company must use a specific network policy for certain users to allow and block given IP addresses.
B. The company needs to share data between two databases, where one must support Payment Card Industry Data Security Standard (PCI DSS) compliance but the other one does not.
C. The company needs to support different role-based access control features for the development, test, and production environments.
D. The company security policy mandates the use of different Active Directory instances for the development, test, and production environments.
E. The company wants to clone a production database that resides on AWS to a development database that resides on Azure.

Answer: A,B

NEW QUESTION # 161
A Snowflake Architect is setting up database replication to support a disaster recovery plan. The primary database has external tables.
How should the database be replicated?

A. Replicate the database ensuring the replicated database is in the same region as the external tables.
B. Move the external tables to a database that is not replicated, then replicate the primary database.
C. Share the primary database with an account in the same region that the database will be replicated to.
D. Create a clone of the primary database then replicate the database.

Answer: A

NEW QUESTION # 162
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