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Snowflake ARA-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q227-Q232):

NEW QUESTION # 227
An Architect needs to allow a user to create a database from an inbound share.
To meet this requirement, the user's role must have which privileges? (Choose two.)

A. IMPORT SHARE;
B. CREATE DATABASE;
C. CREATE SHARE;
D. IMPORT PRIVILEGES;
E. IMPORT DATABASE;

Answer: B,E

Explanation:
According to the Snowflake documentation, to create a database from an inbound share, the user's role must have the following privileges:
The CREATE DATABASE privilege on the current account. This privilege allows the user to create a new database in the account1.
The IMPORT DATABASE privilege on the share. This privilege allows the user to import a database from the share into the account2. The other privileges listed are not relevant for this requirement. The IMPORT SHARE privilege is used to import a share into the account, not a database3. The IMPORT PRIVILEGES privilege is used to import the privileges granted on the shared objects, not the objects themselves2. The CREATE SHARE privilege is used to create a share to provide data to other accounts, not to consume data from other accounts4.
Reference:
CREATE DATABASE | Snowflake Documentation
Importing Data from a Share | Snowflake Documentation
Importing a Share | Snowflake Documentation
CREATE SHARE | Snowflake Documentation

NEW QUESTION # 228
A retailer's enterprise data organization is exploring the use of Data Vault 2.0 to model its data lake solution.
A Snowflake Architect has been asked to provide recommendations for using Data Vault 2.0 on Snowflake.
What should the Architect tell the data organization? (Select TWO).

A. Using the multi-table insert feature, multiple Point-in-Time (PIT) tables can be loaded sequentially from a single join query from the data vault.
B. Using the multi-table insert feature in Snowflake, multiple Point-in-Time (PIT) tables can be loaded in parallel from a single join query from the data vault.
C. Change data capture can be performed using the Data Vault 2.0 HASH_DELTA concept.
D. There are performance challenges when using Snowflake to load multiple Point-in-Time (PIT) tables in parallel from a single join query from the data vault.
E. Change data capture can be performed using the Data Vault 2.0 HASH_DIFF concept.

Answer: B,E

Explanation:
Data Vault 2.0 on Snowflake supports the HASH_DIFF concept for change data capture, which is a method to detect changes in the data by comparing the hash values of the records. Additionally, Snowflake's multi-table insert feature allows for the loading of multiple PIT tables in parallel from a single join query, which can significantly streamline the data loading process and improve performance1.
References =
*Snowflake's documentation on multi-table inserts1
*Blog post on optimizing Data Vault architecture on Snowflake2

NEW QUESTION # 229
What is the data size limit for loading into a variant column?

A. 16 MB(Compressed)
B. 10 MB - 100 MB compressed
C. 32 GB
D. 1 GB(Compressed)

Answer: A

NEW QUESTION # 230
Which Snowflake objects can be used in a data share? (Select TWO).

A. Standard view
B. Stored procedure
C. External table
D. Stream
E. Secure view

Answer: A,E

Explanation:
Data sharing is a feature that allows you to share selected objects in a database in your account with other Snowflake accounts. You can share the following Snowflake database objects: external tables, dynamic tables, secure views, secure materialized views, secure UDFs, and tables. However, not all of these objects can be used in a data share. A data share is a named object that encapsulates the information required to share a database. You can grant privileges on objects to a share either via a database role or directly to a share. The objects that can be granted privileges directly to a share are: standard views, secure views, secure UDFs, and tables.
Therefore, the correct answer is A and B. The other options are incorrect because they cannot be granted privileges directly to a share. External tables, dynamic tables, and streams can only be shared via a database role. Stored procedures cannot be shared at all. Reference:
[Introduction to Secure Data Sharing] 1
[Working with Shares] 2
[Choosing How to Share Database Objects] 3

NEW QUESTION # 231
A user can change object parameters using which of the following roles?

A. SYSADMIN, SECURITYADMIN
B. ACCOUNTADMIN, USER with PRIVILEGE
C. ACCOUNTADMIN, SECURITYADMIN
D. SECURITYADMIN, USER with PRIVILEGE

Answer: B

Explanation:
Explanation
According to the Snowflake documentation, object parameters are parameters that can be set on individual objects such as databases, schemas, tables, and stages. Object parameters can be set by users with the appropriate privileges on the objects. For example, to set the object parameter AUTO_REFRESH on a table, the user must have the MODIFY privilege on the table. The ACCOUNTADMIN role has the highest level of privileges on all objects in the account, so it can set any object parameter on any object. However, other roles, such as SECURITYADMIN or SYSADMIN, do not have the same level of privileges on all objects, so they cannot set object parameters on objects they do not own or have the required privileges on. Therefore, the correct answer is C. ACCOUNTADMIN, USER with PRIVILEGE.
References:
* Parameters | Snowflake Documentation
* Object Parameters | Snowflake Documentation
* Object Privileges | Snowflake Documentation

NEW QUESTION # 232
......

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