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Snowflake ARA-C01 Exam Syllabus Topics:

Section	Objectives
Data Pipelines and Data Engineering	- Data ingestion and transformation 1. Batch and streaming ingestion 2. Snowpipe and continuous data loading - Data orchestration 1. Pipeline design patterns 2. Tasks and Streams usage
Data Sharing and Collaboration	- Secure data sharing 1. Cross-account data sharing 2. Data marketplace concepts
Performance and Optimization	- Cost optimization 1. Resource monitoring and cost control 2. Storage and compute efficiency - Query performance tuning 1. Query profiling and optimization techniques 2. Warehouse sizing and scaling
Data Architecture and Design	- Design scalable Snowflake architectures 1. Account and environment strategy 2. Multi-cluster virtual warehouse design - Data modeling and schema design 1. Star and snowflake schema concepts 2. Semi-structured data modeling
Security, Governance, and Compliance	- Access control and security model 1. Role-based access control (RBAC) 2. Network security and authentication - Data governance 1. Audit and compliance features 2. Data classification and masking policies

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q189-Q194):

NEW QUESTION # 189
You are a snowflake architect in an organization. The business team came to to deploy an use case which requires you to load some data which they can visualize through tableau. Everyday new data comes in and the old data is no longer required.
What type of table you will use in this case to optimize cost

A. PERMANENT
B. TEMPORARY
C. TRANSIENT

Answer: C

Explanation:
* A transient table is a type of table in Snowflake that does not have a Fail-safe period and can have a Time Travel retention period of either 0 or 1 day. Transient tables are suitable for temporary or intermediate data that can be easily reproduced or replicated1.
* A temporary table is a type of table in Snowflake that is automatically dropped when the session ends or the current user logs out. Temporary tables do not incur any storage costs, but they are not visible to other users or sessions2.
* A permanent table is a type of table in Snowflake that has a Fail-safe period and a Time Travel retention period of up to 90 days. Permanent tables are suitable for persistent and durable data that needs to be protected from accidental or malicious deletion3.
* In this case, the use case requires loading some data that can be visualized through Tableau. The data is updated every day and the old data is no longer required. Therefore, the best type of table to use in this case to optimize cost is a transient table, because it does not incur any Fail-safe costs and it can have a short Time Travel retention period of 0 or 1 day. This way, the data can be loaded and queried by Tableau, and then deleted or overwritten without incurring any unnecessary storage costs.
References: : Transient Tables : Temporary Tables : Understanding & Using Time Travel

NEW QUESTION # 190
A user, analyst_user has been granted the analyst_role, and is deploying a SnowSQL script to run as a background service to extract data from Snowflake.
What steps should be taken to allow the IP addresses to be accessed? (Select TWO).

A. USE ROLE SECURITYADMIN;CREATE OR REPLACE NETWORK POLICY
ANALYST_POLICY ALLOWED_IP_LIST = ('10.1.1.20');
B. USE ROLE USERADMIN;CREATE OR REPLACE NETWORK POLICYANALYST_POLICYALLOWED_IP_LIST = ('10.1.1.20');
C. ALTERROLEANALYST_ROLESETNETWORK_POLICY='ANALYST_POLICY';
D. ALTERUSERANALYSTJJSERSETNETWORK_POLICY='ANALYST_POLICY';
E. ALTERUSERANALYST_USERSETNETWORK_POLICY='10.1.1.20';

Answer: A,D

Explanation:
To ensure that ananalyst_usercan only access Snowflake from specific IP addresses, the following steps are required:
* Option B: This alters the network policy directly linked toanalyst_user. Setting a network policy on the user level is effective and ensures that the specified network restrictions apply directly and exclusively to this user.
* Option D: Before a network policy can be set or altered, the appropriate role with permission to manage network policies must be used.SECURITYADMINis typically the role that has privileges to create and manage network policies in Snowflake. Creating a network policy that specifies allowed IP addresses ensures that only requests coming from those IPs can access Snowflake under this policy. After creation, this policy can be linked to specific users or roles as needed.
Options A and E mention altering roles or using the wrong role (USERADMINtypically does not manage network security settings), and option C incorrectly attempts to set a network policy directly as an IP address, which is not syntactically or functionally valid.
References:Snowflake's security management documentation covering network policies and role-based access controls.

NEW QUESTION # 191
An Architect with the ORGADMIN role wants to change a Snowflake account from an Enterprise edition to a Business Critical edition.
How should this be accomplished?

A. Failover to a new account in the same region and specify the new account's edition upon creation.
B. Run an ALTER ACCOUNT command and create a tag of EDITION and set the tag to Business Critical.
C. Contact Snowflake Support and request that the account's edition be changed.
D. Use the account's ACCOUNTADMIN role to change the edition.

Answer: C

Explanation:
To change the edition of a Snowflake account, an organization administrator (ORGADMIN) cannot directly alter the account settings through SQL commands or the Snowflake interface. The proper procedure is to contact Snowflake Support to request an edition change for the account. This ensures that the change is managed correctly and aligns with Snowflake's operational protocols.
References: This process is outlined in the Snowflake documentation, which specifies that changes to an account's edition should be facilitated through Snowflake Support1.

NEW QUESTION # 192
An Architect has chosen to separate their Snowflake Production and QA environments using two separate Snowflake accounts.
The QA account is intended to run and test changes on data and database objects before pushing those changes to the Production account. It is a requirement that all database objects and data in the QA account need to be an exact copy of the database objects, including privileges and data in the Production account on at least a nightly basis.
Which is the LEAST complex approach to use to populate the QA account with the Production account's data and database objects on a nightly basis?

A. 1) Enable replication for each database in the Production account2) Create replica databases in the QA account3) Create clones of the replica databases on a nightly basis4) Run tests directly on those cloned databases
B. 1) Create a share in the Production account for each database2) Share access to the QA account as a Consumer3) The QA account creates a database directly from each share4) Create clones of those databases on a nightly basis5) Run tests directly on those cloned databases
C. 1) Create a stage in the Production account2) Create a stage in the QA account that points to the same external object-storage location3) Create a task that runs nightly to unload each table in the Production account into the stage4) Use Snowpipe to populate the QA account
D. 1) In the Production account, create an external function that connects into the QA account and returns all the data for one specific table2) Run the external function as part of a stored procedure that loops through each table in the Production account and populates each table in the QA account

Answer: A

Explanation:
This approach is the least complex because it uses Snowflake's built-in replication feature to copy the data and database objects from the Production account to the QA account. Replication is a fast and efficient way to synchronize data across accounts, regions, and cloud platforms. It also preserves the privileges and metadata of the replicated objects. By creating clones of the replica databases, the QA account can run tests on the cloned data without affecting the original data. Clones are also zero-copy, meaning they do not consume any additional storage space unless the data is modified. This approach does not require any external stages, tasks, Snowpipe, or external functions, which can add complexity and overhead to the data transfer process.
Introduction to Replication and Failover
Replicating Databases Across Multiple Accounts
Cloning Considerations

NEW QUESTION # 193
An Architect runs the following SQL query:

How can this query be interpreted?

A. FILEROWS is a file. FILE_ROW_NUMBER is the file format location.
B. FILEROWS is a stage. FILE_ROW_NUMBER is line number in file.
C. FILERONS is the file format location. FILE_ROW_NUMBER is a stage.
D. FILEROWS is the table. FILE_ROW_NUMBER is the line number in the table.

Answer: B

Explanation:
* A stage is a named location in Snowflake that can store files for data loading and unloading. A stage can be internal or external, depending on where the files are stored.
* The query in the question uses the LIST function to list the files in a stage named FILEROWS. The function returns a table with various columns, including FILE_ROW_NUMBER, which is the line number of the file in the stage.
* Therefore, the query can be interpreted as listing the files in a stage named FILEROWS and showing the line number of each file in the stage.
References:
* : Stages
* : LIST Function

NEW QUESTION # 194
......

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