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Snowflake ARA-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q204-Q209):

NEW QUESTION # 204
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. ALTER USER ANALYSTJJSER SET NETWORK_POLICY='ANALYST_POLICY';
C. ALTER ROLE ANALYST_ROLE SET NETWORK_POLICY='ANALYST_POLICY';
D. USE ROLE USERADMIN;
CREATE OR REPLACE NETWORK POLICY ANALYST_POLICY
E. ALTER USER ANALYST_USER SET NETWORK_POLICY='10.1.1.20';

Answer: A,B

Explanation:
ALLOWED_IP_LIST = ('10.1.1.20');
Explanation:
To ensure that an analyst_user can only access Snowflake from specific IP addresses, the following steps are required:
Option B: This alters the network policy directly linked to analyst_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. SECURITYADMIN is 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 (USERADMIN typically 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.
Reference: Snowflake's security management documentation covering network policies and role-based access controls.

NEW QUESTION # 205
A company has an external vendor who puts data into Google Cloud Storage. The company's Snowflake account is set up in Azure.
What would be the MOST efficient way to load data from the vendor into Snowflake?

A. Create an external stage on Google Cloud Storage and use the external table to load the data into Snowflake.
B. Create a Snowflake Account in the Google Cloud Platform (GCP), ingest data into this account and use data replication to move the data from GCP to Azure.
C. Copy the data from Google Cloud Storage to Azure Blob storage using external tools and load data from Blob storage to Snowflake.
D. Ask the vendor to create a Snowflake account, load the data into Snowflake and create a data share.

Answer: A

NEW QUESTION # 206
An Architect clones a database and all of its objects, including tasks. After the cloning, the tasks stop running.
Why is this occurring?

A. Tasks cannot be cloned.
B. The Architect has insufficient privileges to alter tasks on the cloned database.
C. Cloned tasks are suspended by default and must be manually resumed.
D. The objects that the tasks reference are not fully qualified.

Answer: C

NEW QUESTION # 207
Which of the two are limitations of the insertReport API of SnowPipe?

A. The 10,000 most recent events are retained
B. Events are retained for a maximum of 10 minutes
C. Events are retained for a maximum of 24 hours

Answer: A,B

NEW QUESTION # 208
What Snowflake features should be leveraged when modeling using Data Vault?

A. Data needs to be pre-partitioned to obtain a superior data access performance
B. Snowflake's ability to hash keys so that hash key joins can run faster than integer joins
C. Scaling up the virtual warehouses will support parallel processing of new source loads
D. Snowflake's support of multi-table inserts into the data model's Data Vault tables

Answer: C

NEW QUESTION # 209
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