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Snowflake ARA-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q176-Q181):

NEW QUESTION # 176
A company has several sites in different regions from which the company wants to ingest data.
Which of the following will enable this type of data ingestion?

A. The company must have a Snowflake account in each cloud region to be able to ingest data to that account.
B. The company should use a storage integration for the external stage.
C. The company must replicate data between Snowflake accounts.
D. The company should provision a reader account to each site and ingest the data through the reader accounts.

Answer: A

NEW QUESTION # 177
A company has a Snowflake environment running in AWS us-west-2 (Oregon). The company needs to share data privately with a customer who is running their Snowflake environment in Azure East US 2 (Virginia).
What is the recommended sequence of operations that must be followed to meet this requirement?

A. 1. Create a reader account in Azure East US 2 (Virginia)2. Create a share and add the database privileges to the share3. Add the reader account to the share4. Share the reader account's URL and credentials with the customer
B. 1. Ask the customer to create a new Snowflake account in Azure EAST US 2 (Virginia)2. Create a share and add the database privileges to the share3. Alter the share and add the customer's Snowflake account to the share
C. 1. Create a new Snowflake account in Azure East US 2 (Virginia)2. Set up replication between AWS us- west-2 (Oregon) and Azure East US 2 (Virginia) for the database objects to be shared3. Create a share and add the database privileges to the share4. Alter the share and add the customer's Snowflake account to the share
D. 1. Create a share and add the database privileges to the share2. Create a new listing on the Snowflake Marketplace3. Alter the listing and add the share4. Instruct the customer to subscribe to the listing on the Snowflake Marketplace

Answer: C

Explanation:
Option C is the correct answer because it allows the company to share data privately with the customer across different cloud platforms and regions. The company can create a new Snowflake account in Azure East US 2 (Virginia) and set up replication between AWS us-west-2 (Oregon) and Azure East US 2 (Virginia) for the database objects to be shared. This way, the company can ensure that the data is always up to date and consistent in both accounts. The company can then create a share and add the database privileges to the share, and alter the share and add the customer's Snowflake account to the share. The customer can then access the shared data from their own Snowflake account in Azure East US 2 (Virginia).
Option A is incorrect because the Snowflake Marketplace is not a private way of sharing data. The Snowflake Marketplace is a public data exchange platform that allows anyone to browse and subscribe to data sets from various providers. The company would not be able to control who can access their data if they use the Snowflake Marketplace.
Option B is incorrect because it requires the customer to create a new Snowflake account in Azure East US 2 (Virginia), which may not be feasible or desirable for the customer. The customer may already have an existing Snowflake account in a different cloud platform or region, and may not want to incur additional costs or complexity by creating a new account.
Option D is incorrect because it involves creating a reader account in Azure East US 2 (Virginia), which is a limited and temporary way of sharing data. A reader account is a special type of Snowflake account that can only access data from a single share, and has a fixed duration of 30 days. The company would have to manage the reader account's URL and credentials, and renew the account every 30 days. The customer would not be able to use their own Snowflake account to access the shared data, and would have to rely on the company's reader account.
References:
Snowflake Replication
Secure Data Sharing Overview
Snowflake Marketplace Overview
Reader Account Overview

NEW QUESTION # 178
A Snowflake Architect Is working with Data Modelers and Table Designers to draft an ELT framework specifically for data loading using Snowpipe. The Table Designers will add a timestamp column that Inserts the current tlmestamp as the default value as records are loaded into a table. The Intent is to capture the time when each record gets loaded into the table; however, when tested the timestamps are earlier than the loae_take column values returned by the copy_history function or the Copy_HISTORY view (Account Usage).
Why Is this occurring?

A. The CURRENT_TIMEis evaluated when the load operation is compiled in cloud services rather than when the record is inserted into the table.
B. The timestamps are different because there are parameter setup mismatches. The parameters need to be realigned
C. The Snowflake timezone parameter Is different from the cloud provider's parameters causing the mismatch.
D. The Table Designer team has not used the localtimestamp or systimestamp functions in the Snowflake copy statement.

Answer: A

Explanation:
* The correct answer is D because the CURRENT_TIME function returns the current timestamp at the start of the statement execution, not at the time of the record insertion. Therefore, if the load operation takes some time to complete, the CURRENT_TIME value may be earlier than the actual load time.
* Option A is incorrect because the parameter setup mismatches do not affect the timestamp values. The parameters are used to control the behavior and performance of the load operation, such as the file format, the error handling, the purge option, etc.
* Option B is incorrect because the Snowflake timezone parameter and the cloud provider's parameters are independent of each other. The Snowflake timezone parameter determines the session timezone for displaying and converting timestamp values, while the cloud provider's parameters determine the
* physical location and configuration of the storage and compute resources.
* Option C is incorrect because the localtimestamp and systimestamp functions are not relevant for the Snowpipe load operation. The localtimestamp function returns the current timestamp in the session timezone, while the systimestamp function returns the current timestamp in the system timezone.
Neither of them reflect the actual load time of the records. References:
* Snowflake Documentation: Loading Data Using Snowpipe: This document explains how to use Snowpipe to continuously load data from external sources into Snowflake tables. It also describes the syntax and usage of the COPY INTO command, which supports various options and parameters to control the loading behavior.
* Snowflake Documentation: Date and Time Data Types and Functions: This document explains the different data types and functions for working with date and time values in Snowflake. It also describes how to set and change the session timezone and the system timezone.
* Snowflake Documentation: Querying Metadata: This document explains how to query the metadata of the objects and operations in Snowflake using various functions, views, and tables. It also describes how to access the copy history information using the COPY_HISTORY function or the COPY_HISTORY view.

NEW QUESTION # 179
A company's Architect needs to find an efficient way to get data from an external partner, who is also a Snowflake user. The current solution is based on daily JSON extracts that are placed on an FTP server and uploaded to Snowflake manually. The files are changed several times each month, and the ingestion process needs to be adapted to accommodate these changes.
What would be the MOST efficient solution?

A. Ask the partner to create a share and add the company's account.
B. Keep the current structure but request that the partner stop changing files, instead only appending new files.
C. Ask the partner to use the data lake export feature and place the data into cloud storage where Snowflake can natively ingest it (schema-on-read).
D. Ask the partner to set up a Snowflake reader account and use that account to get the data for ingestion.

Answer: D

NEW QUESTION # 180
A healthcare company is deploying a Snowflake account that may include Personal Health Information (PHI). The company must ensure compliance with all relevant privacy standards.
Which best practice recommendations will meet data protection and compliance requirements? (Choose three.)

A. Use the External Tokenization feature to obfuscate sensitive data.
B. Use the Internal Tokenization feature to obfuscate sensitive data.
C. Avoid sharing data with partner organizations.
D. Create Dynamic Data Masking policies and apply them to columns that contain PHI.
E. Use, at minimum, the Business Critical edition of Snowflake.
F. Rewrite SQL queries to eliminate projections of PHI data based on current_role().

Answer: A,D,E

NEW QUESTION # 181
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