Pass Guaranteed Quiz 2025 Snowflake ARA-C01: The Best Reliable SnowPro Advanced Architect Certification Exam Answers

P.S. Free 2025 Snowflake ARA-C01 dumps are available on Google Drive shared by PassReview: https://drive.google.com/open?id=1TM29MJ-CgGgR5O8sYOEpSIJtoCZyDuk-

If you are preparing for the practice exam, we can make sure that the ARA-C01 study materials from our company will be the best choice for you, and you cannot find the better study materials than our company’. There are a lot of advantages of our ARA-C01 Study Materials, and then, I am going to introduce the special functions of our ARA-C01 study materials in detail to you. We are hopeful that you will like our products.

In addition to our Snowflake ARA-C01 exam questions, we also offer a Snowflake Practice Test engine. This engine contains real ARA-C01 practice questions designed to help you get familiar with the actual ARA-C01 Exam Pattern. Our SnowPro Advanced Architect Certification exam practice test engine will help you gauge your progress, identify areas of weakness, and master the material.

>> Reliable ARA-C01 Exam Answers <<

Free PDF Quiz Snowflake - Reliable Reliable ARA-C01 Exam Answers

Though the quality of our ARA-C01 exam questions are the best in the career as we have engaged for over ten years and we are always working on the ARA-C01 practice guide to make it better. But if you visit our website, you will find that our prices of the ARA-C01 training prep are not high at all. Every candidate can afford it, even the students in the universities can buy it without any pressure. And we will give discounts on the ARA-C01 learning materials from time to time.

Snowflake SnowPro Advanced Architect Certification Sample Questions (Q38-Q43):

NEW QUESTION # 38
Assuming all Snowflake accounts are using an Enterprise edition or higher, in which development and testing scenarios would be copying of data be required, and zero-copy cloning not be suitable? (Select TWO).

A. The release process requires pre-production testing of changes with data of production scale and complexity. For security reasons, pre-production also runs in the production account.
B. Production and development run in different databases in the same account, and Developers need to see production-like data but with specific columns masked.
C. Developers create their own copies of a standard test database previously created for them in the development account, for their initial development and unit testing.
D. Data is in a production Snowflake account that needs to be provided to Developers in a separate development/testing Snowflake account in the same cloud region.
E. Developers create their own datasets to work against transformed versions of the live data.

Answer: D,E

Explanation:
Zero-copy cloning is a feature that allows creating a clone of a table, schema, or database without physically copying the data. Zero-copy cloning is suitable for scenarios where the cloned object needs to have the same data and metadata as the original object, and where the cloned object does not need to be modified or updated frequently. Zero-copy cloning is also suitable for scenarios where the cloned object needs to be shared within the same Snowflake account or across different accounts in the same cloud region2 However, zero-copy cloning is not suitable for scenarios where the cloned object needs to have different data or metadata than the original object, or where the cloned object needs to be modified or updated frequently. Zero-copy cloning is also not suitable for scenarios where the cloned object needs to be shared across different accounts in different cloud regions. In these scenarios, copying of data would be required, either by using the COPY INTO command or by using data sharing with secure views3 The following are examples of development and testing scenarios where copying of data would be required, and zero-copy cloning would not be suitable:
Developers create their own datasets to work against transformed versions of the live data. This scenario requires copying of data because the developers need to modify the data or metadata of the cloned object to perform transformations, such as adding, deleting, or updating columns, rows, or values. Zero-copy cloning would not be suitable because it would create a read-only clone that shares the same data and metadata as the original object, and any changes made to the clone would affect the original object as well4 Data is in a production Snowflake account that needs to be provided to Developers in a separate development/testing Snowflake account in the same cloud region. This scenario requires copying of data because the data needs to be shared across different accounts in the same cloud region. Zero-copy cloning would not be suitable because it would create a clone within the same account as the original object, and it would not allow sharing the clone with another account. To share data across different accounts in the same cloud region, data sharing with secure views or COPY INTO command can be used5 The following are examples of development and testing scenarios where zero-copy cloning would be suitable, and copying of data would not be required:
Production and development run in different databases in the same account, and Developers need to see production-like data but with specific columns masked. This scenario can use zero-copy cloning because the data needs to be shared within the same account, and the cloned object does not need to have different data or metadata than the original object. Zero-copy cloning can create a clone of the production database in the development database, and the clone can have the same data and metadata as the original database. To mask specific columns, secure views can be created on top of the clone, and the developers can access the secure views instead of the clone directly6 Developers create their own copies of a standard test database previously created for them in the development account, for their initial development and unit testing. This scenario can use zero-copy cloning because the data needs to be shared within the same account, and the cloned object does not need to have different data or metadata than the original object. Zero-copy cloning can create a clone of the standard test database for each developer, and the clone can have the same data and metadata as the original database. The developers can use the clone for their initial development and unit testing, and any changes made to the clone would not affect the original database or other clones7 The release process requires pre-production testing of changes with data of production scale and complexity. For security reasons, pre-production also runs in the production account. This scenario can use zero-copy cloning because the data needs to be shared within the same account, and the cloned object does not need to have different data or metadata than the original object. Zero-copy cloning can create a clone of the production database in the pre-production database, and the clone can have the same data and metadata as the original database. The pre-production testing can use the clone to test the changes with data of production scale and complexity, and any changes made to the clone would not affect the original database or the production environment8 Reference:
1: SnowPro Advanced: Architect | Study Guide 9
2: Snowflake Documentation | Cloning Overview
3: Snowflake Documentation | Loading Data Using COPY into a Table
4: Snowflake Documentation | Transforming Data During a Load
5: Snowflake Documentation | Data Sharing Overview
6: Snowflake Documentation | Secure Views
7: Snowflake Documentation | Cloning Databases, Schemas, and Tables
8: Snowflake Documentation | Cloning for Testing and Development
9: SnowPro Advanced: Architect | Study Guide
10: Cloning Overview
11: Loading Data Using COPY into a Table
12: Transforming Data During a Load
13: Data Sharing Overview
14: Secure Views
15: Cloning Databases, Schemas, and Tables
16: Cloning for Testing and Development

NEW QUESTION # 39
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. Create Dynamic Data Masking policies and apply them to columns that contain PHI.
B. Use, at minimum, the Business Critical edition of Snowflake.
C. Avoid sharing data with partner organizations.
D. Use the Internal Tokenization feature to obfuscate sensitive data.
E. Use the External Tokenization feature to obfuscate sensitive data.
F. Rewrite SQL queries to eliminate projections of PHI data based on current_role().

Answer: A,B,E

Explanation:
* A healthcare company that handles PHI data must ensure compliance with relevant privacy standards, such as HIPAA, HITRUST, and GDPR. Snowflake provides several features and best practices to help customers meet their data protection and compliance requirements1.
* One best practice recommendation is to use, at minimum, the Business Critical edition of Snowflake. This edition provides the highest level of data protection and security, including end-to-end encryption with customer-managed keys, enhanced object-level security, and HIPAA and HITRUST compliance2. Therefore, option A is correct.
* Another best practice recommendation is to create Dynamic Data Masking policies and apply them to columns that contain PHI. Dynamic Data Masking is a feature that allows masking or redacting sensitive data based on the current user's role. This way, only authorized users can view the unmasked data, while others will see masked values, such as NULL, asterisks, or random characters3. Therefore, option B is correct.
* A third best practice recommendation is to use the External Tokenization feature to obfuscate sensitive data. External Tokenization is a feature that allows replacing sensitive data with tokens that are generated and stored by an external service, such as Protegrity. This way, the original data is never stored or processed by Snowflake, and only authorized users can access the tokenized data through the external service4. Therefore, option D is correct.
* Option C is incorrect, because the Internal Tokenization feature is not available in Snowflake. Snowflake does not provide any native tokenization functionality, but only supports integration with external tokenization services4.
* Option E is incorrect, because rewriting SQL queries to eliminate projections of PHI data based on current_role() is not a best practice. This approach is error-prone, inefficient, and hard to maintain. A better alternative is to use Dynamic Data Masking policies, which can automatically mask data based on the user's role without modifying the queries3.
* Option F is incorrect, because avoiding sharing data with partner organizations is not a best practice.
Snowflake enables secure and governed data sharing with internal and external consumers, such as business units, customers, or partners. Data sharing does not involve copying or moving data, but only granting access privileges to the shared objects. Data sharing can also leverage Dynamic Data Masking and External Tokenization features to protect sensitive data5.
References: : Snowflake's Security & Compliance Reports : Snowflake Editions : Dynamic Data Masking : External Tokenization : Secure Data Sharing

NEW QUESTION # 40
An Architect runs the following SQL query:

How can this query be interpreted?

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

Answer: D

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.
Reference:
: Stages
: LIST Function

NEW QUESTION # 41
Which of the following are characteristics of Snowflake's parameter hierarchy?

A. Virtual warehouse parameters override user parameters.
B. Table parameters override virtual warehouse parameters.
C. Session parameters override virtual warehouse parameters.
D. Schema parameters override account parameters.

Answer: A

Explanation:
In Snowflake's parameter hierarchy, virtual warehouse parameters take precedence over user parameters. This hierarchy is designed to ensure that settings at the virtual warehouse level, which typically reflect the requirements of a specific workload or set of queries, override the preferences set at the individual user level.
This helps maintain consistent performance and resource utilization as specified by the administrators managing the virtual warehouses.References: Snowflake documentation on parameter hierarchy, found in the SnowPro Advanced: Architect learning materials.

NEW QUESTION # 42
Materialized views are recommended for all of the scenarios except

A. The view's base table changes frequently
B. Query results contain results that require significant processing
C. Query results contain a small number of rows and/or columns relative to the base table
D. The query is on an external table

Answer: A

NEW QUESTION # 43
......

Once you try our ARA-C01 exam test, you will be motivated greatly and begin to make changes. Our study questions always update frequently to guarantee that you can get enough test banks and follow the trend in the theory and the practice. That is to say, our product boosts many advantages and to gain a better understanding of our ARA-C01 question torrent. It is very worthy for you to buy our product. Not only can our study materials help you pass the exam, but also it can save your much time. What are you waiting for? Follow your passion and heart.

ARA-C01 Exam Simulations: https://www.passreview.com/ARA-C01_exam-braindumps.html

Snowflake Reliable ARA-C01 Exam Answers Never worry, we can offer 3 different versions for you to choose: PDF, Soft and APP versions, Snowflake Reliable ARA-C01 Exam Answers We hereby promise that No Pass No Pay, No Pass Full Refund, Snowflake Reliable ARA-C01 Exam Answers It has no limitation of the number you installed, Our company's ARA-C01 study guide is very good at helping customers pass the exam and obtain a certificate in a short time, and now I'm going to show you our ARA-C01 exam dumps.

Use Sports Mode for More Than Just Action, In this book we discuss such approaches, ARA-C01 Test Simulator Online describe systematically the core properties of option portfolios, and consider the specific features of automated options trading at the portfolio level.

Three formats of the PassReview Snowflake ARA-C01 Exam Dumps

Never worry, we can offer 3 different versions for you to choose: PDF, ARA-C01 Soft and APP versions, We hereby promise that No Pass No Pay, No Pass Full Refund, It has no limitation of the number you installed.

Our company's ARA-C01 study guide is very good at helping customers pass the exam and obtain a certificate in a short time, and now I'm going to show you our ARA-C01 exam dumps.

Besides, our company also provides considerate Reliable ARA-C01 Exam Answers aftersales services with accessible staff for your consult 24/7.

2025 Latest PassReview ARA-C01 PDF Dumps and ARA-C01 Exam Engine Free Share: https://drive.google.com/open?id=1TM29MJ-CgGgR5O8sYOEpSIJtoCZyDuk-