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Snowflake ARA-R01 Exam Questions

Exam Name: SnowPro Advanced: Architect Recertification
Exam Code: ARA-R01
Related Certification(s): Snowflake SnowPro Certification
Certification Provider: Snowflake
Number of ARA-R01 practice questions in our database: 162 (updated: Apr. 14, 2025)
Expected ARA-R01 Exam Topics, as suggested by Snowflake :
  • Topic 1: Accounts and Security: This section relates to creating a Snowflake account and a database strategy aligned with business needs. Users are tested for developing an architecture that satisfies data security, privacy, compliance, and governance standards.
  • Topic 2: Snowflake Architecture: This section assesses examining the advantages and constraints of different data models, devises data-sharing strategies, and developing architectural solutions that accommodate Development Lifecycles and workload needs.
  • Topic 3: Data Engineering: This section is about identifying the optimal data loading or unloading method to fulfill business requirements. Examine the primary tools within Snowflake's ecosystem and their integration with the platform.
  • Topic 4: Performance Optimization: This section is about summarizing performance tools, recommended practices, and their ideal application scenarios, addressing performance challenges within current architectures, and resolving them.
Disscuss Snowflake ARA-R01 Topics, Questions or Ask Anything Related

Joseph

25 days ago
Passed the exam! There were questions on Snowflake's support for semi-structured data. Review how to query and optimize tables with JSON, Avro, and Parquet data.
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Micheline

1 months ago
Passed the recertification exam today. Couldn't have done it without Pass4Success!
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Jani

1 months ago
Pass4Success really helped me prepare efficiently. Expect questions on Snowflake's virtual warehouses and their scaling options. Understand how to design for optimal performance and cost.
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Malinda

2 months ago
Successfully recertified! The exam included scenarios on implementing data masking and dynamic data masking. Study how to apply these in complex data sharing scenarios.
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Erinn

2 months ago
Nailed the SnowPro Advanced Architect recert. Pass4Success questions were right on target.
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Mari

2 months ago
Grateful for Pass4Success's exam prep. Be prepared for questions on Snowflake's time travel and data retention features. Understand how to configure and use them effectively.
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Mozelle

3 months ago
Just passed! The exam tested knowledge on Snowflake's resource monitoring capabilities. Review how to set up and interpret resource monitors for different workloads.
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Deangelo

3 months ago
Recertification success! Pass4Success provided excellent exam prep in a short timeframe.
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Samira

3 months ago
I am pleased to announce that I passed the Snowflake SnowPro Advanced: Architect Recertification exam. Pass4Success practice questions were a key part of my preparation. One question that I struggled with was about performance optimization, particularly the use of result caching to improve query speed.
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Ty

3 months ago
Pass4Success's practice exams were spot-on. The actual exam had questions on implementing data lakes using Snowflake. Study the best practices for integrating external data sources.
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Sheldon

4 months ago
Recertification achieved! Pay attention to Snowflake's data clustering techniques. Expect questions on how to optimize table designs for better query performance.
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Minna

4 months ago
Excited to share that I passed the Snowflake SnowPro Advanced: Architect Recertification exam. The practice questions from Pass4Success were extremely useful. There was a challenging question on accounts and security, asking about the implementation of network policies to restrict access.
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Tawna

4 months ago
Thanks to Pass4Success, I aced the SnowPro Advanced Architect recertification in record time!
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Merilyn

4 months ago
Thanks to Pass4Success, I felt well-prepared. The exam included scenarios on disaster recovery. Make sure you understand Snowflake's failover and recovery options for various account types.
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Kimbery

4 months ago
Just passed the Snowflake SnowPro Advanced: Architect Recertification exam! Pass4Success practice questions were very helpful. One question that I found tricky was about Snowflake architecture, specifically the role of virtual warehouses in scaling compute resources.
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Vonda

5 months ago
Passed the recertification exam! There were questions on designing multi-cloud architectures. Study how Snowflake handles data sharing and replication across different cloud providers.
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Glory

5 months ago
Passed the recert exam with flying colors. Pass4Success questions were incredibly relevant.
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Dalene

5 months ago
I passed the Snowflake SnowPro Advanced: Architect Recertification exam, and the Pass4Success practice questions were a great resource. A question that caught me off guard was about data engineering, particularly the use of Snowpipe for continuous data ingestion. I wasn't sure about the best configuration for high-volume data.
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Eliz

5 months ago
Pass4Success really helped me prepare quickly. Be ready for questions on Snowflake's security features, especially around network policies and access control. Know how to configure these for complex scenarios.
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Sherly

5 months ago
Thrilled to announce that I passed the Snowflake SnowPro Advanced: Architect Recertification exam. The Pass4Success practice questions were spot on. One question that I found difficult was related to performance optimization, specifically about using materialized views to speed up query performance.
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Carman

6 months ago
Recertified as a SnowPro Advanced Architect! Pass4Success materials were a lifesaver.
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Hortencia

6 months ago
I successfully passed the Snowflake SnowPro Advanced: Architect Recertification exam, thanks to Pass4Success practice questions. There was a question on account security that puzzled me. It asked about the best practices for setting up multi-factor authentication and role-based access control.
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Jamie

6 months ago
Successfully recertified! The exam tested knowledge on optimizing query performance. Review Snowflake's query profiling tools and how to interpret their results.
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Alverta

6 months ago
Happy to share that I passed the Snowflake SnowPro Advanced: Architect Recertification exam. Pass4Success practice questions were a big help. One challenging question was about the Snowflake architecture, specifically how micro-partitions work. I had to think hard about how they optimize storage and query performance.
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Rory

7 months ago
Whew, that exam was tough! Grateful for Pass4Success helping me prepare so quickly.
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Bev

7 months ago
Grateful for Pass4Success's prep materials! The exam had tricky questions on data governance policies. Make sure you understand how to implement and manage them across different account structures.
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Erasmo

7 months ago
Just cleared the Snowflake SnowPro Advanced: Architect Recertification exam! The practice questions from Pass4Success were invaluable. There was a tricky question on setting up data pipelines in Snowflake. It asked about the best practices for using streams and tasks, and I wasn't completely confident in my answer.
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Princess

7 months ago
I recently passed the Snowflake SnowPro Advanced: Architect Recertification exam, and I must say, the Pass4Success practice questions were a great help. One question that stumped me was about optimizing query performance using clustering keys. I wasn't entirely sure how to choose the best clustering key for a large dataset, but I managed to pass the exam.
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Annamae

7 months ago
Just passed the SnowPro Advanced: Architect Recertification exam! Thanks to Pass4Success for the spot-on practice questions. Tip: Study Snowflake's data replication methods across regions and cloud providers. Expect scenario-based questions on this.
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Fernanda

8 months ago
Just passed the SnowPro Advanced Architect recert! Thanks Pass4Success for the spot-on practice questions.
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Galen

8 months ago
Passing the Snowflake SnowPro Advanced: Architect Recertification exam was a great achievement for me, and I owe a part of my success to Pass4Success practice questions. The exam covered topics like Accounts and Security, where I had to create a Snowflake account and a database strategy aligned with business needs. One question that I found particularly challenging was related to data security and compliance standards. Despite my uncertainty, I managed to pass the exam.
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Glenn

9 months ago
My exam experience for the Snowflake SnowPro Advanced: Architect Recertification was successful, thanks to the practice questions provided by Pass4Success. The Snowflake Architecture section tested my knowledge of data models, data-sharing strategies, and architectural solutions that accommodate Development Lifecycles and workload needs. One question that challenged me was about devising data-sharing strategies. Although I had some doubts, I was able to pass the exam.
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Bernardine

9 months ago
Successfully recertified as a Snowflake Architect! Pass4Success's practice tests were a lifesaver. Thanks for the efficient study material!
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Ashley

9 months ago
Just passed the SnowPro Advanced Architect recertification! Pass4Success's questions mirrored the real exam perfectly. Saved me so much time!
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Leoma

10 months ago
I recently passed the Snowflake SnowPro Advanced: Architect Recertification exam with the help of Pass4Success practice questions. The exam covered topics such as Accounts and Security, where I had to demonstrate my ability to develop an architecture that meets data security, privacy, compliance, and governance standards. One question that stood out to me was related to creating a database strategy aligned with business needs. I wasn't completely sure of the answer, but I managed to pass the exam.
upvoted 0 times
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Jerry

10 months ago
Performance optimization was a significant focus. You might encounter questions about query tuning and resource management. Familiarize yourself with Snowflake's query profile and how to interpret it for performance improvements. Pass4Success really helped me prepare efficiently for this challenging exam.
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Herminia

10 months ago
Phew! Just passed the SnowPro Advanced Architect recert. Pass4Success's practice questions were spot-on. Thanks for the quick prep!
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Earlean

11 months ago
SnowPro Advanced recert in the bag! Pass4Success's exam questions were crucial for my last-minute prep. Appreciate the help!
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Brianne

12 months ago
Nailed the Snowflake Architect recertification! Pass4Success's material covered all the right topics. Grateful for the time-saving resource.
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Free Snowflake ARA-R01 Exam Actual Questions

Note: Premium Questions for ARA-R01 were last updated On Apr. 14, 2025 (see below)

Question #1

An Architect needs to grant a group of ORDER_ADMIN users the ability to clean old data in an ORDERS table (deleting all records older than 5 years), without granting any privileges on the table. The group's manager (ORDER_MANAGER) has full DELETE privileges on the table.

How can the ORDER_ADMIN role be enabled to perform this data cleanup, without needing the DELETE privilege held by the ORDER_MANAGER role?

Reveal Solution Hide Solution
Question #2

A new user user_01 is created within Snowflake. The following two commands are executed:

Command 1-> show grants to user user_01;

Command 2 ~> show grants on user user 01;

What inferences can be made about these commands?

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Question #3

What Snowflake system functions are used to view and or monitor the clustering metadata for a table? (Select TWO).

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Correct Answer: C, E

The Snowflake system functions used to view and monitor the clustering metadata for a table are:

SYSTEM$CLUSTERING_INFORMATION

SYSTEM$CLUSTERING_DEPTH

Comprehensive But Short Explanation:

The SYSTEM$CLUSTERING_INFORMATION function in Snowflake returns a variety of clustering information for a specified table. This information includes the average clustering depth, total number of micro-partitions, total constant partition count, average overlaps, average depth, and a partition depth histogram. This function allows you to specify either one or multiple columns for which the clustering information is returned, and it returns this data in JSON format.

The SYSTEM$CLUSTERING_DEPTH function computes the average depth of a table based on specified columns or the clustering key defined for the table. A lower average depth indicates that the table is better clustered with respect to the specified columns. This function also allows specifying columns to calculate the depth, and the values need to be enclosed in single quotes.


SYSTEM$CLUSTERING_INFORMATION: Snowflake Documentation

SYSTEM$CLUSTERING_DEPTH: Snowflake Documentation

Question #4

What are characteristics of Dynamic Data Masking? (Select TWO).

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Question #5

When using the copy into

command with the CSV file format, how does the match_by_column_name parameter behave?

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Correct Answer: B

Option B is the best design to meet the requirements because it uses Snowpipe to ingest the data continuously and efficiently as new records arrive in the object storage, leveraging event notifications.Snowpipe is a service that automates the loading of data from external sources into Snowflake tables1. It also uses streams and tasks to orchestrate transformations on the ingested data.Streams are objects that store the change history of a table, and tasks are objects that execute SQL statements on a schedule or when triggered by another task2. Option B also uses an external function to do model inference with Amazon Comprehend and write the final records to a Snowflake table.An external function is a user-defined function that calls an external API, such as Amazon Comprehend, to perform computations that are not natively supported by Snowflake3. Finally, option B uses the Snowflake Marketplace to make the de-identified final data set available publicly for advertising companies who use different cloud providers in different regions.The Snowflake Marketplace is a platform that enables data providers to list and share their data sets with data consumers, regardless of the cloud platform or region they use4.

Option A is not the best design because it uses copy into to ingest the data, which is not as efficient and continuous as Snowpipe. Copy into is a SQL command that loads data from files into a table in a single transaction. It also exports the data into Amazon S3 to do model inference with Amazon Comprehend, which adds an extra step and increases the operational complexity and maintenance of the infrastructure.

Option C is not the best design because it uses Amazon EMR and PySpark to ingest and transform the data, which also increases the operational complexity and maintenance of the infrastructure. Amazon EMR is a cloud service that provides a managed Hadoop framework to process and analyze large-scale data sets. PySpark is a Python API for Spark, a distributed computing framework that can run on Hadoop. Option C also develops a python program to do model inference by leveraging the Amazon Comprehend text analysis API, which increases the development effort.

Option D is not the best design because it is identical to option A, except for the ingestion method. It still exports the data into Amazon S3 to do model inference with Amazon Comprehend, which adds an extra step and increases the operational complexity and maintenance of the infrastructure.


The copy into <table> command is used to load data from staged files into an existing table in Snowflake.The command supports various file formats, such as CSV, JSON, AVRO, ORC, PARQUET, and XML1.

The match_by_column_name parameter is a copy option that enables loading semi-structured data into separate columns in the target table that match corresponding columns represented in the source data.The parameter can have one of the following values2:

CASE_SENSITIVE: The column names in the source data must match the column names in the target table exactly, including the case. This is the default value.

CASE_INSENSITIVE: The column names in the source data must match the column names in the target table, but the case is ignored.

NONE: The column names in the source data are ignored, and the data is loaded based on the order of the columns in the target table.

The match_by_column_name parameter only applies to semi-structured data, such as JSON, AVRO, ORC, PARQUET, and XML.It does not apply to CSV data, which is considered structured data2.

When using the copy into <table> command with the CSV file format, the match_by_column_name parameter behaves as follows2:

It expects a header to be present in the CSV file, which is matched to a case-sensitive table column name. This means that the first row of the CSV file must contain the column names, and they must match the column names in the target table exactly, including the case. If the header is missing or does not match, the command will return an error.

The parameter will not be ignored, even if it is set to NONE. The command will still try to match the column names in the CSV file with the column names in the target table, and will return an error if they do not match.

The command will not return a warning stating that the file has unmatched columns. It will either load the data successfully if the column names match, or return an error if they do not match.

1: COPY INTO <table> | Snowflake Documentation

2: MATCH_BY_COLUMN_NAME | Snowflake Documentation


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