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Snowflake SnowPro Advanced Architect

Verified practice questions with detailed answers, clear explanations, and community discussion.

  • 245

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  • 9 days ago

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Question 1 of 245

What built-in Snowflake features make use of the change tracking metadata for a table? (Choose two.)

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Correct answers: C, D

Snowflake's built-in features that utilize change tracking metadata for a table include the CHANGES clause and a STREAM object. The CHANGES clause allows for querying change tracking metadata directly, while STREAM objects are specifically designed to track changes in tables for use in data pipelines and other operations.

Community votes

1 vote

CDSuggested

100%

Question 2 of 245

When using the Snowflake Connector for Kafka, what data formats are supported for the messages? (Choose two.)

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Correct answers: C, D

The Snowflake Connector for Kafka supports the JSON and Avro data formats for the messages. These formats are well-integrated with Snowflake's data storage and processing capabilities, particularly with its VARIANT data type which is designed to handle semi-structured data like JSON and Avro. CSV, XML, and Parquet are not supported formats in the context of Kafka messages within the Snowflake ecosystem.

Community votes

1 vote

CDSuggested

100%

Question 3 of 245

At which object type level can the APPLY MASKING POLICY, APPLY ROW ACCESS POLICY and APPLY SESSION POLICY privileges be granted?

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Correct answer: C

APPLY MASKING POLICY, APPLY ROW ACCESS POLICY, and APPLY SESSION POLICY privileges are granted at the schema level. These policies affect data security and access control within a specific schema, making the schema the appropriate level for these privileges.

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6 votes

AMost voted

83%

CSuggested

17%

Question 4 of 245

An Architect uses COPY INTO with the ON_ERROR=SKIP_FILE option to bulk load CSV files into a table called TABLEA, using its table stage. One file named file5.csv fails to load. The Architect fixes the file and re-loads it to the stage with the exact same file name it had previously.

Which commands should the Architect use to load only file5.csv file from the stage? (Choose two.)

Answer choices
Show answer

Correct answers: B, C

The commands required to load only file5.csv are those that either specify to load the specific file directly or to reload all files in the stage, including those not previously loaded successfully. Using 'COPY INTO tablea FROM @%tablea FILES = ('file5.csv')' targets the specific file and loads it. Using 'COPY INTO tablea FROM @%tablea' ensures that all files in the stage, including file5.csv, will be loaded. Therefore, options B and C are correct.

Community votes

4 votes

BCSuggested

100%

Question 5 of 245

A large manufacturing company runs a dozen individual Snowflake accounts across its business divisions. The company wants to increase the level of data sharing to support supply chain optimizations and increase its purchasing leverage with multiple vendors.

The company’s Snowflake Architects need to design a solution that would allow the business divisions to decide what to share, while minimizing the level of effort spent on configuration and management. Most of the company divisions use Snowflake accounts in the same cloud deployments with a few exceptions for European-based divisions.

According to Snowflake recommended BEST practice, how should these requirements be met?

Answer choices
Show answer

Correct answer: D

To meet the requirements of increasing data sharing while allowing business divisions to determine what to share with minimal configuration and management effort, the recommended approach involves deploying a Private Data Exchange. This solution aligns with Snowflake's best practices for securely and efficiently sharing data within an organization. Additionally, to address the scenario of European-based divisions using different cloud deployments, replication is used to ensure data can be shared across regions within the Private Data Exchange. This approach maintains the integrity and accessibility of data across diverse geographic locations.

Community votes

5 votes

DSuggested

100%

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As this was my first certification exam, I was understandably nervous about what to expect. These study materials made the preparation process much easier, and many of the questions closely reflected those on the actual exam.
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Wasted about a month going through the free dump sites scattered all over reddit, half the answers were wrong and the other half were for a version of the exam that doesn't even exist anymore. Eventually gave in and paid the small fee here, and the difference was night and day.
Alisha Kelly
Italy
Honestly, I had already gone through the official documentation quite thoroughly, but still didn't feel fully confident going in. This helped things finally click for me. I realized I knew the material, but just hadn't connected all the pieces yet.
Casper Claassen
Netherlands
Used this along with Microsoft Learn and the combo worked really well. The practice questions made the stuff I'd read actually stick. Passed first attempt, no complaints from me.
Gabriele Ghesla
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The content is accurate and clearly presented, and it's more affordable than competitors. The team has been incredibly responsive whenever I've had an issue, and they've been open to small changes that improve the platform.
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I don't usually leave reviews, but this one felt worth sharing. The questions were quite close to what actually appeared on the exam, more than I expected. I spent about a week going through the material before my test, and it helped me feel more prepared.
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Morgan Farmer
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I don't usually leave reviews, but this one felt worth sharing. The questions were quite close to what actually appeared on the exam, more than I expected. I spent about a week going through the material before my test, and it helped me feel more prepared.
Remi Nuyts
United States
Passed ITIL 4 Foundation with 87%. Material was enough by itself.
Archie Hopkins
United States
I had a smooth experience from start to finish. Access was available right away, no technical issues, which made it easy to get started. The content felt relevant and aligned well with what I was looking for.
Nancy Mcbride
United States
Does what it says it does. Content felt solid, nothing confusing to navigate and I didn't run into any weird issues. I been putting off scheduling the exam for a while and going through this gave me enough confidence to finally book it and pass.
Neil Savage
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A very quick response was received via email when a link issue occurred. The study materials provided were high quality and extremely helpful. I was able to complete the test successfully. Many thanks for the excellent support.

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