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Snowflake ARA-C01 Exam Syllabus Topics:

Section	Objectives
Performance and Optimization	- Cost optimization 1. Storage and compute efficiency 2. Resource monitoring and cost control - Query performance tuning 1. Warehouse sizing and scaling 2. Query profiling and optimization techniques
Data Sharing and Collaboration	- Secure data sharing 1. Data marketplace concepts 2. Cross-account data sharing
Data Pipelines and Data Engineering	- Data orchestration 1. Tasks and Streams usage 2. Pipeline design patterns - Data ingestion and transformation 1. Snowpipe and continuous data loading 2. Batch and streaming ingestion
Data Architecture and Design	- Design scalable Snowflake architectures 1. Account and environment strategy 2. Multi-cluster virtual warehouse design - Data modeling and schema design 1. Star and snowflake schema concepts 2. Semi-structured data modeling
Security, Governance, and Compliance	- Data governance 1. Audit and compliance features 2. Data classification and masking policies - Access control and security model 1. Network security and authentication 2. Role-based access control (RBAC)

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q31-Q36):

NEW QUESTION # 31
When activating Tri-Secret Secure in a hierarchical encryption model in a Snowflake account, at what level is the customer-managed key used?

A. At the micro-partition level
B. At the root level (HSM)
C. At the account level (AMK)
D. At the table level (TMK)

Answer: C

Explanation:
Tri-Secret Secure is a feature that allows customers to use their own key, called the customer-managed key (CMK), in addition to the Snowflake-managed key, to create a composite master key that encrypts the data in Snowflake. The composite master key is also known as the account master key (AMK), as it is unique for each account and encrypts the table master keys (TMKs) that encrypt the file keys that encrypt the data files.
The customer-managed key is used at the account level, not at the root level, the table level, or the micro- partition level. The root level is protected by a hardware security module (HSM), the table level is protected by the TMKs, and the micro-partition level is protected by the file keys12. References:
* Understanding Encryption Key Management in Snowflake
* Tri-Secret Secure FAQ for Snowflake on AWS

NEW QUESTION # 32
What does a Snowflake Architect need to consider when implementing a Snowflake Connector for Kafka?

A. The Kafka connector supports key pair authentication, OAUTH. and basic authentication (for example, username and password).
B. Every Kafka message is in JSON or Avro format.
C. The Kafka connector will create one table and one pipe to ingest data for each topic. If the connector cannot create the table or the pipe it will result in an exception.
D. The default retention time for Kafka topics is 14 days.

Answer: B

NEW QUESTION # 33
The diagram shows the process flow for Snowpipe auto-ingest with Amazon Simple Notification Service (SNS) with the following steps:
Step 1: Data files are loaded in a stage.
Step 2: An Amazon S3 event notification, published by SNS, informs Snowpipe - by way of Amazon Simple Queue Service (SQS) - that files are ready to load. Snowpipe copies the files into a queue.
Step 3: A Snowflake-provided virtual warehouse loads data from the queued files into the target table based on parameters defined in the specified pipe.

If an AWS Administrator accidentally deletes the SQS subscription to the SNS topic in Step 2, what will happen to the pipe that references the topic to receive event messages from Amazon S3?

A. The pipe will continue to receive the messages as Snowflake will automatically restore the subscription to the same SNS topic and will recreate the pipe by specifying the same SNS topic name in the pipe definition.
B. The pipe will continue to receive the messages as Snowflake will automatically restore the subscription by creating a new SNS topic. Snowflake will then recreate the pipe by specifying the new SNS topic name in the pipe definition.
C. The pipe will no longer be able to receive the messages. To restore the system immediately, the user needs to manually create a new SNS topic with a different name and then recreate the pipe by specifying the new SNS topic name in the pipe definition.
D. The pipe will no longer be able to receive the messages and the user must wait for 24 hours from the time when the SNS topic subscription was deleted. Pipe recreation is not required as the pipe will reuse the same subscription to the existing SNS topic after 24 hours.

Answer: C

Explanation:
If an AWS Administrator accidentally deletes the SQS subscription to the SNS topic in Step 2, the pipe that references the topic to receive event messages from Amazon S3 will no longer be able to receive the messages. This is because the SQS subscription is the link between the SNS topic and the Snowpipe notification channel. Without the subscription, the SNS topic will not be able to send notifications to the Snowpipe queue, and the pipe will not be triggered to load the new files. To restore the system immediately, the user needs to manually create a new SNS topic with a different name and then recreate the pipe by specifying the new SNS topic name in the pipe definition. This will create a new notification channel and a new SQS subscription for the pipe. Alternatively, the user can also recreate the SQS subscription to the existing SNS topic and then alter the pipe to use the same SNS topic name in the pipe definition. This will also restore the notification channel and the pipe functionality. References:
* Automating Snowpipe for Amazon S3
* Enabling Snowpipe Error Notifications for Amazon SNS
* HowTo: Configuration steps for Snowpipe Auto-Ingest with AWS S3 Stages
"To circumvent the 72-hour delay, you can create a SNS topic with a different name. Recreate any pipes that reference the topic using the CREATE OR REPLACE PIPE command, and specify the new topic name."
https://docs.snowflake.com/en/user-guide/data-load-snowpipe-ts#snowpipe-stops-loading-files-after-amazon- sns-topic-subscription-is-deleted

NEW QUESTION # 34
What is the data size limit for loading into a variant column?

A. 16 MB(Compressed)
B. 1 GB(Compressed)
C. 10 MB - 100 MB compressed
D. 32 GB

Answer: A

NEW QUESTION # 35
Is it possible for a data provider account with a Snowflake Business Critical edition to share data with an Enterprise edition data consumer account?

A. A Business Critical account cannot be a data sharing provider to an Enterprise consumer. Any consumer accounts must also be Business Critical.
B. If a user in the provider account with a share owning role sets share_restrictions to False when adding an Enterprise consumer account, it can import the share.
C. If a user in the provider account with role authority to create or alter share adds an Enterprise account as a consumer, it can import the share.
D. If a user in the provider account with a share owning role which also has override share restrictions privilege share_restrictions set to False when adding an Enterprise consumer account, it can import the share.

Answer: D

NEW QUESTION # 36
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