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Snowflake ARA-C01 exam is divided into two parts, each consisting of multiple-choice questions and hands-on exercises. The first part focuses on the design and architecture of Snowflake data solutions, including data ingestion, storage, transformation, and analytics. The second part covers advanced topics such as complex data modeling, performance optimization, and security and governance best practices. Passing ARA-C01 exam demonstrates a high level of expertise in Snowflake and provides certification as a SnowPro Advanced Architect.
The SnowPro Advanced Architect Certification exam is designed to test the candidate's ability to design, implement, and manage secure, scalable, and reliable Snowflake solutions. ARA-C01 Exam covers a broad range of topics, including Snowflake architecture, data modeling, security, performance optimization, scalability, and migration. Successful candidates will demonstrate their ability to design and implement Snowflake solutions that meet the complex data management needs of organizations.
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Snowflake ARA-C01: SnowPro Advanced Architect Certification is an advanced-level certification that validates the skills and expertise of experienced architects and consultants working with Snowflake’s cloud data platform. It requires in-depth knowledge of Snowflake’s unique features and capabilities, as well as experience in designing and implementing complex data solutions. Earning the certification demonstrates a high level of proficiency in delivering successful Snowflake solutions that meet the highest standards of performance, security, and scalability.
NEW QUESTION # 63
An Architect executes the following query:
SELECT query_hash,
COUNT(*) AS query_count,
SUM(QH.EXECUTION_TIME) AS total_execution_time,
SUM((QH.EXECUTION_TIME / (1000 * 60 * 60)) * 8) AS c
FROM SNOWFLAKE.ACCOUNT_USAGE.QUERY_HISTORY QH
WHERE warehouse_name = 'WH_L'
AND DATE_TRUNC('day', start_time) >= CURRENT_DATE() - 3
GROUP BY query_hash
ORDER BY c DESC
LIMIT 10;
What information does this query provide? (Select TWO).
Answer: B,D
Explanation:
This query groups results by QUERY_HASH, which represents logically identical SQL statements. As a result, the aggregation is performed at the query group level, not at the individual execution level. This allows architects to identify patterns where the same query (or same logical SQL) repeatedly consumes a large amount of compute (Answer B).
The cost calculation converts execution time from milliseconds to hours by dividing by (1000 * 60 * 60) and then multiplies the result by 8, which represents the hourly credit consumption of the WH_L warehouse size.
This provides a relative estimate of credit usage per query group, not an exact billing value but a useful approximation for cost analysis (Answer E).
The query does not identify the most frequently executed queries; although COUNT(*) is included, the ordering is done by calculated cost (c), not by frequency. This type of analysis is directly aligned with SnowPro Architect responsibilities, helping architects optimize workloads, refactor expensive query patterns, and right-size warehouses to control costs.
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NEW QUESTION # 64
The IT Security team has identified that there is an ongoing credential stuffing attack on many of their organization's system.
What is the BEST way to find recent and ongoing login attempts to Snowflake?
Answer: B
NEW QUESTION # 65
Which of the below are securable objects?
Answer: A,B,D,E
NEW QUESTION # 66
A company needs to have the following features available in its Snowflake account:
1. Support for Multi-Factor Authentication (MFA)
2. A minimum of 2 months of Time Travel availability
3. Database replication in between different regions
4. Native support for JDBC and ODBC
5. Customer-managed encryption keys using Tri-Secret Secure
6. Support for Payment Card Industry Data Security Standards (PCI DSS)
In order to provide all the listed services, what is the MINIMUM Snowflake edition that should be selected during account creation?
Answer: A
Explanation:
According to the Snowflake documentation1, the Business Critical edition offers the following features that are relevant to the question:
Support for Multi-Factor Authentication (MFA): This is a standard feature available in all Snowflake editions Support for Multi-Factor Authentication (MFA): This is a standard feature available in all Snowflake editions1.
A minimum of 2 months of Time Travel availability: This is an enterprise feature that allows users to access historical data for up to 90 days1.
Database replication in between different regions: This is an enterprise feature that enables users to replicate databases across different regions or cloud platforms1.
Native support for JDBC and ODBC: This is a standard feature available in all Snowflake editions1.
Customer-managed encryption keys using Tri-Secret Secure: This is a business critical feature that provides enhanced security and data protection by allowing customers to manage their own encryption keys1.
Support for Payment Card Industry Data Security Standards (PCI DSS): This is a business critical feature that ensures compliance with PCI DSS regulations for handling sensitive cardholder data1.
Therefore, the minimum Snowflake edition that should be selected during account creation to provide all the listed services is the Business Critical edition.
Reference:
Snowflake Editions | Snowflake Documentation
NEW QUESTION # 67
What is a characteristic of event notifications in Snowpipe?
Answer: B
Explanation:
Event notifications in Snowpipe are messages sent by cloud storage providers to notify Snowflake of new or modified files in a stage. Snowpipe uses these notifications to trigger data loading from the stage to the target table. When a pipe is paused, event messages received for the pipe enter a limited retention period, which varies depending on the cloud storage provider. If the pipe is not resumed within the retention period, the event messages will be discarded and the data will not be loaded automatically. To load the data, the pipe must be resumed and the COPY command must be executed manually. This is a characteristic of event notifications in Snowpipe that distinguishes them from other options. References: Snowflake Documentation: Using Snowpipe, Snowflake Documentation: Pausing and Resuming a Pipe
NEW QUESTION # 68
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