What's more, part of that ActualCollection ARA-C01 dumps now are free: https://drive.google.com/open?id=1Q0a-zccr_g8rTyNxT7nsgpkpz1qJnIG4
Compared with paper version of exam torrent, our ARA-C01 exam dumps are famous for instant download, and you can get your downloading link and password within ten minutes. If you don’t receive, just contact with our service stuff by email, we will solve the problem for you. Besides ARA-C01 exam torrent of us is high quality, and you can pass the exam just one time. We are pass guaranteed and money back guaranteed. If you fail to pass the exam, we will refund you money. We have online chat service stuff, we are glad to answer all your questions about the ARA-C01 Exam Dumps.
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Performance Optimization | 20% | - Query performance tuning - Virtual warehouse configuration and sizing - Clustering and partitioning strategies - Cost optimization and resource management |
| Topic 2: Accounts and Security | 25% | - Account and database strategy design - Security principles and implementation scenarios - Security, compliance and governance architecture |
| Topic 3: Snowflake Architecture | 30% | - Object hierarchy and architectural impact - Data protection and recovery strategies - Data sharing architecture design - Development lifecycle and workload support - Data modeling and use cases |
| Topic 4: Data Engineering | 25% | - Data loading and unloading solutions - Data pipeline and integration design - Transformation and processing frameworks |
>> ARA-C01 Valid Test Question <<
Our SnowPro Advanced Architect Certification study question has high quality. So there is all effective and central practice for you to prepare for your test. With our professional ability, we can accord to the necessary testing points to edit ARA-C01 exam questions. It points to the exam heart to solve your difficulty. With a minimum number of questions and answers of ARA-C01 Test Guide to the most important message, to make every user can easily efficient learning, not to increase their extra burden, finally to let the ARA-C01 exam questions help users quickly to pass the exam.
NEW QUESTION # 217
You have a table named customer_table. You want to create another table as customer_table_other which will be same as customer_table with respect to schema and data.
What is the best option?
Answer: B
NEW QUESTION # 218
The Business Intelligence team reports that when some team members run queries for their dashboards in parallel with others, the query response time is getting significantly slower What can a Snowflake Architect do to identify what is occurring and troubleshoot this issue?
Answer: C
Explanation:
The image shows a SQL query that can be used to identify which queries are spilled to remote storage and suggests changing the warehouse parameters to address this issue. Spilling to remote storage occurs when the memory allocated to a warehouse is insufficient to process a query, and Snowflake uses disk or cloud storage as a temporary cache. This can significantly slow down the query performance and increase the cost. To troubleshoot this issue, a Snowflake Architect can run the query shown in the image to find out which queries are spilling, how much data they are spilling, and which warehouses they are using. Then, the architect can adjust the warehouse size, type, or scaling policy to provide enough memory for the queries and avoid spilling12. Reference:
Recognizing Disk Spilling
Managing the Kafka Connector
NEW QUESTION # 219
Which organization-related tasks can be performed by the ORGADMIN role? (Choose three.)
Answer: A,E,F
NEW QUESTION # 220
A media company needs a data pipeline that will ingest customer review data into a Snowflake table, and apply some transformations. The company also needs to use Amazon Comprehend to do sentiment analysis and make the de-identified final data set available publicly for advertising companies who use different cloud providers in different regions.
The data pipeline needs to run continuously ang efficiently as new records arrive in the object storage leveraging event notifications. Also, the operational complexity, maintenance of the infrastructure, including platform upgrades and security, and the development effort should be minimal.
Which design will meet these requirements?
Answer: D
Explanation:
This design meets all the requirements for the data pipeline. Snowpipe is a feature that enables continuous data loading into Snowflake from object storage using event notifications. It is efficient, scalable, and serverless, meaning it does not require any infrastructure or maintenance from the user. Streams and tasks are features that enable automated data pipelines within Snowflake, using change data capture and scheduled execution. They are also efficient, scalable, and serverless, and they simplify the data transformation process. External functions are functions that can invoke external services or APIs from within Snowflake. They can be used to integrate with Amazon Comprehend and perform sentiment analysis on the data. The results can be written back to a Snowflake table using standard SQL commands. Snowflake Marketplace is a platform that allows data providers to share data with data consumers across different accounts, regions, and cloud platforms. It is a secure and easy way to make data publicly available to other companies.
Reference:
Snowpipe Overview | Snowflake Documentation
Introduction to Data Pipelines | Snowflake Documentation
External Functions Overview | Snowflake Documentation
Snowflake Data Marketplace Overview | Snowflake Documentation
NEW QUESTION # 221
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.)
Answer: C,D,F
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.
Snowflake's Security & Compliance Reports : Snowflake Editions : Dynamic Data Masking : External Tokenization : Secure Data Sharing
NEW QUESTION # 222
......
ActualCollection is a wonderful study platform that can transform your effective diligence in to your best rewards. By years of diligent work, our experts have collected the frequent-tested knowledge into our ARA-C01 exam materials for your reference. So our ARA-C01 Practice Questions are triumph of their endeavor. I can say that no one can know the ARA-C01 study guide better than them and our quality of the ARA-C01 learning quiz is the best.
ARA-C01 Valid Test Questions: https://www.actualcollection.com/ARA-C01-exam-questions.html
What's more, part of that ActualCollection ARA-C01 dumps now are free: https://drive.google.com/open?id=1Q0a-zccr_g8rTyNxT7nsgpkpz1qJnIG4