Associate Snowflake DEA-C01 Level Exam - DEA-C01 Interactive Practice Exam

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Snowflake DEA-C01 Exam Overview:
>> Associate Snowflake DEA-C01 Level Exam <<
DEA-C01 Interactive Practice Exam, DEA-C01 Paper
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| Topic | Details |
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| Topic 1 | - Security: The Security topic of the DEA-C01 test covers the principles of Snowflake security, including the management of system roles and data governance. It measures the ability to secure data and ensure compliance with policies, crucial for maintaining secure data environments for Snowflake Data Engineers and Software Engineers.
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| Topic 2 | - Data Movement: Snowflake Data Engineers and Software Engineers are assessed on their proficiency to load, ingest, and troubleshoot data in Snowflake. It evaluates skills in building continuous data pipelines, configuring connectors, and designing data sharing solutions.
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| Topic 3 | - Data Transformation: The SnowPro Advanced: Data Engineer exam evaluates skills in using User-Defined Functions (UDFs), external functions, and stored procedures. It assesses the ability to handle semi-structured data and utilize Snowpark for transformations. This section ensures Snowflake engineers can effectively transform data within Snowflake environments, critical for data manipulation tasks.
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| Topic 4 | - Performance Optimization: This topic assesses the ability to optimize and troubleshoot underperforming queries in Snowflake. Candidates must demonstrate knowledge in configuring optimal solutions, utilizing caching, and monitoring data pipelines. It focuses on ensuring engineers can enhance performance based on specific scenarios, crucial for Snowflake Data Engineers and Software Engineers.
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| Topic 5 | - Storage and Data Protection: The topic tests the implementation of data recovery features and the understanding of Snowflake's Time Travel and micro-partitions. Engineers are evaluated on their ability to create new environments through cloning and ensure data protection, highlighting essential skills for maintaining Snowflake data integrity and accessibility.
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Snowflake SnowPro Advanced: Data Engineer Certification Exam Sample Questions (Q96-Q101):
NEW QUESTION # 96
A retail company stores data from a product lifecycle management (PLM) application in an on- premises MySQL database. The PLM application frequently updates the database when transactions occur.
The company wants to gather insights from the PLM application in near real time. The company wants to integrate the insights with other business datasets and to analyze the combined dataset by using an Amazon Redshift data warehouse.
The company has already established an AWS Direct Connect connection between the on- premises infrastructure and AWS.
Which solution will meet these requirements with the LEAST development effort?
- A. Run a full load plus CDC task in AWS Database Migration Service (AWS DMS) to continuously replicate the MySQL database changes. Set Amazon Redshift as the destination for the task.
- B. Run scheduled AWS DataSync tasks to synchronize data from the MySQL database. Set Amazon Redshift as the destination for the tasks.
- C. Run a scheduled AWS Glue extract, transform, and load (ETL) job to get the MySQL database updates by using a Java Database Connectivity (JDBC) connection. Set Amazon Redshift as the destination for the ETL job.
- D. Use the Amazon AppFlow SDK to build a custom connector for the MySQL database to continuously replicate the database changes. Set Amazon Redshift as the destination for the connector.
Answer: A
Explanation:
https://aws.amazon.com/ko/blogs/apn/change-data-capture-from-on-premises-sql-server-to- amazon-redshift-target/
NEW QUESTION # 97
Steven created the task, what additional privileges required by Steven on the task so that he can suspend or resume the tasks?
- A. Steven must have SUSPEND privilege on the task so that he can suspend or resume the task.
- B. Steven is already owner of the task; he can execute the task & suspend/resume the task without any additional privileges.
- C. In addition to the task owner, a Steven Role must have OPERATE privilege on the task so that he can suspend or resume the task.
- D. Steven needs to have Global Managed RESUME privilege by TASK administrator.
Answer: C
Explanation:
Explanation
In addition to the task ownership privilege, a role that has the OPERATE privilege on the task can suspend or resume the task.
NEW QUESTION # 98
A company stores customer data that contains personally identifiable information (PII) in an Amazon Redshift cluster. The company's marketing, claims, and analytics teams need to be able to access the customer data.
The marketing team should have access to obfuscated claim information but should have full access to customer contact information. The claims team should have access to customer information for each claim that the team processes. The analytics team should have access only to obfuscated PII data.
Which solution will enforce these data access requirements with the LEAST administrative overhead?
- A. Create views that include required fields for each of the data requirements. Grant the teams access only to the view that each team requires.
- B. Create a separate Amazon Redshift database role for each team. Define masking policies that apply for each team separately. Attach appropriate masking policies to each team role.
- C. Create a separate Redshift cluster for each team. Load only the required data for each team.
Restrict access to clusters based on the teams. - D. Move the customer data to an Amazon S3 bucket. Use AWS Lake Formation to create a data lake. Use fine-grained security capabilities to grant each team appropriate permissions to access the data.
Answer: B
NEW QUESTION # 99
A company uses an Amazon Redshift cluster as a data warehouse that is shared across two departments. To comply with a security policy, each department must have unique access permissions.
Department A must have access to tables and views for Department A. Department B must have access to tables and views for Department B.
The company often runs SQL queries that use objects from both departments in one query.
Which solution will meet these requirements with the LEAST operational overhead?
- A. Update the names of the tables and views to follow a naming convention that contains the department names. Manage permissions based on the new naming convention.
- B. Group tables and views for each department into dedicated schemas. Manage permissions at the schema level.
- C. Create an IAM user group for each department. Use identity-based IAM policies to grant table and view permissions based on the IAM user group.
- D. Group tables and views for each department into dedicated databases. Manage permissions at the database level.
Answer: B
Explanation:
By organizing each department's tables and views into its own schema (for example, dept_a and dept_b), you can grant usage and object privileges at the schema level. Department A's role gets USAGE on schema dept_a and the necessary SELECT rights there (and no rights on dept_b), and vice versa for Department B. Because both schemas live in the same database, analysts can still run cross-department queries by schema-qualifying objects, and you avoid the extra complexity of multiple databases or intricate IAM policies.
NEW QUESTION # 100
A large table with 200 columns contains two years of historical data. When queried. the table is filtered on a single day Below is the Query Profile:

Using a size 2XL virtual warehouse, this query look over an hour to complete What will improve the query performance the MOST?
- A. increase the size of the virtual warehouse.
- B. Add a date column as a cluster key on the table
- C. Increase the number of clusters in the virtual warehouse
- D. Implement the search optimization service on the table
Answer: B
Explanation:
Explanation
Adding a date column as a cluster key on the table will improve the query performance by reducing the number of micro-partitions that need to be scanned. Since the table is filtered on a single day, clustering by date will make the query more selective and efficient.
NEW QUESTION # 101
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