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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 | - 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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| Topic 4 | - 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 5 | - 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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Snowflake SnowPro Advanced: Data Engineer Certification Exam Sample Questions (Q350-Q355):
NEW QUESTION # 350
A company stores analysis results for thousands of daily customer service call transcripts in an Amazon DynamoDB table. An application generates business reports by using only the previous
7 working days of data. To reduce costs, the company wants to implement a solution that automatically removes data that is older than 7 working days.
Which solution will meet this requirement with the LEAST operational overhead?
- A. Use AWS Glue jobs to implement a daily batch job to scan for and delete expired items from the DynamoDB table.
- B. Enable TTL on the DynamoDB table. Add an expiration timestamp attribute to each item in the table.
- C. Use Amazon EventBridge to invoke an AWS Lambda function on a schedule to delete old records every day.
- D. Create a new DynamoDB table. Enable TTL on the new table. Migrate the data to the new table.
Update the application to use the new table.
Answer: B
Explanation:
DynamoDB TTL is the simplest native feature for automatically removing old items with minimal administration. By storing an expiration timestamp on each item and enabling TTL on the table, the company can let DynamoDB handle deletion of expired data automatically without building and maintaining scheduled jobs, Lambda code, or migration steps.
NEW QUESTION # 351
For SQL UDFs, The invoker of the function need not have access to the objects referenced in the function definition, but only needs the privilege to use the function?
Answer: B
NEW QUESTION # 352
A new customer table is created by a data pipeline in a Snowflake schema where MANAGED ACCESSenabled.
.... Can gran access to the CUSTOMER table? (Select THREE.)
- A. The SECURITYADMIN role
- B. The role that owns the customer table
- C. The USERADMIN role with the manage grants privilege
- D. The role that owns the schema
- E. The role that owns the database
- F. The SYSADMIN role
Answer: A,D,E
Explanation:
Explanation
The roles that can grant access to the CUSTOMER table are the role that owns the schema, the role that owns the database, and the SECURITYADMIN role. These roles have the ownership or the manage grants privilege on the schema or the database level, which allows them to grant access to any object within them. The other options are incorrect because they do not have the necessary privilege to grant access to the CUSTOMER table. Option C is incorrect because the role that owns the customer table cannot grant access to itself or to other roles. Option D is incorrect because the SYSADMIN role does not have the manage grants privilege by default and cannot grant access to objects that it does not own. Option F is incorrect because the USERADMIN role with the manage grants privilege can only grant access to users and roles, not to tables.
NEW QUESTION # 353
A company is planning to upgrade its Amazon Elastic Block Store (Amazon EBS) General Purpose SSD storage from gp2 to gp3. The company wants to prevent any interruptions in its Amazon EC2 instances that will cause data loss during the migration to the upgraded storage.
Which solution will meet these requirements with the LEAST operational overhead?
- A. Use AWS DataSync to create new gp3 volumes. Transfer the data from the original gp2 volumes to the new gp3 volumes.
- B. Create snapshots of the gp2 volumes. Create new gp3 volumes from the snapshots. Attach the new gp3 volumes to the EC2 instances.
- C. Create new gp3 volumes. Gradually transfer the data to the new gp3 volumes. When the transfer is complete, mount the new gp3 volumes to the EC2 instances to replace the gp2 volumes.
- D. Change the volume type of the existing gp2 volumes to gp3. Enter new values for volume size, IOPS, and throughput.
Answer: D
NEW QUESTION # 354
A data engineer needs to create an Amazon Athena table based on a subset of data from an existing Athena table named cities_world. The cities_world table contains cities that are located around the world. The data engineer must create a new table named cities_us to contain only the cities from cities_world that are located in the US.
Which SQL statement should the data engineer use to meet this requirement?
- A. MOVE city, state FROM cities_world TO cities_usa WHERE country='usa';
- B. UPDATE cities_usa SET (city, state) = (SELECT city, state FROM cities_world WHERE country='usa');
- C. INSERT INTO cities_usa (city,state) SELECT city, state FROM cities_world WHERE country='usa';
- D. INSERT INTO cities_usa SELECT city, state FROM cities_world WHERE country='usa';
Answer: C
NEW QUESTION # 355
......
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