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Snowflake DEA-C01 Exam Overview:
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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 | - 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 4 | - 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 5 | - 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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Snowflake SnowPro Advanced: Data Engineer Certification Exam Sample Questions (Q18-Q23):
NEW QUESTION # 18
What is the primary purpose of data lineage in data engineering?
- A. To optimize query performance.
- B. To transform data formats.
- C. To create visualizations.
- D. To trace the source and flow of data.
Answer: D
NEW QUESTION # 19
A database contains a table and a stored procedure defined as.

No other operations are affecting the log_table.
What will be the outcome of the procedure call?
- A. The Iog_table contains zero records and the stored procedure returned 1 as a return value
- B. The Iog_table contains zero records and the stored procedure returned NULL as a return value
- C. The Iog_table contains one record and the stored procedure returned 1 as a return value
- D. The log_table contains one record and the stored procedure returned NULL as a return value
Answer: C
Explanation:
Explanation
The stored procedure is defined with a FLOAT return type and a JavaScript language. The body of the stored procedure contains a SQL statement that inserts a row into the log_table with a value of '1' for col1. The body also contains a return statement that returns 1 as a float value. When the stored procedure is called with any VARCHAR parameter, it will execute successfully and insert one record into the log_table and return 1 as a return value. The other options are not correct because:
The log_table will not be empty after the stored procedure call, as it will contain one record inserted by the SQL statement.
The stored procedure will not return NULL as a return value, as it has an explicit return statement that returns 1.
NEW QUESTION # 20
A company stores server logs in an Amazon S3 bucket. The company needs to keep the logs for
1 year. The logs are not required after 1 year.
A data engineer needs a solution to automatically delete logs that are older than 1 year.
Which solution will meet these requirements with the LEAST operational overhead?
- A. Create an AWS Lambda function to delete the logs after 1 year.
- B. Schedule a cron job on an Amazon EC2 instance to delete the logs after 1 year.
- C. Define an S3 Lifecycle configuration to delete the logs after 1 year.
- D. Configure an AWS Step Functions state machine to delete the logs after 1 year.
Answer: C
Explanation:
An S3 Lifecycle configuration is the best choice for this requirement because it allows the company to define a rule that will automatically delete objects in an S3 bucket after a specified period, in this case, 1 year. This solution provides the least operational overhead because it is a built-in feature of Amazon S3, requires no additional infrastructure or management, and is designed specifically for managing object lifecycles.
NEW QUESTION # 21
A data engineer notices that Amazon Athena queries are held in a queue before the queries run.
How can the data engineer prevent the queries from queueing?
- A. Increase the query result limit.
- B. Configure provisioned capacity for an existing workgroup.
- C. Use federated queries.
- D. Allow users who run the Athena queries to an existing workgroup.
Answer: B
Explanation:
https://aws.amazon.com/blogs/aws/introducing-athena-provisioned-capacity/
NEW QUESTION # 22
A media streaming company is moving its application to AWS. The company wants to avoid data quality issues in user engagement analytics. The company needs to be able to reprocess several days of historical data without duplicates and without interrupting current real-time processing.
Which solution will meet these requirements?
- A. Configure Amazon Kinesis Data Streams with standard retention. Implement idempotent consumers with Amazon DynamoDB checkpointing. Use shared processing paths with conditional logic for replay data and real-time data.
- B. Configure Amazon Kinesis Data Streams with standard retention. Implement idempotent consumers with Amazon RDS checkpointing. Use separate processing paths with conditional logic for replay data and real-time data.
- C. Configure Amazon Kinesis Data Streams with extended retention. Implement idempotent consumers with Amazon DynamoDB checkpointing. Use separate processing paths for replay data and real-time data.
- D. Configure Amazon Kinesis Data Streams with extended retention. Implement idempotent consumers with Amazon RDS checkpointing. Use shared processing paths for replay data and real-time data.
Answer: C
Explanation:
Extended retention in Amazon Kinesis Data Streams allows the company to keep several days of historical records available for replay instead of being limited to the default 24 hours. To avoid duplicates during both replay and live consumption, consumers should be idempotent because Kinesis processing can deliver duplicate records in retry scenarios. Using DynamoDB for checkpointing is the standard fit with Kinesis consumer processing, and using separate processing paths lets the company replay historical data without disrupting ongoing real-time processing.
NEW QUESTION # 23
......
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