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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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| Section | Objectives |
|---|---|
| Topic 1: Data Ingestion and ELT Development | - ETL patterns and transformations - Data ingestion using Spark SQL and PySpark - Handling structured and semi-structured data |
| Topic 2: Databricks Lakehouse Platform Fundamentals | - Workspace, architecture, and core platform concepts - Clusters, notebooks, and basic Databricks environment usage |
| Topic 3: Productionizing Data Pipelines | - Databricks Workflows / Jobs orchestration - Scheduling and monitoring jobs - Pipeline deployment and operationalization |
| Topic 4: Data Governance and Quality | - Data quality concepts and management - Data access control and governance - Unity Catalog basics |
| Topic 5: Data Processing and Transformations | - Delta Lake fundamentals (tables, transactions, optimization) - User-defined functions (UDFs) - Apache Spark SQL operations (joins, aggregations, filtering) - PySpark DataFrame transformations |
A data engineer has left the organization. The data team needs to transfer ownership of the data engineer's Delta tables to a new data engineer. The new data engineer is the lead engineer on the data team.
Assuming the original data engineer no longer has access, which of the following individuals must be the one to transfer ownership of the Delta tables in Data Explorer?
Correct Answer: D 🗳️
A data engineer is developing a small proof of concept in a notebook. When running the entire notebook, the Cluster usage spikes. The data engineer wants to keep the development requirements and get real-time results. Which Cluster meets these requirements?
Correct Answer: D 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
The Delta transaction log for the 'students' tables is shown using the 'DESCRIBE HISTORY students' command. A Data Engineer needs to query the table as it existed before the UPDATE operation listed in the log. Which command should the Data Engineer use to achieve this?
(Choose two.)
Correct Answer: A,E 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
Which of the following data workloads will utilize a Gold table as its source?
Correct Answer: C 🗳️
A data engineer is writing a script that is meant to ingest new data from cloud storage. In the event of the Schema change, the ingestion should fail. It should fail until the changes downstream source can be found and verified as intended changes. Which command will meet the requirements?
Correct Answer: C 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
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