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Exam Certified Data Engineer Associate All Questions

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Exam Certified Data Engineer Associate topic 1 question 116 discussion

Actual exam question from Databricks's Certified Data Engineer Associate
Question #: 116
Topic #: 1
[All Certified Data Engineer Associate Questions]

A data engineer is maintaining a data pipeline. Upon data ingestion, the data engineer notices that the source data is starting to have a lower level of quality. The data engineer would like to automate the process of monitoring the quality level.

Which of the following tools can the data engineer use to solve this problem?

  • A. Auto Loader
  • B. Unity Catalog
  • C. Delta Lake
  • D. Delta Live Tables
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Suggested Answer: D 🗳️

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806e7d2
2 days, 17 hours ago
Selected Answer: D
Delta Live Tables (DLT) is specifically designed for building and maintaining reliable, automated data pipelines. It includes built-in data quality enforcement through expectations and constraints, which allows data engineers to: Define Data Quality Expectations: For example, you can define constraints such as CONSTRAINT valid_values EXPECT (column_name IS NOT NULL) to automatically enforce data quality rules. Monitor Violations: DLT tracks data quality metrics and logs violations, enabling monitoring of data quality trends over time. Automated Notifications and Actions: DLT can handle violations (e.g., drop rows, fail the pipeline, or log them for review) in an automated way.
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