Top 22
Prep plan
Updated weekly · Last refresh Oct 17

Hays Data Engineer Interview Questions

The questions to prepare for a Hays Data Engineer interview. Questions from real interview reports rank first. Updated daily.

22questions
~3htotal time
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1
PipelinesStart here. 13 questions · ~115 min
Describe a Complex Transformation PipelineMedium

Explain a complex ETL transformation you built, including the main challenges and how you handled them.

ETLData ModelingQualityHays
ETL vs ELT Trade-offsEasy

Compare ETL and ELT, and explain when ELT is the better pipeline pattern.

ETLELTData ModelingHays
Handling Missing Data in PipelinesMedium

Approach for handling missing data in an ML data pipeline, including validation, imputation, and safe downstream consumption.

InfrastructureETLBatch ProcessingHays
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2
SQL & Data Manipulation3 questions + 3 drills · ~57 min
3
Behavioral & Leadership4 questions · ~35 min
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4
More topics2 questions · ~18 min
Optimizing Python for Large DatasetsMedium

Tests performance optimization skills for Python data processing workloads.

Hash TablesArraysSortingHays
Efficient Python Dataset ProcessingMedium
Practice

Aggregate values by key in a large dataset and return the top keys using hash-based grouping and efficient ordering.

Hash TablesaggregationArraysHays

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