Top 14
Prep plan
Updated weekly · Last refresh Sep 22
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Horizontal Data Engineer Interview Questions

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

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1
PipelinesStart here. 5 questions · ~40 min
Handle Late Data in BatchMedium

Approach for handling late-arriving records in a batch ETL pipeline without breaking correctness or forcing full reloads.

Batch ProcessingIdempotencyDependenciesHHorizontal
Batch vs Stream Processing Trade-offsMedium

Compare batch and stream processing across latency, complexity, cost, and data quality in a modern analytics pipeline.

InfrastructureStream ProcessingETLHHorizontal
Data Quality and Schema EvolutionMedium

Approach for handling schema changes and data quality checks in a high-volume data lake pipeline.

schema evolutionData ModelingQualityHHorizontal
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2
System Design5 questions · ~40 min
Tracking User Activity LogsHard

Evaluates system design skills for reliable, scalable event logging and data modeling across platforms.

system designscalabilitydata architectureHHorizontal
Choosing Data Storage SolutionsMedium

Evaluates decision-making across performance, cost, governance, and operational constraints.

data managementarchitecturedata storageHHorizontal
Handling Sudden Data SpikesHard

Assesses resilience and scalability strategies for bursty workloads in data pipelines.

data pipelinescalabilityarchitectureHHorizontal
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3
Behavioral & Leadership3 questions · ~24 min
Troubleshooting a High-Stakes Data IssueMedium

Tests ownership in diagnosing a data issue, communicating clearly under pressure, and driving a durable fix with measurable impact.

CommunicationOwnershipDealing With AmbiguityHHorizontal
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4
More topics1 question · ~8 min
Optimizing Slow SQL QueriesMedium

Tests query tuning skills, including indexing, execution plans, and performance diagnostics.

performanceHHorizontal
Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 14 questions plus 3 hands-on drills to finish this plan.