Top 17
Prep plan
Updated weekly · Last refresh Oct 17

Version 1 Data Engineer Interview Questions

The questions to prepare for a Version 1 Data Engineer interview. Questions from real interview reports rank first. Updated daily.

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~2htotal time
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1
PipelinesStart here. 5 questions · ~40 min
Preferred ETL and Transformation ToolsEasy

Explain your preferred extraction and transformation stack, and the reasoning behind those tool choices.

ToolsETLELTVersion 1
Data Quality and Schema EvolutionMedium

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

schema evolutionData ModelingQualityVersion 1
Designing Tables for BillionsHard

Evaluates your data modeling and scalability approach for very large datasets.

Version 1
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2
SQL & Data Manipulation6 questions + 3 drills · ~78 min
Star vs Snowflake for Sales AnalyticsMedium

Compare star and snowflake schemas for warehouse design, including trade-offs in normalization, query simplicity, and analytics performance.

JoinsData WranglingGroup ByVersion 1
Clarifying SQL and PipelinesMedium

Assesses your practical command of SQL, pipelines, and Python for data engineering tasks.

data pipelinesqlpythonVersion 1
SQL vs NoSQL TradeoffsMedium

Evaluates your understanding of data storage tradeoffs and appropriate technology selection.

nosqlsqldatabase conceptsVersion 1
Using Columnstore IndexesMedium

Tests your ability to apply columnstore indexing to speed up analytical workloads.

sqlVersion 1
Optimizing Poorly Performing SQLHard
Practice
Practice drill

Optimize a PostgreSQL reporting query by reducing scanned rows, preserving unmatched records, and selecting the latest related review efficiently.

database optimizationlarge datasetsperformancePPriority Technology Holdings, LLCZillowOne
Join Types and Lake vs WarehouseMedium
Practice
Practice drill

Explain LEFT JOIN behavior and compare data lakes with data warehouses using a concise SQL example.

null handlingJoinssqlCA Firm in KolkataPwC IndiaPwC
Optimize Complex SQL JoinsHard
Practice
Practice drill

Optimize a multi-table PostgreSQL query that identifies each Scale AI user's latest approved annotation activity.

database optimizationlarge datasetsJoinsSScale Ai
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3
Behavioral & Leadership6 questions · ~48 min
Motivation and Learning in Data EngineeringEasy

Tests intrinsic motivation for data engineering and whether the candidate turns continuous learning into practical impact.

CommunicationLeadershipOwnershipVersion 1
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The finish line: interview-readyComplete all 17 questions plus 3 hands-on drills to finish this plan.