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Updated weekly · Last refresh Oct 17

Bain & Data Engineer Interview Questions

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

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1
SQL & Data ManipulationStart here. 15 questions · ~134 min
Identify Duplicate Records in SQLEasy
Practice

Find repeated Bain contact emails using GROUP BY and HAVING while excluding NULL identifiers.

RankingData WranglingBain &
Second Highest Trader SalaryEasy
Practice

Find the second highest distinct salary from a single table using basic PostgreSQL ordering and limiting.

SubqueriesRankingSortingBain &
Classify Orders with CASE WHENEasy

Explain how CASE WHEN adds conditional logic to SQL queries for labeling, transforming, and aggregating data.

Data WranglingCase WhenAggregationsBain &
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2
Pipelines16 questions · ~143 min
Monitor a Mission Critical PipelineMedium

Design a monitoring and alerting approach for a mission critical pipeline, covering system health, data quality, and operational response.

InfrastructureToolsQualityBain &
Cloud Storage in Data PipelinesEasy

Discuss how cloud storage fits into ETL pipelines, including staging, data quality, and operational monitoring.

InfrastructureETLBain &
Handle Incomplete Pipeline DataMedium

Approach for handling missing, inconsistent, and duplicate data in a pipeline without breaking downstream analytics.

Data WranglingETLQualityBain &
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3
Coding15 questions · ~134 min
Two Pointers for Ordered DataEasy

Evaluates algorithmic thinking for efficient processing of ordered data.

ArraysSortingTwo PointersBain &
Top-K Scheduling with HeapsMedium

Evaluates ability to use heaps for efficient scheduling or top-k selection.

SortingGreedyHeapBain &
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4
Behavioral & Leadership4 questions · ~36 min
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