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Updated weekly · Last refresh Aug 30

Luxoft India Data Engineer Interview Questions

The questions to prepare for a Luxoft India Data Engineer interview. Questions from real interview reports rank first. Updated weekly.

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1
PipelinesStart here. 10 questions · ~80 min
Handle PySpark Data SkewMedium

Approach for detecting and mitigating skew in PySpark pipelines using partitioning, join strategies, and runtime monitoring.

Data Qualitypysparkdata skewnessLuxoft India
Choose Delta for Lakehouse PipelinesEasy

Design a Databricks lakehouse pipeline and defend choosing Delta Lake over Iceberg and Hudi for mixed batch and streaming workloads.

Luxoft India
Data Quality and Schema EvolutionMedium

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

schema evolutionData ModelingQualityLuxoft India
Secrets Management Across Hybrid PipelinesMedium

Approach for managing secrets across hybrid cloud and factory floor pipeline environments.

InfrastructureSecurityCloudLuxoft India
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2
SQL & Data Manipulation6 questions + 3 drills · ~78 min
Clustered vs Non-Clustered IndexesMedium

Explain how clustered and non-clustered indexes differ in storage, lookup behavior, and query performance.

JoinsData WranglingLuxoft India
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 ByLuxoft India
Handling Slowly Changing DimensionsMedium

Tests modeling choices for historical tracking and overwrite semantics in dimensional data.

data integritydimensionsData ModelingLuxoft India
Second Highest Without AggregatesHard
Practice
Recently asked
Practice drill

Find the second highest salary in each department without using aggregate functions.

SubqueriesRankingSelf-JoinsCredit GenieDevoteamCisco Restaurant + Bar
Monthly Sales Aggregation by Product CategoryEasy
Practice
Practice drill

Aggregate monthly sales totals by product category using JOINs, GROUP BY, and date formatting.

WalgreensRevLatentView Analytics
Top Customers by Net SalesMedium
Practice
Practice drill

Compute top 10 customers by net sales using joins and aggregations, ordering by revenue with deterministic tie-breaking.

SubqueriesJoinsData WranglingGain DigitalTCSZest AI
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3
Behavioral & Leadership4 questions · ~32 min
Explaining Technical Trade-offs ClearlyMedium

Tests whether you can translate complex engineering trade-offs into clear business decisions for non-technical stakeholders.

technical communicationTrade-offsStakeholder ManagementLuxoft India
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The finish line: interview-readyComplete all 20 questions plus 3 hands-on drills to finish this plan.