Top 29
Prep plan
Updated weekly · Last refresh Oct 17

Canonical Data Engineer Interview Questions

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

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1
PipelinesStart here. 13 questions · ~110 min
Structured vs Unstructured DataEasy

Explain how structured and unstructured data differ, and why that matters for pipeline design and downstream processing.

ETLData ModelingQualityCanonical
Diagnose an Integration Pipeline IssueMedium

Structured approach to diagnose failures in an ETL integration, from source extraction through orchestration, data quality, and idempotent recovery.

ToolsDependenciesQualityCanonical
Real-Time Dashboard Data PipelineMedium

Design a streaming pipeline that keeps dashboard data fresh and accurate for operational reporting.

InfrastructureStream ProcessingOrchestrationCanonical
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2
Coding3 questions · ~25 min
Time Complexity of Sorting AlgorithmsEasy

Compare common sorting algorithms by best, average, and worst-case time complexity and explain when each is appropriate.

MathArraysSortingCanonical
Moving Average CalculationMedium

Tests ability to implement windowed calculations correctly and efficiently.

MathArraysSliding WindowCanonical
Python Data DeduplicationMedium

Tests ability to design and implement deduplication logic in Python.

Hash TablesStringsSortingCanonical
3
Behavioral & Leadership11 questions · ~93 min
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4
More topics2 questions · ~17 min
SQL Top 10 Products by SalesEasy
Practice

Aggregate completed SMX product sales and return the top 10 products by units sold.

RankingGroup ByAggregationsCanonical
Optimize a Slow SQL QueryMedium

Tests SQL performance troubleshooting using explain plans, indexing, and query rewrites.

Joinsquery optimizationAggregationsCanonical

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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 29 questions plus 2 hands-on drills to finish this plan.