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Steampunk Interview Questions

The questions to prepare for Steampunk interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 6 questions · ~48 min
2
Pipelines6 questions · ~48 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualitySteampunk
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3
Execution6 questions · ~48 min
Adapting to Changing RequirementsEasy
Recently asked

Describe how you adapted when project requirements or the expected format changed midstream.

Trade-offsRisk AssessmentScope ManagementSteampunk
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4
Model Evaluation4 questions · ~32 min
Choose the Right Classification MetricMedium

Explain when to use precision, recall, F1, or ROC-AUC for a classification model.

PrecisionAUC-ROCRecallSteampunk
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5
System Design5 questions · ~40 min
Choose Online vs Batch ServingHard

Choose an architecture for model inference, comparing online and batch serving for a production ML system.

InfrastructureTrade-offsModel ServingSteampunk
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6
Coding5 questions · ~40 min
Safe Legacy Code Refactoring StrategyEasy

Explain a safe, incremental strategy to refactor legacy code with no tests by first capturing current behavior and reducing change risk.

RecursionArraysStringsSteampunk
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7
More topics18 questions · ~145 min
Define Success Metrics for FeaturesMedium
Recently asked

Set a clear north star, supporting KPIs, leading indicators, and guardrails for a new product feature.

North Star MetricLagging IndicatorsKPIsSteampunk
Build a User Feedback ProcessEasy
Recently asked

A structured approach for gathering user feedback, synthesizing it, and turning it into product decisions.

User ResearchUser NeedsPain PointsSteampunk
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.