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VTG Interview Questions

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

50questions
~9htotal time
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1
CodingStart here. 5 questions · ~51 min
2
SQL & Data Manipulation5 questions + 1 drill · ~61 min
3
Pipelines5 questions · ~51 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityVTG
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4
Execution6 questions · ~62 min
Handling a Critical Production BugEasy

Describe how you handled discovery, escalation, triage, and containment of a critical bug under release pressure.

Trade-offsSuccess CriteriaRisk AssessmentVTG
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5
Machine Learning5 questions · ~51 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffVTG
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6
Metrics5 questions · ~51 min
Using Dashboards to Read KPIsEasy

Explain how visualization tools help analysts track KPIs, spot patterns, and support decisions.

KPIsData WranglingDiagnosisVTG
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7
More topics19 questions · ~195 min
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallVTG
A/B Testing for Product FeaturesMedium

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingVTG
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The finish line: interview-readyComplete all 50 questions plus 1 hands-on drill to finish this plan.