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Upgrade Interview Questions

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

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1
ExecutionStart here. 6 questions · ~49 min
2
Metrics6 questions · ~49 min
Choose Product Success KPIsEasy

Define a practical KPI set for product success, balancing a north star metric with leading indicators.

North Star MetricKPIsLeading IndicatorsUpgrade
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3
A/B Testing & Experimentation3 questions · ~24 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchUpgrade
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4
Product Sense5 questions · ~41 min
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueUpgrade
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5
Machine Learning6 questions · ~49 min
Handle Highly Imbalanced ClassesMedium

Build a classifier for a highly imbalanced dataset and choose training and evaluation methods that surface rare positives.

Cross-ValidationFeature EngineeringSupervised LearningUpgrade
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6
SQL & Data Manipulation3 questions + 3 drills · ~54 min
7
More topics21 questions · ~171 min
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceUpgrade
Build Idempotent Payment API PipelineEasy
Recently asked

Design an idempotent payment API and ETL pipeline that prevents duplicate charges during retries while publishing exactly-once payment events downstream.

InfrastructureIdempotencyQualityUpgrade
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