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Insight Interview Questions

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

50questions
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1
SQL & Data ManipulationStart here. 3 questions + 2 drills · ~45 min
2
Pipelines5 questions · ~42 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityIInsight
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3
Finance & Accounting5 questions · ~42 min
Month-End Close ProcessHard

Explain a controlled month-end close, including reconciliations, accruals, variance analysis, review, and GAAP financial statement completion.

Accounting FundamentalsFinancial Statementsfinancial processesIInsight
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4
A/B Testing & Experimentation3 questions · ~25 min
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingIInsight
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5
System Design6 questions · ~50 min
Design an LLM Serving PlatformHard

Design an LLM serving system that balances latency, cost, scalability, and safety for production traffic.

Cold StartFeature StoreModel ServingIInsight
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6
Product Sense3 questions · ~25 min
General Experience OverviewEasy

Summarize relevant product experience, emphasizing user needs, decisions, outcomes, and lessons learned.

User Needsproduct developmentproduct discoveryIInsight
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7
More topics25 questions · ~208 min
Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement MetricsIInsight
Fix Hallucinations in RAG AnswersEasy

Reduce hallucinations in a RAG system even when retrieval is already correct, using grounding, verification, and evaluation.

IInsight
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.