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Top 50 production Interview Questions

The most frequently asked production questions across all roles and companies, ranked by real interview frequency. Updated daily.

50questions
~7htotal time
239companies covered
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1
Model EvaluationStart here. 4 questions · ~36 min
Evaluating LLMs in ProductionHard
Recently asked

Design a practical framework for comparing LLM quality, reliability, latency, cost, and safety in production.

performance evaluationevaluation metricsMetricsExtreme NetworksWEXBBiz4Group
LLM Production Evaluation MetricsHard
Recently asked

Select and justify the evaluation metrics needed to move an LLM from prototype testing to reliable production monitoring.

evaluation metricsMetricsModel MetricsIInter-American Development BankMMaibornWolffAAstemo Americas
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2
Machine Learning10 questions · ~89 min
Handling Imbalanced Data in ProductionHard
Recently asked

Design a production strategy for training, evaluating, thresholding, and monitoring models on imbalanced classification data.

model performancedata driftModel EvaluationLLuxuryEscapesCGIStellantis
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3
Execution10 questions · ~89 min
Debugging Production Performance BottlenecksHard

Explain a structured process for diagnosing, mitigating, and preventing production performance bottlenecks.

error ratealertingperformance optimizationDeutsche BankIInteractive beesProcom
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4
Behavioral & Leadership8 questions · ~71 min
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5
Pipelines3 questions · ~27 min
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6
System Design7 questions · ~62 min
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7
More topics8 questions · ~71 min
Debugging Production Memory LeaksHard
Practice

Identify allocation categories with sustained growth across production memory snapshots.

memory leakandroidData StructuresUpworkCapital Technology GroupWarner Bros. Discovery
Manage schema migrations at scaleMedium
Practice
Recently asked

Report the latest production migration status, duration, and failed steps for every service.

schema migrationsdatabase managementdata migrationOpenAI
State Management Trade-OffsMedium
Practice

Rank Redux Toolkit, Zustand, and Context API by production requirements using a weighted trade-off model.

Codingclean codereactKikoff
Debugging Production IssuesHard
Recently asked

Evaluates a disciplined production-debugging process from incident detection through root-cause validation and prevention.

Debuggingtechnical fundamentalsRuntime PerformanceEEnlyteEEasyshipSSKF USA
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