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LiveRamp Interview Questions

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

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1
SQL & Data ManipulationStart here. 5 questions + 2 drills · ~69 min
2
Coding5 questions · ~49 min
Merge Two Sorted Linked ListsEasy
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Merge two sorted singly linked lists into one sorted list by relinking existing nodes.

RecursionLinked ListsSortingLiveRamp
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3
Execution6 questions · ~58 min
Resolve Conflict During Platform DeliveryEasy

Explain how you resolved a team conflict that was affecting execution, alignment, and delivery.

Trade-offsRisk AssessmentLiveRamp
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4
Product Sense5 questions · ~49 min
Prioritize Features for a New ProductMedium

A framework for deciding which features should ship first when building a new product.

Feature PrioritizationUser Needsproduct developmentLiveRamp
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5
Pipelines6 questions · ~58 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityLiveRamp
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6
Machine Learning4 questions · ~39 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 TradeoffLiveRamp
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7
More topics19 questions · ~185 min
Using Metrics to Drive DecisionsEasy

Explain how you used a KPI and supporting metrics to diagnose a product issue and make a concrete product decision.

Funnel AnalysisKPIsLeading IndicatorsLiveRamp
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 MismatchLiveRamp
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