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Updated weekly · Last refresh Aug 30

Sift Interview Questions

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

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1
SQL & Data ManipulationStart here. 3 questions + 2 drills · ~47 min
2
Coding10 questions · ~90 min
Binary Tree Level Order TraversalEasy
Practice

Traverse a binary tree level by level using a queue-based breadth-first search.

QueueTreesSift
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3
System Design10 questions · ~90 min
Design Feature Drift Monitoring SystemHard

Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.

Feature StoreFeature DriftModel ServingSift
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4
Machine Learning6 questions · ~54 min
Extreme Imbalance in Fraud DetectionMedium

Handle rare positive labels in ad fraud detection with the right sampling, loss design, validation, and thresholding strategy.

Feature Engineeringmodel trainingClass ImbalanceSift
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5
Pipelines3 questions · ~27 min
Design Real-Time IoT Sensor PipelineHard

Design a real-time IoT telemetry pipeline processing 180K sensor events/sec with <10s latency, replayability, data quality checks, and warehouse delivery.

InfrastructureStream ProcessingDependenciesSift
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6
Product Sense4 questions · ~36 min
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7
More topics14 questions · ~126 min
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisSift
A/B Test With Peeking and NoveltyHard

Tests rigorous experimentation practices, including bias control for peeking and novelty effects.

experiment designPeekingNovelty EffectSift
Probability of False Positive AlertMedium

Tests Bayesian reasoning and probability calculations for interpreting fraud alert performance.

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