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APS Interview Questions

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

50questions
~7htotal time
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1
CodingStart here. 7 questions · ~62 min
2
Pipelines8 questions · ~70 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityAPS
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3
Execution13 questions · ~114 min
Balancing Speed Quality and ScopeHard

Describe a time you had to choose between speed, quality, and scope, and how you aligned stakeholders around the trade-off.

Trade-offsRisk AssessmentScope ManagementAPS
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4
Metrics3 questions · ~26 min
Operational Efficiency Metrics FrameworkMedium

Define a practical KPI set for tracking operational efficiency across volume, speed, quality, and cost.

KPIsLeading IndicatorsDiagnosisAPS
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5
System Design7 questions · ~62 min
Design a Highly Available ML Serving PlatformMedium

Design a distributed ML serving platform that stays available and scales under failures, traffic spikes, and model updates.

distributed systemsscalabilityhigh availabilityAPS
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6
SQL & Data Manipulation6 questions + 3 drills · ~83 min
7
More topics6 questions · ~53 min
Improve Ad ViewabilityMedium

Tests product thinking and system changes to improve ad viewability outcomes.

User NeedsValue PropositionPain PointsAPS
Diagnose Declining Ad RevenueHard

Tests structured troubleshooting and metrics-driven diagnosis for digital publishing revenue.

EstimationCompetitive AnalysisGrowth StrategyAPS
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The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.