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Akraya Interview Questions

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

50questions
~7htotal time
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1
MetricsStart here. 5 questions · ~40 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 IndicatorsAkraya
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2
Execution13 questions · ~104 min
Handle Conflict Within Your TeamEasy

Explain how you handle team conflict while keeping delivery on track and maintaining trust across stakeholders.

Trade-offsRisk AssessmentScope ManagementAkraya
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3
Strategy3 questions · ~24 min
Tell Me About YourselfEasy

Tests your ability to deliver a clear, relevant introduction tailored to the role at Aqr.

Competitive AnalysisGo-to-MarketAkraya
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4
Product Sense6 questions · ~48 min
Align Product With User NeedsMedium

A framework for connecting user needs to business goals, then making product decisions with clear trade-offs and measurable outcomes.

User NeedsValue PropositionProduct VisionAkraya
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5
Coding7 questions · ~56 min
Data Structure Trade-offsMedium

Tests your ability to choose appropriate data structures based on constraints and performance needs.

Linked ListsArraysData StructuresAkraya
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6
Behavioral & Leadership12 questions · ~96 min
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7
More topics4 questions · ~32 min
Cleaning Messy Campaign DataEasy

Explain how to clean messy campaign data using SQL with validation, NULL handling, and structured transformation steps.

null handlingData Wranglingdata integrityAkraya
A/B Testing Setup ProcessMedium

Tests your experimental design, instrumentation, and decision-making for marketing content tests.

experiment designdigital marketingA/B TestingAkraya
Basic Data Analytics FundamentalsEasy

Evaluates your understanding of core data analytics concepts and problem-solving process.

Akraya
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
Impute Sparse Assessment ScoresHard
Practice
Practice drill

Use CTEs, joins, CASE, and null handling to clean sparse assessment scores and impute missing values per question.

null handlingData Wranglingdata integrityMercor
Flag Incomplete Campaign TrackingMedium
Practice
Practice drill

Use joins, CTEs, CASE, and null handling to quantify missing tracking data by campaign and channel.

null handlingData Wranglingdata integrityArthur J. Gallagher &
Clean Vehicle Delivery Timeline RecordsMedium
Practice
Practice drill

Use a CTE, joins, and ROW_NUMBER to deduplicate raw delivery events and flag missing milestone dates in vehicle delivery timelines.

null handlingData Wranglingdata integrityLucid Motors
The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.