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Ayesa Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 3 questions + 2 drills · ~46 min
Handling Missing DataMedium
Practice

Standardize missing observation fields with fallback values, missingness flags, and ordered output.

Window Functionsmissing valuesdata cleaningAyesa
Monthly Sales Trends by CategoryMedium
Practice
Practice drill

Aggregate monthly sales by product category and use LAG to calculate month-over-month changes.

InfrastructureToolsData WranglingTotal Wine & MoreInc.Benjamin Moore
Cleaning a Messy DatasetMedium
Practice
Practice drill

Filter invalid game events and normalize event names using PostgreSQL string and null handling.

missing valuesdata cleaningnull handlingQuantiumScopelyCarvana
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2
Coding9 questions · ~79 min
Cycle Detection in Directed GraphMedium
Practice

Use DFS coloring to detect circular dependencies in Altruist transaction flows.

RecursionTreesGraphsAyesa
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3
Execution15 questions · ~132 min
Explain Technical Trade-offs ClearlyEasy

Explain technical trade-offs to non-technical stakeholders in a way that drives alignment and decision-making.

Trade-offsSuccess CriteriaRisk AssessmentAyesa
Handle Scope Creep Mid-ProjectMedium

Explain how you would manage scope creep without damaging stakeholder trust or putting delivery at risk.

Trade-offsRisk AssessmentScope ManagementAyesa
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4
Pipelines11 questions · ~97 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityAyesa
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5
Metrics3 questions · ~26 min
Build a Marketing KPI DashboardMedium

Design a dashboard that connects campaign activity, funnel conversion, and acquisition efficiency to business outcomes.

North Star MetricKPIsLeading IndicatorsAyesa
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6
System Design4 questions · ~35 min
Error Handling, Logging, ValidationMedium

Tests reliability practices across layers, including observability and defensive validation.

error handlingAyesa
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7
More topics5 questions · ~44 min
Estimating Permitting EffortEasy

Tests your ability to scope permitting work and plan resources for Ayesa client delivery.

EstimationMarket SizingAyesa
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.