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Amazon Robotics Data Analyst Interview Questions

The questions to prepare for a Amazon Robotics Data Analyst interview. Questions from real interview reports rank first. Updated weekly.

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1
SQL & Data ManipulationStart here. 8 questions + 2 drills · ~89 min
Rolling 7-Day System Error AverageMedium
Practice

Calculate a rolling 7-day average of system error counts using window functions and date-based aggregation.

Window FunctionsDate FunctionsRunning TotalsAmazon Robotics
Window Ranking in Ticket QueuesMedium

Explain SQL window functions and when to use ROW_NUMBER() versus DENSE_RANK() for ranked ticket analysis.

Window FunctionsRankingrow_numberAmazon Robotics
Explain Full Outer vs Left JoinMedium

Explain how FULL OUTER JOIN and LEFT JOIN differ when reconciling customer records across systems.

JoinsData WranglingCase WhenAmazon Robotics
Top Daily Rides by VehicleMedium
Practice
Practice drill

Rank the top 3 completed rides per vehicle per day using joins, a CTE, and ROW_NUMBER.

Window FunctionsJoinsData WranglingWaymo
Deduplicate Out-of-Order Replication EventsMedium
Practice
Practice drill

Use ROW_NUMBER() to keep the earliest created_at 'Repl created' per entity and return out-of-order duplicates to delete.

Window FunctionsSubqueriesJoinsReplitQuantcast
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2
Behavioral & Leadership6 questions · ~52 min
Missing a Critical Project DeadlineMedium

Tests ownership after a missed deadline, including stakeholder communication, recovery actions, and self-reflection on planning mistakes.

resiliencefeedbackOwnershipAmazon Robotics
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3
More topics4 questions · ~35 min
Design Throughput Bottleneck DashboardMedium

Tests dashboard design, metric selection, and bottleneck identification for Amazon Robotics operations.

throughputdashboard designbottlenecksAmazon Robotics
Parse Robot Error Logs with PythonMedium

Tests Python ETL skills for transforming unstructured robot logs into structured daily summaries.

log parsingData WranglingAutomationAmazon Robotics
Diagnose Pick-and-Pack DropMedium

Tests metric triage and data-driven root-cause investigation for fulfillment efficiency at Amazon Robotics.

root causeefficiencyDiagnosisAmazon Robotics
Handle Missing and Duplicate Sensor DataMedium

Tests data quality handling strategies for large-scale sensor datasets in Amazon Robotics.

Data QualityData WranglingReconciliationAmazon Robotics

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