Top 16
Prep plan
Updated weekly · Last refresh Aug 30
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Sonata Data Analyst Interview Questions

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

16questions
~2htotal time
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1
SQL & Data ManipulationStart here. 7 questions + 2 drills · ~81 min
Top Customers by Last-Quarter SpendMedium
Practice

Join customers and transactions, filter to the previous quarter, aggregate spend, and return the top three customers by total spend.

Date FunctionsJoinsAggregationsSSonata
Customer Orders: LEFT vs INNER JOINEasy

Explain how INNER JOIN and LEFT JOIN differ, and when to use each for matched-only versus all-left-row analysis.

JoinsData WranglingGroup BySSonata
Handling Missing and Dirty SQL DataMedium

Explain how to profile, clean, and standardize missing or dirty data before analysis.

Data WranglingCase WhenQualitySSonata
Ensuring Integrity Across Data SourcesEasy

Explain practical SQL techniques to preserve data integrity when combining multiple data sources.

JoinsData WranglingCase WhenSSonata
Autonomous vs Manual Drive TimeHard
Practice
Practice drill

Compute per-vehicle daily autonomous vs manual seconds from state-change logs using LEAD and conditional aggregation.

JoinsData WranglingGroup By
Top Customers by Net SalesMedium
Practice
Practice drill

Compute top 10 customers by net sales using joins and aggregations, ordering by revenue with deterministic tie-breaking.

SubqueriesJoinsData WranglingGain DigitalTCSZest AI
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2
Metrics3 questions · ~26 min
Auditing a Billing DiscrepancyMedium

Evaluates your approach to validating data, definitions, and calculations for billing issues.

SSonata
Investigating KPI DropMedium

Assesses structured troubleshooting and root-cause analysis for metric anomalies.

Data Analysisperformance metricsSSonata
Data Trend Driving Process ChangeMedium

Assesses your ability to translate insights into actionable business improvements.

SSonata

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3
Behavioral & Leadership6 questions · ~53 min
Explaining a Technical Concept ClearlyEasy
Recently asked

Tests communication, ownership, and stakeholder management when translating technical complexity into actionable business understanding.

Problem SolvingData Structurestechnical fundamentalsSSonata
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The finish line: interview-readyComplete all 16 questions plus 2 hands-on drills to finish this plan.