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Updated weekly · Last refresh Sep 12

Top 50 data ingestion Interview Questions

The most frequently asked data ingestion questions across all roles and companies, ranked by real interview frequency. Updated daily.

50questions
~7htotal time
30companies covered
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1
System DesignStart here. 41 questions · ~328 min
Design an Edge Case Mining PipelineHard
Recently asked

Design an ML pipeline that mines rare autonomous driving edge cases from fleet logs and prioritizes high value segments for labeling.

fleet dataactive learningdata ingestionWeride.AiWaymoZoox
Text Cleaning and Next-Word PredictionHard

Clean a text corpus and design an end-to-end system that predicts probable next words.

Feature Driftdata ingestionml inferenceApple
Explain Lakehouse ConceptsHard
Recently asked

Explain how CSV, Delta Lake, the Lakehouse, serverless compute, and clusters fit together in Databricks.

cloud architecturetechnical conceptsdata ingestionDatabricks
How Would You Design a Data PlatformHard
Recently asked

Design a Databricks-based data platform that supports reliable ingestion, ML training, feature serving, governance, and production inference.

data securityFeature Storedata ingestionDatabricks
Asynchronous Streaming Pipeline ArchitectureHard
Recently asked

Design a resilient Kafka and Spark pipeline with durable ingestion, stream processing, replay, observability, and optional ML inference.

kafkadistributed systemsdata ingestionApple
10-Min Data Ingestion DesignMedium

Design a Databricks pipeline to ingest third-party data, clean it, and refresh business reports every 10 minutes.

distributed systemsdata ingestiondesignDatabricks
DWH for Employee Hours and HeadcountHard

Design a data warehouse for employee hours, headcount, and hiring and attrition metrics by department and building.

enterprise architecturedata ingestiondata streamsAmazon Web Services
Repair Delta Log LossMedium

Design a recovery approach for a Delta Lake table when a transaction log file is deleted.

distributed systemsdata ingestionfailure modesDatabricks
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Pipelines6 questions · ~48 min
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More topics3 questions · ~24 min
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.