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Batch Pipeline with Airflow and Spark

HardSystem Design00:00
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Your question is Batch Pipeline with Airflow and Spark. Take a moment with it on the right.

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Problem

Walk through how you would build a batch pipeline using Airflow, Spark, and S3, including retries, monitoring, and schema validation

Asked in the Round 2: Data Pipeline Design stage. Candidate proposed this design and discussed it in depth.

Explain the end-to-end design, including orchestration, data layout, Spark processing, validation, failure recovery, observability, and safe reruns. Be explicit about assumptions, idempotency, data-quality failures, and how you would prevent partial or corrupted outputs.