01Implementation of idempotent and incremental loading strategies to prevent data duplication
02Architectural selection between batch, streaming, and hybrid Lambda/Kappa patterns
03Multi-stage data quality validation for completeness, freshness, and integrity
04Optimization for modern orchestration tools like Airflow, Dagster, and dbt
05Comprehensive error handling design including retries with backoff and dead-letter queues
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