Core concept
Parallel via MapReduce. Split by column. Incremental via last-value.
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How it works
Sqoop moved to Attic 2021. Alternatives: Spark JDBC, Debezium CDC, native connectors.
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Trade-offs + gotchas
Legacy ingestion pipelines. Batch ETL from RDBMS.