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Tagged with pipelines

2 cards

ETL / Data Engineering Easy Theory

Batch vs streaming

Batch processes chunks on a schedule, while streaming processes events continuously with low latency.

  • Batch is simpler
  • Streaming lowers freshness delay
  • Trade latency for complexity

Batch vs streaming

ETL / Data Engineering Easy Theory

ETL vs ELT

ETL transforms before loading, while ELT loads raw data first and transforms inside the warehouse later.

  • ETL fits strict downstream schemas
  • ELT fits scalable warehouses
  • Tooling and cost model differ

ETL vs ELT