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Conceptual Every Record Counts: Data Engineering for Backend Engineers

Part 1: "Three Houses for Data" — Warehouse, Lake, Lakehouse

Rohan wants a bigger read replica. Ingrid runs an experiment instead: six million sales lines in PostgreSQL, a folder of Parquet files and an Iceberg table, the same questions asked of each and one row corrected in each. OLTP vs OLAP, row vs column storage, and how warehouses, lakes and lakehouses differ.

© 2026 Titas Biswas

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