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One Big Table Engineering Guides

Engineering guides, architecture patterns, and production implementations focused on One Big Table.

1 published publications•All Articles

Replacing Complex SQL Joins with Denormalization: Optimizing Columnar Storage Engines

Why 3rd Normal Form relational schemas choke columnar OLAP databases like ClickHouse and BigQuery: analyzing distributed in-memory hash join bottlenecks, the columnar compression paradox of redundant strings, and how Wide Denormalized Tables (OBT) unlock 450x faster queries with 99% less RAM.

#Analytics & BI #ClickHouse #SQL Optimization #Columnar Storage

9/28/2026

18 min

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