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4 docs tagged with "DWH"

Data warehouse architecture and standards

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Dimensional Modeling

Dimensional modeling is the standard technique for structuring data warehouses for analytical queries. It organizes data into fact tables and dimension tables to optimize read performance and business usability.

Fact Table Design

Fact tables are the core of any dimensional model. Their design directly impacts query performance, storage efficiency, and analytical flexibility.

Lakehouse, Warehouse, DWH Structure

This document defines enterprise-grade, scalable, and cost-efficient standards for a PySpark + S3 Iceberg + Snowflake External Volume + dbt architecture.

Slowly Changing Dimensions (SCD)

Slowly Changing Dimensions (SCD) handle the problem of dimension attributes that change over time. The chosen SCD type determines how historical values are preserved or overwritten.