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Data Warehouse Info

A practitioner's reference for analytical data warehousing.

Reference Articles · Technique Deep-Dives · Courses · Glossary
A Reference For Working Engineers

The patterns that survive the platform underneath.

A vendor-neutral practitioner's reference for analytical data warehousing. Pillar articles on the eight topics we cover in depth, technique deep-dives on the specific moves that determine whether a warehouse holds up in production, and a working glossary that defines the vocabulary as it's actually used.

Topics8 clusters

The eight subjects this publication covers.

Each topic groups the pillar article, the technique deep-dives, the comparisons, and the glossary entries that develop the subject.

01

Warehouse Fundamentals

What a data warehouse is, the architectural patterns, the relationship to lakes and lakehouses, and where the warehouse sits in the modern data stack.

29 entries

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02

Dimensional Modeling

Star schemas, fact and dimension tables, grain, surrogate keys, slowly changing dimensions, and the design choices that determine whether a model holds up in production.

23 entries

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03

Data Vault Modeling

Hubs, links, satellites, the data vault philosophy, and when the vault is the right model for an integration-heavy warehouse.

7 entries

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04

Loading and Operations

ETL versus ELT, change data capture, incremental loading, watermarking, idempotency, and the operational disciplines that keep production warehouses correct.

29 entries

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05

Modern Warehouse Platforms

Snowflake, BigQuery, Redshift, Databricks, and the platform-level trade-offs that shape how a warehouse is built on top of them.

14 entries

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06

Warehouse Automation

Model-driven generation, metadata-driven pipelines, the design-time-versus-runtime question, and where automation actually moves the needle.

13 entries

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07

Analytics Modeling

Modeling for OLAP, semantic layers, metric definitions, and the relationship between warehouse modeling and the BI tools that sit on top.

1 entry

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08

Agentic Warehouse Engineering

Building and operating analytical warehouses with AI coding agents: where agents earn their keep, where warehouse code fails silently, and the review and governance the speed creates demand for.

3 entries

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Courses

Free, video-based courses on data warehousing and data modeling.

The first course, Data Warehouse Fundamentals, is in production: six lessons, about an hour, written notes free on the site.

Explore the courses