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Data Architecture & Strategy

103 posts filed under Data Architecture & Strategy.

May 16, 2026 Data Architecture & Strategy

Contract-First Data For Cross-Team Handoffs

Most cross-team data fights are caused by an undocumented assumption upstream.

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May 15, 2026 Data Architecture & Strategy

Orchestration Tool Audit For Small Data Teams

Two-engineer data teams keep picking Airflow because it's "industry standard." Six months in, half the DAGs are commented out.

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May 14, 2026 Data Architecture & Strategy

Semantic Layer Is A Consistency Tool, Not A Speed Tool

A semantic layer is a consistency tool. Most teams buy it for speed and end up disappointed.

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May 13, 2026 Data Architecture & Strategy

Software Modernization Is Not Architectural Modernization

Software modernization and architectural modernization are different problems with different fixes.

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May 9, 2026 Data Architecture & Strategy

The Data Product Canvas (One-Page Definition)

An empty "consumers" field is the signal to deprecate the asset. Most teams ignore it.

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May 7, 2026 Data Architecture & Strategy

Data Platform Maturity Model (5 Stages)

Your data platform is at stage 2. You're copying stage 5 patterns. That's why it's breaking.

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May 6, 2026 Data Architecture & Strategy

When You Actually Need a Semantic Layer

Most teams buy a semantic layer the way they buy a data warehouse. Tool first, problem retrofitted.

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Apr 28, 2026 Data Architecture & Strategy

Choosing between 3 data platforms? Stop comparing demos. Here's the radar chart

Choosing between 3 data platforms? Stop comparing demos. Here's the radar chart that makes it objective.

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Apr 26, 2026 Data Architecture & Strategy

This company piloted Data Mesh with 2 domains in 6 months. Here's what worked (a

This company piloted Data Mesh with 2 domains in 6 months. Here's what worked (and what didn't).

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Apr 21, 2026 Data Architecture & Strategy

Fitness Functions: Testing Your Architecture Like Code

You test your code. You test your data. But who tests your architecture? Here's how fitness functions change that.

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