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Data Architecture & Strategy

42 posts filed under Data Architecture & Strategy.

Mar 13, 2026 Data Architecture & Strategy

The Self-Service Analytics Maturity Ladder

"Self-service analytics" at most companies means "we gave everyone PowerBI access and hoped for the best."

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Mar 10, 2026 Data Architecture & Strategy

The Data Lineage Maturity Model (4 Stages)

You can't fix what you can't trace. Here's the 4-stage lineage maturity model.

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Mar 9, 2026 Data Architecture & Strategy

The Deployment Pipeline Concept Applied to Data Products

Your data team deploys to production the same way software teams did in 2008. Manually, nervously, with a 1000-step runbook nobody trusts.

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Mar 6, 2026 Data Architecture & Strategy

Horizontal vs Vertical Scaling

Vertical scaling is adding RAM. Horizontal scaling is adding servers. One has a ceiling. One doesn't.

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Mar 5, 2026 Data Architecture & Strategy

Data Platform Teams Are Becoming Product Teams

Nobody adopts a pipeline. They adopt a product. That's what most data teams still don't get.

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Feb 24, 2026 Data Architecture & Strategy

The 6 Dimensions of Data Quality

Data quality has 6 dimensions. Most teams only measure 2. Here's what you're missing.

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Feb 21, 2026 Data Architecture & Strategy

Data Observability Practical Start

Data observability sounds expensive and complex. Here's how to start in one afternoon.

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Feb 20, 2026 Data Architecture & Strategy

Data Architecture Review - What's Actually Involved

A data architecture review uncovers hidden risks before they become expensive problems. Here's what mine covers and why most teams need one …

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Feb 20, 2026 Data Architecture & Strategy

Incremental Processing Pattern

Your nightly job reprocesses 10TB. Only 50GB changed. You're burning money and adding risk.

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Feb 10, 2026 Data Architecture & Strategy

T-Shaped Monitoring Model

Monitoring all your data equally is why you're drowning in alerts. Here's the smarter approach.

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