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Model

66 posts filed under Model.

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 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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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 19, 2026 Organizational Dynamics

Waiting for LLMs vs Waiting for Compilation

We spent a decade optimizing compilation times. Now we're staring at an LLM spinner doing the exact same thing.

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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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Feb 9, 2026 Organizational Dynamics

Managers Overseeing 3X More People Than 2017

The average data team manager is overseeing nearly 3X more people than in 2017. Something has to give.

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Feb 6, 2026 Data Architecture & Strategy

Hybrid Governance Implementation

The 3-part governance model that actually gets adopted.

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Feb 5, 2026 Organizational Dynamics

Hybrid Data Governance

Your governance is either a bottleneck or ignored. The data says 80% of companies can't find the middle ground.

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Jan 27, 2026 Technical Debt & Economics

The Alignment Tax: What Misalignment Costs Per Sprint

Your team's velocity isn't slow because they're bad. It's slow because they're building the wrong thing right.

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Jan 26, 2026 Technical Debt & Economics

The AI Readiness Checklist Nobody Uses

Every company has an AI roadmap. Almost none have passed their own readiness checklist.

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