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Ai

207 posts filed under Ai.

Sept 4, 2026 Platform & Velocity

DE Churn From Fragile Stacks

Senior data engineers quit stacks that page them at 3am, and the exit interview says "growth".

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Aug 31, 2026 Organizational Dynamics

Cross-Functional Data Ownership

A backend deploy broke the data pipeline for the third time this quarter. Both teams had done their jobs correctly.

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Aug 30, 2026 Technical Debt & Economics

Compliance Investment ROI

A client built the same data inventory twice in 18 months. The first one was for the auditor.

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Aug 29, 2026 Data Architecture & Strategy

Databases Are Being Redesigned for AI Workloads

Postgres handled it fine. Until the agent started issuing thousands of embedding lookups a second.

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Aug 28, 2026 Organizational Dynamics

Blame Post-Mortem Alt

We changed the questions in the postmortem, and the recurring outage stopped recurring.

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Aug 27, 2026 Platform & Velocity

Platform Evolution Funding Map

Data platform changes have a good window and a bad one. Funding milestones tell you which is which.

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Aug 16, 2026 Technical Debt & Economics

ROI Measures For Pipelines

We scored a client's pipelines on cost against consumption. About 1 in 5 had a monthly bill and zero consumers.

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Aug 14, 2026 Data Architecture & Strategy

Real-Time Failure Modes

Duplicate invoices came from the recovery, not the outage. The retry replayed 40 minutes into a double-counting sink.

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Aug 13, 2026 Fractional & Leadership

Fractional Multi-Client Economics

A company at 40 people needs senior data judgment about 2 days a week. Full-time is the wrong container.

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Aug 11, 2026 Organizational Dynamics

Ownership Vacuum Patterns

Nobody owned the orders table. Everyone had opinions about it in the incident channel.

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