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Organizational Dynamics

105 posts filed under Organizational Dynamics.

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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Aug 10, 2026 Organizational Dynamics

36% Learn AI Via Tools

Your engineers are already learning AI at work. The only question is whether it's sanctioned.

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Aug 6, 2026 Organizational Dynamics

Pipeline Full-Time Owner Trap (Year 2 Update)

One pipeline quietly consumed a full data engineer. On a team of 5, that's 20% of capacity feeding one job.

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Aug 3, 2026 Organizational Dynamics

Leadership Debt Compounds

Tech debt gets a backlog and a budget. Leadership debt gets a shrug, and it compounds faster.

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Aug 1, 2026 Organizational Dynamics

Risk Sharing In Data Failures

On one team, engineers reported their own near-misses weekly. Incidents dropped within a quarter.

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Jul 30, 2026 Organizational Dynamics

DORA For Data Reliability

The DORA metrics are over a decade old, proven on software teams, and unused on most data teams I meet.

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Jul 27, 2026 Organizational Dynamics

DE Compensation Trends EU

A client budgeted 2024 salaries for a 2026 data engineer role. The vacancy is now in month six.

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Jul 14, 2026 Organizational Dynamics

Hiring Retention Via Culture Fit

We changed one screening step and two senior data engineers are still there, past year two.

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Jul 10, 2026 Organizational Dynamics

Phoenix Project Lessons For DE

The Phoenix Project is 13 years old. Data teams still run their backlogs the way it warns against.

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Jul 9, 2026 Organizational Dynamics

Team Complexity Post-MVP

By 20 engineers, most data teams have one person every change waits on. The backlog put them there.

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