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Series: Data Farm

Business Operations

When KPIs Become Rumors (and Meetings Become Courtrooms)

This entry is part 1 of 6 in the series Data Farm

If your KPI shows up as three different numbers in the same meeting, congratulations: you don’t have a KPI, you have a choose-your-own-adventure. This is how “reporting” quietly turns into courtroom drama. Sales brings Exhibit A. Ops brings Exhibit B. Finance brings Exhibit C. Everyone is technically correct in their own universe, and nobody is correct in the universe where decisions get made. You’ll get a practical checklist you can run immediately, plus a clear next step to reduce rework and rebuild trust.

January 8, 2026 David Carneal
Operation Efficiency

Build It Without the Heroics: A Practical Roadmap and Failure-Mode Fixes

This entry is part 1 of 6 in the series Data Farm

Most data roadmaps fail because they’re written like heroic fantasy. “We will unify all data across the enterprise.” Cool. And I will also become a professional astronaut chef. A practical roadmap focuses on small improvements, clear phases, and visible wins. You’ll get a practical checklist you can run immediately, plus a clear next step to reduce rework and rebuild trust.

January 26, 2026 David Carneal
Digital Transformation

Data Integrity in Plain English: The Chain You’re Actually Managing

This entry is part 2 of 6 in the series Data Farm

Data integrity isn’t philosophical. It’s not a vibe. It’s whether you can reproduce the same number tomorrow without reenacting a crime scene investigation. In the real world, the question shows up like this: “Why does the KPI say 92% here and 87% there?” KPI means Key Performance Indicator, but on bad days it stands for Keep People Investigating. You’ll get a practical checklist you can run immediately, plus a clear next step to reduce rework and rebuild trust.

January 13, 2026 David Carneal
Digital Transformation

The Buzzword Petting Zoo: Data Farm vs Lake vs Warehouse vs Lakehouse

This entry is part 3 of 6 in the series Data Farm

Every few years the industry invents a new animal and asks you to adopt it. Lake. Warehouse. Lakehouse. Mesh. Fabric. Probably “data terrarium” is next. The name matters less than the rules you enforce. So let’s compare these patterns in plain English, then talk about why a “data farm” approach keeps you out of the swamp. You’ll get a practical checklist you can run immediately, plus a clear next step to reduce rework and rebuild trust.

January 15, 2026 David Carneal
Business Operations

From Raw to Dashboard: The Four Layers That Prevent Dashboard Drama

This entry is part 4 of 6 in the series Data Farm

Dashboards don’t cause drama. Dashboards reveal drama that was already hiding in the plumbing. If your BI tool connects straight to source systems, you might get speed. You also get fragility, conflicting logic, and one broken report away from a minor organizational meltdown. You’ll get a practical checklist you can run immediately, plus a clear next step to reduce rework and rebuild trust.

January 20, 2026 David Carneal
Data & Analytics

Lock It Down: Governance, Auditability, and the End of Silent KPI Rewrites

This entry is part 5 of 6 in the series Data Farm

If anyone can quietly change KPI logic, the KPI is not a KPI. It’s a suggestion. Governance doesn’t have to be heavy. It just has to exist. The point is tamper resistance and auditability: you can see what changed, who changed it, and why. You’ll get a practical checklist you can run immediately, plus a clear next step to reduce rework and rebuild trust.

January 22, 2026 David Carneal

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