Perspectives
The ideas behind the work.
After 20+ years inside airline data and digital transformations, I've learned success isn't luck—it follows patterns, and the patterns repeat. These pieces are how I think about this work and our industry's current challenges.
Foundations First
Three departments, three definitions of revenue, same airline. The problem isn't the dashboards — it's that nobody has the same definition of what they're measuring. Fix data trust before visualization.
Read →Technical Debt as Strategy
Technical debt isn't the problem — how you think about it is. Strategic debt is a deliberate choice to build something imperfect now because the business value justifies it. One prototype funded its own replacement in six months.
Read →Your ETL Contains More Institutional Knowledge Than You Think
Delta Sharing promises to eliminate ETL pipelines, but someone still has to define what 'revenue' means. Those 'brittle' pipelines contain years of institutional knowledge. The question is where that knowledge will live when they're gone.
Read →Own Your Strategy
A CMO couldn't articulate a single personalization use case without describing a vendor's feature set. When you let system capabilities drive your strategy, you've surrendered your initiative to someone who doesn't know your business.
Read →You Can't Future-Proof. You Can Own the Layer.
Every airline keeps buying the platform that promises to future-proof distribution. The future never cooperates. The fix is an architecture you own and adaptability you never have to buy again.
Read →Your Airline Doesn't Have an AI Problem
Airlines are rebranding normal business cycles as AI transformations. Meanwhile, the actual work — aligning teams, simplifying architectures, building trust in data — doesn't get done. AI won't fix a misaligned organization. It'll just automate confusion.
Read →Outcomes Never Lie
A revenue management team was succeeding on paper and failing where it counted. The work didn't change. What they measured did—and the outcomes followed.
Read →An Agent Won't Book What It Has to Dig For
Airlines spent 20 years fighting over distribution standards. Agents are about to make the fight irrelevant. An agent will crawl your website if it has to—but the moment a competitor is one clean read away, it won't. The airline it has to dig through is the airline it skips.
Read →Nobody Checks If It's Running
A lot of enterprise software gets bought so a vendor can put the airline's logo on a slide. Then nobody checks whether it runs, or whether it produced anything. A purchase is not a result—and the technology you can't tie to an outcome is cost wearing a roadmap.
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