Sam Barlien (@SamBarlien) header
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I talk platform engineering.

Prague, Czech Republic
Joined January 2017
Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)Photo by Sam Barlien (@SamBarlien)
Let's look at what most teams are doing at the moment. A scanner flags hundreds of vulnerabilities in a base image. You spend the week triaging, patching and redeploying. Next Monday a new image arrives and it all repeats. That's not a tooling problem. It's a platform problem.
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HBO's The Pitt is a masterclass in platform engineering (yes, actually). There are three production systems that make basically everyone on the planet miserable. Artisanal. Hero-based. Bureaucratic. The Pitt is a perfect example of how doctors rely on a hero-based production system to fill in the gaps and misery of a bureaucratic world. I gave my first-ever conference talk on exactly this and the production system that would save poor Dr. Robbie.
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I always say it. If you don't build your platform, it'll build itself. Your platform isn't missing. It's unowned. Disjointed CI/CD, half-connected observability, workflows nobody designed. Treat that like a product and you're doing platform engineering. Don't, and you're NOT.
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Shipping more is not the same as earning more. Our 2026 research found that 38% of organisations ship at least twice as much since adopting AI. Only 8% call their AI ROI transformative. That gap is most of what I'll be writing about here.
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In 2025 I wrote over 60,000 words on platform engineering. Apparently that wasn't enough. I'm Sam, Head of Ecosystem at Platform Engineering. I co-author our State of Platform Engineering and State of AI in Platform Engineering research. This is where the rest goes.
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Throughput is the raw material of ROI. It is NOT the real ROI. Plenty of teams are celebrating the first and secretly failing to show the second. That's the gap we need to care about. So... I'm here to shout about it, explain it clearly, and help close it.
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Sam Barlien retweeted
I’m gonna give 10 random people that repost this and follow me $25,000 for fun (the $250,000 my X video made) I’ll pick the winners in 72 hours
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Being consistent with twitter is so much harder than I though it would be – at Prague, Czech Republic
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Perhaps my favourite view in the world – at Prague, Czech Republic
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So happy to reach 10k followers on Instagram! Especially appreciative to my mum who made 9000 Instagram accounts to follow me with! #party – at Prague, Czech Republic
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If twitter is good enough for @realDonaldTrump its good enough for me