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I build backends and data systems that hold up in production — for companies, for NGOs, and for the ocean.

Senior Backend / Data / ML Engineer · 10 years · remote worldwide

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My name is Aleksandr Kolmakov. I've spent ten years making software behave under pressure. I've also spent a good chunk of it underwater. At some point those two stopped being separate hobbies.

With 10+ years as a Senior Python and Data Engineer, I've spent my career turning messy requirements or massive datasets into something useful — scalable backend architectures, MLOps frameworks, and data pipelines that survive contact with reality.

 

I write about the stuff that breaks, the decisions that seemed obvious in retrospect, and the hard-won lessons from building systems at scale.

 

I believe the most important problems for technology to solve are ecological. As a diver and marine enthusiast, I dedicate my technical expertise to projects that support environmental preservation.

 

Whether I'm building tools for underwater fauna research or documenting technical deep-dives (both kinds — pun intended), my goal is ensuring that engineering logic is built for the long term. And the best way to learn long-term architecture? Look at nature — it's been running in production for millions of years.

If you're a company with a data problem, or an NGO/researcher working toward something good for the ocean, I'd love to hear from you!

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For companies & HR

You've got data that should be doing more, or a backend that wakes you up at 2am? I fix both. 

Ten years of shipping backends and data platforms that survive real load — I like owning a problem end to end.
Not just showing up for the spoils.

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For NGOs & researchers

Working with observation or species data, or wrestling an ocean question? Come tell me about it — I keep infrastructure lean so more of your budget goes to the work, and for small NGOs or shoestring projects I'll often help for free.

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Field notes

War stories from production, dive logs, and how I built things for almost no money. If you like engineering told straight, with the failures left in, this is the section for you.

Most of my best engineering happens underwater-adjacent. If that sounds like your kind of problem, say hi.

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