Why We Publish Open Data
Why AUTOMOTO publishes cleaned vehicle registry and administrative code datasets — an honest story about data quality, parsing pain, and pragmatic self-interest.
Read moreHi, I'm —

Core areas of my professional expertise
Designing and optimizing ETL/ELT pipelines, building data warehouses, handling large-scale data processing in cloud and on-premise environments.
Building dashboards and analytical systems for data-driven business decisions. Data visualization, product metrics and comprehensive reporting solutions.
Deploying ML models into production, automating content generation, building classification systems and natural language processing for media platforms.
Server configuration, CI/CD pipelines, Docker containers and monitoring. Performance optimization and ensuring system reliability at scale.
Background, education and approach to work
I'm Mykhailo Klimnyk — a Head of Data from Ukraine. My professional journey started with building analytical reports in an FMCG company, where I realized that data isn't just numbers in spreadsheets — it's a powerful tool for driving business decisions. Since then, I've moved on to designing full-scale data platforms, ETL pipelines and deploying machine learning solutions into production.
I hold a Bachelor's degree in Software Development from Lubelska Akademia WSEI in Lublin, Poland. Studying abroad gave me more than just a technical foundation — it taught me to adapt quickly, think broadly and find unconventional solutions in any situation.
Currently, I work as Head of Data at AUTOMOTO — a network of automotive media platforms, where I'm responsible for the entire data infrastructure: from collection and processing to deploying intelligent automation for content generation.
I almost never see situations where "it can't be done." If something seems impossible, it just means you haven't figured out how to do it yet. What matters to me is not which specific tools you know, but how you think and approach problems. The right mindset always beats a specific technology — technologies change, but the ability to reason through complex challenges stays with you.
Technical notes, guides and experiments
Why AUTOMOTO publishes cleaned vehicle registry and administrative code datasets — an honest story about data quality, parsing pain, and pragmatic self-interest.
Read moreHow we at AUTOMOTO went from Google Sheets and Looker Studio to a full Data Lakehouse on Dremio + Nessie + MinIO + Superset — and what came out of it.
Read moreA story about how 128 GB of RAM, a failed RAM disk experiment, and a chance encounter with Proxmox VE turned my PC into something far more interesting — with better performance, a GPU boost, and macOS as a bonus.
Read moreWhy a Head of Data decided to build a personal site from scratch with Eleventy + Tailwind instead of WordPress, and how I optimized it to 30ms TTFB.
Read moreThings I'm working on
Head of Data
A network of automotive media platforms powered by AI content generation, deep market analytics and expert reviews. Responsible for data infrastructure, processing pipelines and ML model deployment for content automation.
github.com/mykhailoklimnyk
My open-source projects and contributions on GitHub — data utilities, automation scripts and experiments with emerging technologies. Open-source tools for the developer community.