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How an “alarming” map holds up: backend under fire from alarms [ukr]

When human safety is at stake, technical reliability is not just a requirement. In this talk, we'll look at architecture, workloads, WebSocket solutions, Kubernetes scaling, and other technical aspects of creating an airborne alarm map. This is a story not only about code, but also about responsibility.

Oleksandr Zozulya

(CTO, Stfalcon),
Highload fwdays'25 conference
How to survive with 1 billion vectors and not sell a kidney: our low-cost cluster [ukr]

Let's talk about our history. How we started the project with a small vector database of less than 2 million records. Later, we received a request for +100 million records, then another +100... And so gradually we reached almost 1 billion. Standard tools were quickly running out of steam - we were running into performance, index size, and very limited resources. After a long series of trials and errors, we built our own low-cost cluster, which today stably processes thousands of queries to more than 1B vectors.

Maksym Mova

(MacPaw, Engineering Manager),
Highload fwdays'25 conference
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