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The Blog

Practical writeups on cutting cloud costs, fixing performance, and scaling vertical SaaS. Real engagements, real numbers.
Security Viktar Patotski Viktar Patotski · 12 min read

AI Wrote Your Code. It Wrote the Vulnerabilities Too.

Assistants like Copilot, Cursor, and Claude Code ship features fast and ship security holes at the same speed. Here are the flaws they reliably produce, with real before-and-after code, and how to use AI to catch them before an attacker does.

Architecture Viktar Patotski Viktar Patotski · 6 min read

Tenant Data Isolation: It Is a Stack, Not a Switch

Row-Level Security is one layer, not the whole answer. Real tenant isolation is defense in depth across the data, the API, and the keys, so that no single mistake exposes another customer. Here are the layers and where each one earns its place.

Cloud & Cost Viktar Patotski Viktar Patotski · 6 min read

How to Reduce Your AWS Costs: The Full Playbook

Most AWS bills carry 20 to 40 percent waste, and cutting it does not take a FinOps team. This is the whole method in four steps: see where the money goes, kill the waste, pay less for what remains, and keep the bill down for good. Each step links to its own deep dive.