Softline author
Serhiy Boyko
Enterprise Systems & Automation Architect
Designs enterprise systems, integration landscapes and business-process automation solutions.
Areas of expertise
What this profile covers
- Enterprise architecture
- Automation
- Systems integration
Knowledge base
Materials and expert comments
AI-Assisted Code Review: Identifying Critical Bugs Before the First Commit
The cost of defect remediation increases exponentially with its discovery phase; a bug found in production can be 100 times more expensive to fix …
Read material →26.06.2026UnityBase platform configuration for complex state registries: speed vs. scalability trade-offs
Achieving sub-100ms P95 read latency for user-facing queries in a national registry, while simultaneously sustaining 5,000+ writes per second for …
Read material →23.06.2026Event-Driven Architecture for State Registries: Handling 10 Million Events Per Day
State registries operating at national scale face a formidable challenge: maintaining absolute data integrity and auditability while processing …
Read material →19.06.2026The Rise of AI-Driven Code Generation: A CTO's Guide to Risks and Rewards
While AI-driven code generation can accelerate initial development velocity by roughly 15-20% for boilerplate and repetitive tasks, it …
Read material →16.06.2026The resurgence of monoliths: why enterprise architects are reconsidering microservices in 2026
The operational cost of managing a microservice estate with over 50 distinct services often scales super-linearly, with teams reporting a roughly …
Read material →15.06.2026The Rise of API-First Monoliths in 2026 Enterprise Digital Transformation
The operational overhead of managing a distributed system often eclipses the perceived benefits of microservices, particularly for systems under …
Read material →13.06.2026Static analysis ROI: measuring SonarQube impact on production defects
The introduction of a static analysis tool, such as SonarQube, into an established enterprise development pipeline often presents a challenge in …
Read material →12.06.2026ERP Modernization Without Business Interruption: Phased Migration Patterns
Modernizing a legacy ERP system while maintaining continuous operations for critical business functions presents a significant architectural and …
Read material →10.06.2026Code review at scale: four-eyes principle for systems with 200 engineers
Scaling code review to a team of 200 engineers introduces a significant trade-off: while the four-eyes principle effectively reduces defect …
Read material →07.06.2026AI-assisted code review: predicting and mitigating technical debt in 2026
The increasing complexity of enterprise systems, particularly those at national scale such as state registries or critical infrastructure, …
Read material →06.06.2026AI-assisted code review: shifting from bug detection to architectural drift identification
The increasing complexity of enterprise systems, particularly those with microservice architectures or extensive low-code components, presents a …
Read material →03.06.2026Hybrid cloud for state registries: balancing sovereignty and elasticity
The migration of national-scale information systems to cloud environments presents a fundamental trade-off: the desire for elastic scalability …
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