Serhiy Boyko

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

03.07.2026

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 …

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26.06.2026

UnityBase 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 …

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23.06.2026

Event-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 …

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19.06.2026

The 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 …

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16.06.2026

The 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 …

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15.06.2026

The 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 …

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13.06.2026

Static 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 …

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12.06.2026

ERP 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 …

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10.06.2026

Code 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 …

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07.06.2026

AI-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, …

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06.06.2026

AI-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 …

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03.06.2026

Hybrid 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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