Category
Articles
9 posts
Technical articles on software engineering, architecture, AI and operations. Written by practitioners, with real data.
Real-Time Payment Reconciliation: Architecture and Lessons
Real-time payment reconciliation architecture. Event-driven matching, exception handling, audit trails, and accounting integration from production experience.

The real cost of technical debt
Technical debt doesn't appear on the balance sheet, but it erodes speed, reliability, and innovation capacity across the entire organization. Here's how to quantify and manage it.
Apache Kafka for the Mid-Market: Practical Implementation
Practical guide to implementing Apache Kafka for mid-sized companies. Sizing for 10K-1M events/day, topic design, consumer groups, and operational runbooks.
Continuous Improvement in Tech Operations: The Digital Kaizen Cycle
Data-driven retrospectives, automated anomaly detection, incremental optimization, and the cultural dimension of continuous improvement.
Technology Stack Selection: Decision Framework for 2025
Beyond features: team familiarity, hiring market, ecosystem maturity, maintenance costs, and lock-in in stack selection.
Hexagonal Architecture in Practice: Ports, Adapters and When to Use Them
When hexagonal architecture is overkill, how to refactor toward it incrementally, testing strategies, and real project structure.
Computer Vision in Industry: Real Cases and ROI
Computer vision in industry: construction progress tracking, shelf monitoring, package inspection. Real cases with ROI calculations.
Data Quality: How to Improve It Without Stopping Operations
How to improve data quality without stopping operations. Profiling, validation rules, automated cleansing pipelines, quality dashboards, and data stewards.
Zero Downtime Deployment: Strategies for Never Stopping Production
Zero downtime deployment strategies: blue-green, rolling, canary. Database migrations without interruption, session handling, and rollback in production.