Real systems. Real decisions. Real outcomes.
Deep dives into production architecture: the problems faced, decisions made, tradeoffs accepted, and lessons learned. Some succeeded. Some failed. All taught something worth sharing.
Featured
When a Trusted Dependency Becomes a Silent Killer
A silent deadlock in a trusted SDK bypassed every test we had, and plan continuation bias cost me two days I didn't need to lose
When Your Product Outgrows Generic Metrics
A lightweight, purpose-built solution for tracking product engagement when off-the-shelf tools don't fit
When You Can't Replace What You Haven't Abstracted
A custom authentication and authorization architecture designed to abstract legacy systems, enforce strict session boundaries, and enable incremental migration to a third-party identity provider
Optimization & Migration Wins
When Someone Else's Problem Becomes Your Solution
Two years of Kubernetes operational pain, self-blame, and a three-day migration to ECS that should have happened sooner
When Nobody Owns the Cloud Bill
How strategic consolidation and right-sizing reduced IT monthly costs from $10,250 to $2,146
Failure Analysis
When a Trusted Dependency Becomes a Silent Killer
A silent deadlock in a trusted SDK bypassed every test we had, and plan continuation bias cost me two days I didn't need to lose
When Architecture Patterns Don't Match the Problem
Lessons from three attempts to build a distributed event processing platform
When Infrastructure Constraints Doom Sound Architecture
How a SQL Server mandate undermined CQRS and Event Sourcing in a multi-tenant loan servicing platform
Architecture & Design
When Third-Party Integration Meets Domain Boundaries
Embedding Discord concerns within domains instead of extracting them to a dedicated service
When Real-Time Push Needs Product Context
A proof-of-concept for routing WebSocket messages through product entitlements, and what it taught about validating requirements before building infrastructure
When Your Product Outgrows Generic Metrics
A lightweight, purpose-built solution for tracking product engagement when off-the-shelf tools don't fit
When You Can't Replace What You Haven't Abstracted
A custom authentication and authorization architecture designed to abstract legacy systems, enforce strict session boundaries, and enable incremental migration to a third-party identity provider