Author Archives: Gregory Murphy

The Index Obsession That’s Killing Your Performance After two decades of watching development teams chase their tails around database performance, I’ve noticed a pattern. The first response to any slowdown? “We need more indexes.” It’s like reaching for coffee when you’re tired. But here’s what I’ve learned from debugging countless production systems: excessive indexing often… Read More: Why Your Database Performance Problems Are Probably Not What You… »

Why Protocol Choice Actually Matters More Than You Think After spending the better part of a decade watching teams stumble through microservices implementations, I’ve seen the same pattern repeat itself countless times. Teams get excited about the architectural freedom, sketch out beautiful service boundaries, and then hit the communication layer like a brick wall. The… Read More: The Microservices Communication Protocol Wars: A Survivor’s Guide »

Beyond Rolling Updates: The Current State of Production Deployments After seven years of running Kubernetes in production across everything from fintech to media streaming platforms, I’ve watched deployment strategies evolve from the wild west of manual kubectl commands to sophisticated orchestration patterns. The industry has largely settled into rolling updates as the default, and for… Read More: The Evolution of Kubernetes Deployment Strategies: What’s Next After Rolling… »

The Default Choice That Isn’t Always Right After spending the better part of a decade building, breaking, and rebuilding distributed systems, I’ve watched teams make the same communication protocol decisions over and over. The pattern is predictable: someone mentions microservices, and within minutes, the conversation turns to REST APIs over HTTP. It’s become the default… Read More: The Uncomfortable Truth About Microservices Communication: Why HTTP Isn’t Always… »

The Problem That Started It All I remember the first time I encountered a distributed transaction that failed halfway through. It was 2009, and we were building an e-commerce system where a single purchase needed to update inventory, charge the payment processor, and send a shipping request to our fulfillment partner. Simple enough, right? The… Read More: The Saga Pattern: Why Distributed Transactions Are Harder Than You… »

Why Most Pattern Discussions Miss the Point After fifteen years of building distributed systems that handle everything from high-frequency trading to global content delivery, I’ve watched countless teams chase the latest architectural patterns like they’re collecting Pokemon cards. The problem isn’t that these patterns are inherently bad. The problem is that most discussions treat them… Read More: The Distributed Systems Patterns That Actually Matter (And The Ones… »