Software Architecture
Cost-Efficient Architecture vs Scalable Architecture: A Field Guide
I spent six months in 2025 watching a client burn $40,000 a month on a system that handled 200 requests per second. The architecture was beautiful. Autoscali...
What is Cost Efficient Architecture in Machine Learning?
I watched a team burn $40,000 in three weeks on GPU clusters that sat idle for 70%% of the day. Not because they were careless. Because they optimized for per...
AWS vs GCP: Cost Efficient Architecture in 2026
I've spent eight years building data infrastructure, and I've watched teams burn six figures on cloud bills that should have cost twenty grand. The problem i...
Cost Efficient Architecture for Inference vs Training
I burned $40,000 in 90 days on a GPU cluster that sat idle most of the time. That was 2024, and I thought I'd learned the lesson. Then in 2025, I watched a c...
Cost Efficient Architecture vs Kubernetes: The 2026 Playbook
You're burning $47,000 a month on a Kubernetes cluster that's serving 400 requests per second. I've seen that bill. I've signed that bill. In 2024, one of ou...
Cost Efficient Architecture vs Serverless: What I Learned Building SIVARO
I spent 2024 and 2025 watching teams blow their cloud budgets on Lambda functions that should've been a single EC2 box. Then I watched other teams over-provi...
Cost-Efficient Architecture vs Traditional Deployment
You're burning money on infrastructure. Most companies are. And I'm not talking about a few hundred dollars a month — I'm talking about 60-70%% of your clou...
Kubernetes vs Lambda: Cost Efficient Architecture in 2026
You're burning money on compute. I don't know your exact bill, but I know the pattern. A startup I advised in 2024 was paying $47,000 a month to AWS for Lamb...
Spot Instances vs Reserved: The Real Cost-Efficient Architecture Playbook
You're burning money. I don't know your cloud bill, but I know this: the way most teams architect for cost is wrong. They pick a single pricing model and hop...
Cost Efficient Architecture vs Serverless Architecture
The first time I watched a serverless bill explode, I was on a call with a fintech CTO whose monthly spend had jumped from $4,000 to $43,000 in 72 hours. A s...
Cost Efficient Architecture vs Traditional Monolithic
You're paying for servers that do nothing 95%% of the time. I see it everywhere. A startup in 2024 showed me their AWS bill: $42,000 a month for a monolithic ...
What Are Three Types of Architecture? A Practitioner's Guide
I walked into a war room in late 2023. A startup’s entire platform had been down for six hours. Their CTO was whiteboard-mad: “We followed every pattern ...
What Is Architecture in Distributed Systems? A Practitioner’s Guide
I’ve been building distributed systems for almost a decade. At SIVARO, we process 200K events per second across dozens of microservices. I’ve seen archit...